{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676897.svg)](http://dx.doi.org/10.5281/zenodo.3676897) [![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: xef2 wavefn run, orb 15 ioinzation (Iodine 3d, E2G/DG), 1-60eV\n", "\n", "- *electronic structure input*: xef2_SPKrATZP_rel_geom_v2.molden\n", "- *ePS output file*: xef2_1.0-60.1eV_orb15_E2G.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.html\n", "- Dataset: https://zenodo.org/record/3676897\n", "- DOI (dataset): [10.5281/zenodo.3676897](http://dx.doi.org/10.5281/zenodo.3676897)\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 xef2, batch xef2_1.0-60.1eV, orbital orb15_E2G\n", "- xef2 wavefn run on AntonJr, orb 15 ioinzation (Iodine 3d, E2G/DG), sph/ grid\n", "- E=1.0:2.5:60.1 (24 points)\n", "- Wed Feb 13 09:06:28 EST 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 xef2, batch xef2_1.0-60.1eV, orbital orb15_E2G\n", " xef2 wavefn run on AntonJr, orb 15 ioinzation (Iodine 3d, E2G/DG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Wed Feb 13 09:06:28 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 72 DumpIdy segments.\n", "Found 72 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 72 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 xef2, batch xef2_1.0-60.1eV, orbital orb15_E2G\n", " xef2 wavefn run on AntonJr, orb 15 ioinzation (Iodine 3d, E2G/DG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Wed Feb 13 09:06:28 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/xef2/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 3 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['DG']\n", "Orb energy (eV):\t\t [-703.62657743]\n", "Orb energy (H):\t\t\t [-25.8578]\n", "Orb energy (cm^-1):\t\t [-5675131.12318898]\n", "Threshold wavelength (nm):\t 1.762073824010746\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 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 xef2_1.0-60.1eV_orb15_E2G.inp.out, pType=a, thres=8.604426405837627, 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 xef2_1.0-60.1eV_orb15_E2G.inp.out, pType=phaseUW, thres=8.604426405837627, with Seaborn\n" ] }, { "data": { "image/png": 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LX8att94aJ5100hbHKNmem57V9v1l2d7mXbp0icsvvzzuu+++Mvuaxo0bx6hRo+Kggw5Ka5wmTZpE+/bto1WrVlGzZs34+OOPY9SoUXHGGWfEQw89lPi45Pbbb4+ISPR+vCU/RH9vqfZc7u/y6t4e+ru8unOxv7fmfT0T2e7xTOrOpf5Op+5c7e90as+1Hl+0aFH86U9/isGDB0fr1q3T/Jsmk81tnmnd119/fZkTAvfbb7+45557ytzXakuyuU9Jp/YVK1bEt99+G8XFxTFs2LA444wz4uKLL465c+fGiBEjYvDgwTFy5MhyP79uuq6I8rd5yb4m3ZPn0t3mZ555ZnzzzTcxevToMve72G+//eLJJ5+MffbZJ631tWzZMk477bTYd999Y8OGDfH+++/HmDFj4u23344xY8ak9btr165dHH/88bHPPvvEqlWr4p133olnnnkm3n333XjqqaeyGrZke5+Sae250uPp1J2L/Z3u9s6l/kbQAuSIVCpVbupfVapXrx7NmzePG264Ic4555wYPnx4/Pa3v03rtbvsskvpZaALFiyI+vXrb3amaV5eXuy3335x8MEHx8CBAzOu79NPP93iFGzNmjWL0aNHl/7cunXreOaZZzJax8qVK+OTTz6J5cuXx4YNGzZ7fNMpIirz3nvvlX4gzsvLi1deeSVeeeWVcp+79957pzWl2/c1atSo3OCmxMcff1zm8txcs2bNmoiICq9oKFle8rxsat26dTzyyCOxdu3amDNnTowfPz5WrVoVa9eujRo1tnwocOKJJ252JcXpp58e/fr1iyeffDJOO+20tD+Ap2vVqlUREVG3bt0YNWpU6bbp3r17dO/ePZ566qkYNGhQtGjRotzXp7Otq2I7R0TUq1cv9t133zj88MPjiCOOiDVr1sT48eNL9y+VhS2DBg3abFmfPn3i1FNPjTvvvDNOOeWUCgOkXFRUVBQRFf8uateuXWW/i4iIU089NX70ox/FypUrY8aMGfG3v/0tli1blvbrL7vssjI/d+vWLXr16hUnn3xy3HDDDXHsscdmfHXelqxatSrWr18fJ598cpkrFI844ojo3r173HzzzdG9e/ctXkm2pW1eq1atyMvLq5Jt3rhx49hvv/2iY8eO0aZNm1i0aFGMHDkyhgwZEg899FC0bdu20jFuuummMj8fd9xx8dOf/jT69OkT11xzTbz44osZ1zVixIh45ZVXolu3btGzZ8+MX78lVd3fldWeq/1dUd253t9b2t651t9b876eiWz3eCZ151J/p1N3rvZ3uts8l3r82muvjfr168cvf/nLjP6uSWRzm2da9znnnBOnnHJKLFu2LN5///2YOnVqRj2ezX1KOrWXHJ8vW7YszjvvvDInFbVt2zYGDhwYt9xyS4wZM2aL69rSNi+5wXfJc7JRd8TGz/5NmjSJ1q1bR7du3aJ58+bx1VdfxUMPPRTnnHNOjBw5Mvbaa69K13f//feX+fnEE0+MTp06xZAhQ+Kmm26KBx54oNIxxo4dW+bnHj16xIEHHhjXXXdd3HXXXXHNNddUOka6sr1PybT2XOnxdOrOxf5Od3vnUn8jaAFyxKGHHprW/ONV4Zhjjol777037aClZ8+epR/AW7duHeeff37Wz2recccd44MPPtjs/hIl3n///dhxxx1Lf169enVG968YPnx4PProo1u8AiTT++EMHDgwevbsGalUKrp16xa//vWvo2vXrmWek5eXFzvuuGOiKzaOOuqoGDt2bPTv33+zA5cPPvggJkyYUO6X1Lmi5MN8Rdu8ZHk2v7QtUa9evTL3tOnZs2f06NGj9KquTNWoUSPOO++8+MUvfhFvvPFG1oOWkm3QvXv3Mr/rmjVrxkknnRR33313vPfeexUGLels66rYzrNmzYozzzwzBg4cGL/61a9Kl/fo0SP69u0b119/fRxzzDEZn6m20047xeDBg+O6666Lt99+O+tn5VelkjmBK/pdfPfdd1mZg7oie+21V+kHi+OOOy66du0aZ5xxRqxduzbx1UF77LFHnHbaafHwww/HtGnT4vDDD89avbVr147Vq1dvNoVD8+bNo3379jFlypT48ssvt3hG2Za2+dq1ayOVSmW9/0ePHh3XXHNNPPDAA3HUUUeVLj/++OPjpz/9afzmN79JaxrP8rRp0ya6dOkSEydOjHnz5qX1QbHEo48+Grfddlscdthhccstt2R9qsOq7O90as/F/t5S3bnc31uqOxf7O9vv6xXJdo9nUncu9Xc6dedqf6dTey71+AsvvBCTJk2KRx55pEqO1TaVrW2epO6WLVuWXul+4oknxsSJE+PCCy+MGjVqJJ4uNsk+Jd3aS74kjojN+vzwww+P/Pz8+PDDD6OoqGiL94TY0jb/7rvvyjwnG3VHRNxyyy3xyCOPxLhx46KgoKB0eadOneLUU0+NP/7xj2WuoMvE0UcfHW3bto1333031q5dm+helmeeeWbcddddpdMnZ8sPcUy4pdpzpcfTqTvX+jvduiNyv7//21TdZJcAGfjVr34VL774YkycOPEHX3dRUVHGN9YsMWvWrKyHLBERXbt2jQkTJsS9995b5oyHoqKiuOeee+Kvf/1rdOvWrXT5tGnTonnz5mmN/fjjj8f9998fRx55ZPzud7+LVCoVQ4cOjUsvvTQaN24c7dq1i3vuuSfjmnfeeedo0qRJNG3aNG688cbo0qVLNGnSpMyf/Pz8xNNiXXDBBVGjRo3o2bNnDB8+PPLy8uK5556Liy++OPr37x8NGzaMc845J9HYP4T69evHDjvsUOHl2QsXLowdd9wxq/cnqki9evWiS5cu8eabb8bXX3+daIyS+8wUFhZms7SI+M9l1Q0bNtzssZJly5cvr/T1W9rWVXFVSEl4ecIJJ5RZnpeXF8cff3ysWbMmpk2blmjsqtzeVWlLv4vi4uIoLCz8Qa/QOfDAA6NFixaVno1WmZKbeWb791EyPWJ5YVw6vR+x5WkJSpZle5s/+OCDpfM4f9/uu+8eHTp0iJkzZyZ+n434T/+Xd3+uijzyyCPxhz/8ITp27Bj333//Vn2orUhV9XfS2rd1f1dWd672d2V152J/byob7+vlqep9eCZ1b+v+/r7y6s7V/t5UebXnSo+vXbs2brjhhjjyyCOjSZMmMXfu3NI/ERuvWJ47d24sWbIkcS2bysY2z1bdxx13XNStW7fMrAVJZLJPyaT2+vXrl57oV1Gfb9iwodIbnZdMqVTeNt/SVFdJ6y4uLo6RI0dGixYtynwJHfGfIGDy5MlbXF9lmjRpUno/pCTy8vIiPz8/68eVP8Q+JZPat0WPV2TTunOpvzOpe3vo7/82rmgBckLLli3j97//ffzyl7+Mhg0bxl577bXZzezy8vLi0Ucfzep6P/roo3jsscc2e1Pa1n71q1/FRx99FHfccUfcc889sccee0ReXl4sXLgwiouLo1WrVnHppZdGxMYDyby8vDLzcW7J008/HR06dIi77747li5dGtdcc0386Ec/io4dO0afPn3i5JNPjgULFmRU73PPPRcRG8/cz8vLi7y8vJg6dWpMnTp1i6/b0vRom2rUqFGMGTMmrrnmmhg7dmykUqkYP358RET85Cc/ieuvvz7r9zbJpry8vGjbtm1MmTIl5s+fX3qAGLHxw8LMmTOjbdu2VXJz+fKUXCZe2cFiRUo+yGT7po0REQcffHCMHj06vvnmm80eK1m2pZtaN2jQIPLz82PWrFmxZs2aMmdqLVy4ML755pusTyEUEbF48eKIiHKn4lu3bl1EbLw/VBJz5syJiPLDp1xWUFAQderUKTdg+vDDD2P9+vVx4IEH/qA1rVmzptIvuypTVb+Pgw46KL744ov45ptvNntfKun9yv7NtWvXLiI2Xum3qffffz8iIuvbfNGiRVGzZs1IpVKb7cNKer/kv0lkur954IEH4pZbbolOnTrF3XffXeYsxWyqiv7e2tq3VX+nU3cu9nc6dedaf1dka9/Xy/ND7MMzqTuX9t+b1p2L/V2RTWvPlR5fs2ZNFBYWxltvvVXuFMYffPBBHHfccXHyySfHLbfckrie78vGNs9W3evXr4/i4uKt7vFM9imZ1t6uXbt47733YuHChZtdnfXNN99EjRo1Kv08VrI9P/jgg80+v5b8HrK5zS+//PIoLi6u8Bh83bp1UVxcvMX1VWbu3LlRs2bN2GWXXRK9fsOGDfH1119n/XPVD7FPyaT2bdHjFdm07ry8vJzp70zqXrp0ac73938bQQuQE/7xj3/ERRddFBs2bIhVq1Zl/EX/lmw6fVWJ5cuXx6pVq6JGjRrxxz/+MfH4L774YowaNSrmzJlT7pyjeXl5MXPmzIzGrFevXjz11FPxxBNPxGuvvRbz5s2LiI0f4rp16xZnnnlm6WWbderUiTvvvDPtsefMmRP/8z//U1pbxH++/K1Xr1707t07xowZE3379k17zCuvvDLy8vLixBNPjFq1apX+nEqlKnxNXl5eRkFLxMazEB988MEoLCyML7/8MlKpVOy9997RqFGjjMapakVFRbFgwYLYeeedy9TWo0ePmDJlSjzyyCNx9dVXly4fM2ZMrF69Ok455ZSs1rFkyZJyD0C//vrrmDRpUuy8886lB5EV1bx06dLNpgUpKioqvfy4S5cuWa05YuO/2V122SXGjx8f559/fuy0004RsXFu6Oeeey5q1qwZRx55ZERsvDHn4sWLY9ddd43ddtutdIxTTjklRowYEaNHj47BgweXLn/kkUciYuPvIttatmwZb731Vjz77LNlDqCLi4vj+eefj2rVqpV+4Cmv7nXr1kVRUVHsvPPOZcYtLCyMhx9+OGrXrl1m+o9cU1hYGEuXLo1GjRqV/h122GGHOPbYY2PChAnxyiuvlPkwPHLkyKhevXp0794967V8++235X6JNmnSpJg3b15p/2yp9tWrV0f16tU3++J19uzZMXbs2Nh9992zPm1ez54949lnn43Ro0fHUUcdVbqPnjFjRkybNi1atGgRzZo1K33+4sWLY8WKFZGfn196Fv5ee+0VhxxySEyePDk+/vjj0nn1161bF6NGjYq6detW+L6Y1H777RczZ86Ml156qcxUEPPmzYvJkydHs2bNyuxHyqt7xYoVseOOO0b16tXLjD116tT4+9//Hq1bt07rPlz33XdfDB8+PDp37hx33nln1qY4+CH6O93ac62/06071/o73bpzqb8zeV/PVFX2eCZ151J/Z1J3rvV3JrXnSo/vsMMOcccdd5T72EUXXRQFBQUxdOjQxPdkrKptnmndFfX46NGjY+3atXHwwQdXWne29imZ1t6zZ89477334vHHHy8z7farr74aixcvjk6dOpX5d7dgwYIoKiqKZs2aRc2aNSMiokOHDtGkSZN4+eWX48ILLyy9GmzlypXx9NNPR5MmTSq94XgmdTdo0CB23XXXmD17dkybNq3M9p02bVp88cUX8eMf/7jMGOXVvWzZsnK/ZJ8wYULMmjUrunbtWvrcipT3uSpi470xli1btlWfBat6n5JJ7bnU45nUnSv9nUndudTfbCRoAXLCrbfeGg0bNox77rknWrdundWxy3sDzsvLiwMOOCD22WefOP300xMfsI8cOTL++Mc/Rr169eLggw/O6r0GatWqFYMGDcr6fUeqVatWegBTcnns988q2XPPPeOrr77KaMzHHnssIv5z07eSn6vKbrvtVuZL9R/Cc889VxoAzp8/P1KpVJkp1i644ILS/58+fXoMGDAgevbsWeYmfr169YrnnnsuRo0aFStWrCi9N9ETTzwRhx566GbzwW6t++67L95555046qijSqfK+PLLL+O5556L1atXx0033VR6sFhRzSeffHIceuih0apVq2jQoEEsWLCgdFucffbZsf/++2e15oiN09D97//+b1xxxRXRu3fv6NOnT0REPPPMM7Fo0aK4+OKLSw9aX3311bjqqqvil7/8ZQwbNqx0jHPPPTcmTpwYN998c8yfPz9atWoV//rXv2LcuHFx0kknRceOHbNe98CBA2P8+PExevToWLhwYXTq1CmKiori+eefj08//TT69+9fuq8pr+7Vq1dH165do2vXrtGiRYuoX79+zJ07N8aOHRvLly+P3/zmN1sdKmbSxxGx2TSC8+fPL12Wn59fJix9/PHH46677oobb7yxTC9fcskl8e6778bll18eM2bMiKZNm8akSZPi9ddfj1/84hcV3mtna2ofMmRI7LLLLtG+ffvIz8+P1atXx4cffhgTJ06M+vXrxxVXXFFm7PJqnzt3bpx77rnRpUuXaN68eey4447x+eefxzPPPBNr166Nm2++Oa0v8TOp+7DDDovevXvH2LFj4+yzz46uXbvGkiVLYtSoUVGjRo343e9+V2bs4cOHx7hx4+Kxxx4r8yHq6quvjn79+sXZZ58dgwYNil133TUmTJgQH330UVx33XVpTVGYSd3Dhg2LoUOHxuWXXx6TJ0+ONm3axMKFC2P06NFRVFRU5p5FFdX93nvvxY033hidO3eOvfbaK2rWrBkzZsyI8ePHR+3ateP666+vtObHH388hg8fHg0aNIhjjz02XnrppTKP161bt8y0m7nU35nUnkv9nUndudTfmdSdK/0dkdn7ekTu9HgmdedSf2dSdy71d6a150qP16xZc7PpV79v9913L/P4ihUrYtSoUaX/H7HxHpMlPd66desyJwRV1TbPtO6TTjop2rdvH23btmll4SUAABT1SURBVI099tgjli9fHpMnT4433ngjmjRpstmN3atyn5Jp7T169IgJEybE448/HoWFhXHYYYfFvHnz4i9/+UvsvPPOceWVV5Z5/RVXXBGTJ0+OSZMmlfZh9erV43e/+12cf/750bdv3+jfv3/UrFkznnzyyVi0aFHce++9m325vrV1Dxs2LK677roYPHhwnHHGGdG8efOYM2dOjBkzJmrUqBEXXXRRpXU/99xzMXbs2OjUqVM0bdo0NmzYEO+//3689NJL0aBBg7jqqqu2WHNExL333hvTpk2LH//4x5Gfnx9r1qyJt99+O958881o0aJFDB06tPS5udLfSWrPpR7PpO5c6e9M6q5WrVrO9DcbCVqAnDB79uy45JJLsh6yRETpAUpV+Mtf/hJt27aNxx57LGvzvxcVFcWRRx4ZQ4YMiV/84hdZGfP79txzz5g/f35EbAxG9txzz/jggw9Kz0icOXNmxvcJOeyww7b4czbNmDEjXnnllZg7d27k5eVFs2bN4thjjy09Q6eqPPPMM5vNb/r9M6k2/YK6PNWrV4/7778/7r777njppZfihRdeiIYNG8agQYNi6NChaR10ZaJz586xaNGimDhxYhQWFsa6deuiUaNGccwxx8TAgQPTumz5pJNOismTJ8e7774bK1eujLp168YBBxwQV155ZRx//PFZrff7Tj311Nh1113jgQceiLvuuis2bNgQBQUFMXz48LTOnt1pp53iiSeeiNtvvz1efvnlGDNmTDRp0iQuueSSOOuss6qk5vz8/Bg7dmzcc8898c4778Sbb74ZNWvWjJYtW8b1119fGhhVpE6dOnHcccfF9OnTY9KkSbF69erSL5sGDRqUlZuuZ9rHm54t+NVXX5UuO+yww9K6Ki0/Pz/GjBkTt912W+nVW82bN49rr702Tj/99CqpvU+fPvHqq6/G2LFjY9myZVG9evVo0qRJ6QfNdOZGbtCgQXTs2DGmTJkSL7zwQqxZsyZ222236Ny5c5x99tlxwAEHZL3uiIjrrrsuCgoKYuzYsaVfhP3oRz+KoUOHpj3VwAEHHBCjR4+O2267LR566KEoLi6OgoKCuOOOO7b4xUTSurt06RKPPfZYPPTQQ/Hyyy/HU089FTvttFMceOCBcc4556TVu/vss0+0bds23njjjdI51Rs1ahQ9evSIIUOGxN57713pGB999FFEbDyT+9e//vVmjzdp0qRM0JJL/Z1J7bnU35lu81zp70zqzpX+jsj8fT1XejyTunOpvzPd3rnS35nWnks9nonly5dv1uMzZsyIGTNmRMTGs9PTufI6W9s8XQMGDIh33nknRo8eHcuWLYtatWrF3nvvHRdccEEMGjQorc9h22J7R2z8Uvfee++NBx54IJ5//vl47bXXSoPpCy+8MPbZZ5+0xjn66KPj4Ycfjrvvvrt0Zoa2bdvGww8/nJXj3U317ds39thjjxg1alSMHTs2Vq1aFfXq1Ysjjzwyzj///LROHCuZVurll1+OwsLC2LBhQ+Tn50f//v1jyJAhaU1H+OMf/zi++OKLGD9+fCxdujSqVasWzZo1i/PPPz/OOeec0qv4I3KvvzOpPZd6PJO6c6m/M6k7V/qbjfJSW5rXBeAHUjIdVlV9ARqxMcCYP39+LFu2rNwprTp06JDxmO3atYsrr7wyo2m20nHooYfG5ZdfnvZ9VzLx29/+NqZPn156X5WbbropRo0aFWeccUZs2LAhnnrqqTj11FPj97//fdbXvTVSqVRce+218eSTT272+8vLy4s+ffrEtdde+4Pd4wQAAAAAIlzRAuSI3r17x/PPPx8DBgyIGjWyu2sqKiqKm266KZ599tlyb+RYcuPHTz75JOOx8/PzY9WqVdkos4yDDjqo9GyVbOvXr1+89dZbpTcJHzZsWHz66afx+OOPR8TGkOfSSy+tknVvjfvvvz/GjBkTRxxxRJx77rnRsmXLiIj47LPP4sEHHyyd87QqrgICAAAAgIq4ogXICe+++24MHz48iouLo1+/ftG0adNyp1FKctXJVVddFePGjYuuXbtGhw4dKrxUtWfPnhmPPXLkyHjmmWdi3LhxWQ2IPv744xg8eHBce+21ZW5KWZUWL14cNWrU+MHvfZKubt26xZ577hmPPfbYZletbNiwIfr37x8LFy6MSZMmbaMKAQAAAPhvJGgBcsKm92bZ9Iv0rbnqpEOHDtGtW7e48cYbt6rG8kyePDmGDx8ea9asyWpAdN5558WcOXNi7ty50bhx49h7772jTp06ZZ6Tl5cX9957b8Y1z5gxI/baa6/YZZddyn18xYoV8dVXX6U9f/UP5cADD4zLLrss+vfvX+7jjz32WNxyyy0xffr0H7gyAAAAAP6bmToMyAlVEYKUSKVS0b59+yoZe8CAAaX/f/XVV2ctIPrggw8iLy8v6tWrF0VFRTFr1qzNnpP0XiS9e/eOP/3pT3HyySeX+/ibb74Zl156aaJQqyrl5+fHv//97wofX7FiReTn5/+AFcH/1979R9Vg/3Ecf93SL9U6EjuTmsnR5eywSGEcx8mYpllbEuZHRn5MOPPjOJvtNCNn2DmOm1qIaUQuJg4z5AiTDmezdSw/thk5jt/TmWxqud8/HH3XKrp33W54Pv5S7899n3f/OE4vn88bAAAAAACAoAVAI2HLs111FRoaqtOnT9ult70CooKCArv0lVRtkfy/VVRUNMqF8sOHD1dGRoaGDh0qPz+/KrWrV68qOztbCQkJDpoOAAAAAAAATyuCFgBPvJkzZ2rkyJEKCwvTgAED6rW3PQMie3pYkHLy5Mla99g4kp+fn/z8/DRw4EC9+eabCgoKkiT9/PPP+uqrr/T888/L19dXu3btqvK5htpxAwAAAAAAgKcTO1oAPBX279+vKVOmqEWLFgoICJCTk1OVusFg0Nq1ax00nf1lZWVpw4YNkqSzZ8/queeek5eXV7VzJSUlunbtml5//XV9+umnDT3mQ/17j09NDAZDlRs7tu71AQAAAAAAAOqKGy0AnngHDx7UtGnTdO/ePZWWlurSpUv12v/u3btas2aN9uzZowsXLkiSAgICNGDAAMXHx8vNzc2mvlevXtW6det04sQJlZSU6N69e1XqBoNB27dvr1OvJk2ayNXVtfJzzs7OlV//s1+bNm30xhtvNMonuFauXOnoEQAAAAAAAIBquNEC4Ik3ePBg/fHHH0pNTa3TrQhr3L59WyNHjlRRUZE8PDwUGBg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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.inp.out_BLM-L_2020-02-13_16-07-53.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 xef2_1.0-60.1eV_orb15_E2G.inp.out, pType=a, thres=0.001, 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 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', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.inp.out_BLM-V_2020-02-13_16-07-53.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": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb15_E2G.inp.out, pType=a, thres=0.001, 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 (0.06525610444370955-1.0478112668987295e-16j)\n", "Plotting data (No filename), pType=a, thres=6.525610444370955e-05, 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 0.6400554902936857\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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hwoULZutNmTIFWVlZ2L17t8Wxe/bsiW7dumHlypVKWUhICB5++GEsXrxYKYuMjERERATi4uJqfwBmmDsnNvXaEhERERERERHViohAX65v9Ha1NlpoNBqL6iYlJSE8PLzGesXFxXB3d7e4D9euXUNKSgpeffVVVfmAAQOwf/9+VVmPHj1Ut+00BiZNiIiIiIiIiJqQvlyPnl/2bPR2D445iGa2zSyqq9Pp4Ovra7bOgQMHsH79emzbts3iPly8eBEVFRXw9vZWlXt7eyMvL09V5ufn1+iT0HJOEyIiIiIiIiIyS6/Xm72dKCMjA8OHD8eCBQvQv3//Wse/+YoXETEq02q1KCkpqXXsW8ErTYiIiIiIiIiakNZGi4NjDjZJu5by8PBAYWGhyW2ZmZmIiorCxIkTMW/evFr1wcPDA9bW1kZXleTn5xtdfXLp0iV4enrWKv6tYtKEiIiIiIiIqAlpNBqLb5NpKqGhoVizZo1ReUZGBqKiojBu3Di89dZbtY5rZ2eHsLAw7Nq1C4888ohSvmvXLgwfPlxVNz09HaGhobXv/C3g7TlEREREREREZFZ0dDQyMjJUV5tkZGQgMjIS/fv3x4wZM5CXl4e8vLwaV9i52YwZM/DZZ59h1apVyMrKwvTp03H27FlMnjxZVS85ORkDBgyol+OxFJMmRERERERERGRWp06dEB4ejvXr1ytlGzZswIULF5CQkICWLVsqj+7duyt1dDodNBoNEhMTq439xBNPYNmyZYiLi0PXrl2RlJSE7du3IygoSKlz4MABFBcXY8SIEQ1yfNXRiIg0aotEREREREREd6nS0lLk5OQgODjY7MSqt6Pt27dj5syZSE9Ph5WVZddgJCYm4pFHHsHp06fh5uZW57Yff/xxhIaGYs6cOXWOUR1z54RzmhARERERERFRjQYPHozs7Gzk5uYiICDAon127tyJOXPm3FLCxGAwoEuXLpg+fXqdY9QVrzQhIiIiIiIiaiR/5StN7lTmzgnnNCEiIiIiIiIiMoFJEyIiIiIiIiIiE5g0ISIiIiIiIiIygUkTIiIiIiIiIiITmDQhIiIiIiIiIjKBSRMiIiIiIiIiIhOYNCEiIiIiIiIiMoFJEyIiIiIiIiKqUUFBAby8vKDT6Rq1XYPBgMDAQKSkpDRquwCTJkRERERERERkgcWLF2Po0KFo1aoVAODo0aMYPXo0AgICoNVqERISguXLl9cpbvfu3eHk5AQvLy88/PDDOHHihLLd3t4eM2fOxOzZs+vrUCzGpAkRERERERERmaXX6xEfH48JEyYoZSkpKfD09MSaNWuQkZGBuXPnIjY2Fh999FGtYu/duxdTpkzBf/7zH+zatQvl5eUYMGAA/vjjD6XO2LFjkZycjKysrHo7JktoREQatUUiIiIiIiKiu1RpaSlycnIQHBwMBweHpu6OxTZv3oxJkybhwoULZutNmTIFWVlZ2L17d53bunDhAry8vLB37148+OCDSnlkZCQiIiIQFxdX59immDsnNvXaEhERERERERHViohA9PpGb1ej1UKj0VhUNykpCeHh4TXWKy4uhru7+y31q7i4GACM4vTo0QPJycm3FLu2mDQhIiIiIiIiakKi1+NEt7BGb7fd4RRomjWzqK5Op4Ovr6/ZOgcOHMD69euxbdu2OvdJRDBjxgw88MAD6Nixo2qbn59fo09Cy6QJEREREREREZml1+vN3k6UkZGB4cOHY8GCBejfv3+d25k6dSqOHTuGH3/80WibVqtFSUlJnWPXBZMmRERERERERE1Io9Wi3eHGX05Xo9VaXNfDwwOFhYUmt2VmZiIqKgoTJ07EvHnz6tyfF154AVu3bkVSUhL8/f2Ntl+6dAmenp51jl8XTJoQERERERERNSGNRmPxbTJNJTQ0FGvWrDEqz8jIQFRUFMaNG4e33nqrTrFFBC+88AK2bNmCxMREBAcHm6yXnp6O0NDQOrVRV1xymIiIiIiIiIjMio6ORkZGhupqk4yMDERGRqJ///6YMWMG8vLykJeXV+MKOzebMmUK1qxZgy+//BJOTk5KHP1Nk+MmJydjwIAB9XI8lmLShIiIiIiIiIjM6tSpE8LDw7F+/XqlbMOGDbhw4QISEhLQsmVL5dG9e3eljk6ng0ajQWJiYrWxV65cieLiYvTr108VZ926dUqdAwcOoLi4GCNGjGiQ46sOkyZEREREREREVKP58+dj+fLlqKysBAC89tpr15dLvulx4wo3Op0Orq6u6NKlS7VxTcUQETz99NNKnaVLl2LWrFnQ1mIelvrAOU2IiIiIiIiIqEaDBw9GdnY2cnNzERAQYNE+O3fuxJw5c+Dm5lbndg0GA7p06YLp06fXOUZdaUREGr1VIiIiIiIiortQaWkpcnJyEBwcbHYJX2o85s4Jb88hIiIiIiIiIjKBSRMiIiIiIiIiIhOYNCEiIiIiIiIiMoFJEyIiIiIiIiIiE5g0ISIiIiIiIiIygUkTIiIiIiIiIiITmDQhIiIiIiIiIjKBSRMiIiIiIiIiqlFBQQG8vLyg0+mauivIz8+Hp6cncnNzG7QdJk2IiIiIiIiIqEaLFy/G0KFD0apVK6NtBQUF8Pf3h0ajQVFRUb22O2nSJGg0Gixbtkwp8/LyQkxMDBYuXFivbd2MSRMiIiIiIiIiMkuv1yM+Ph4TJkwwuf3ZZ59F586d673dr7/+GgcPHoSvr6/RtmeeeQYJCQkoLCys93arMGlCRERERERERGbt2LEDNjY26N27t9G2lStXoqioCDNnzqzXNnNzczF16lQkJCTA1tbWaHunTp3g4+ODLVu21Gu7N7JpsMhEREREREREVCMRQfm1ykZv18bOChqNxqK6SUlJCA8PNyrPzMxEXFwcDh48iNOnT9db3yorKxETE4NZs2bhvvvuq7Zejx49kJycjPHjx9db2zdi0oSIiIiIiIioCZVfq8QnL+5t9HafW94XtvbWFtXV6XRGt8gYDAaMHj0aS5YsQWBgYL0mTd555x3Y2Nhg2rRpZuv5+fkhNTW13tq9GZMmRERERERERGSWXq+Hg4ODqiw2NhYhISF48skn6xw3ISEBkyZNUp7v2LEDzZo1w/Lly3H48OEar4TRarUoKSmpc/s1YdKEiIiIiIiIqAnZ2FnhueV9m6RdS3l4eBhNuLp7926kpaVh48aNAK7fZlRVd+7cuXj99ddrjDts2DD07NlTee7n54ePP/4Y+fn5CAwMVMorKirw8ssvY9myZaoljy9dugRPT0+Lj6O2mDQhIiIiIiIiakIajcbi22SaSmhoKNasWaMq27RpE/R6vfL8p59+wvjx45GcnIx77rnHorhOTk5wcnJSlcXExOChhx5SlUVHRyMmJgbPPPOMqjw9PR39+vWrxZHUDpMmRERERERERGRWdHQ0YmNjUVhYCDc3NwAwSoxcvHgRABASEgJXV9c6t9WiRQu0aNFCVWZrawsfHx+0a9dOKSspKUFKSgoWLVpU57ZqwiWHiYiIiIiIiMisTp06ITw8HOvXr6/VfjqdDhqNBomJifXep2+++QaBgYGIiIio99hVeKUJEREREREREdVo/vz5mDlzJiZOnAgrK+NrMPr166fMa1JFp9PB1dUVXbp0uaW2b5zHpMr777+PBQsW3FLcmjBpQkREREREREQ1Gjx4MLKzs5Gbm4uAgACL9tm5cyfmzJmj3NJTX/Lz8zFixAiMHj26XuPeTCM3p4GIiIiIiIiIqEGUlpYiJycHwcHBRkv4UtMwd044pwkRERERERERkQlMmhARERERERERmcCkCRERERERERGRCUyaEBERERERERGZwKQJEREREREREZEJTJoQEREREREREZnApAkRERERERERkQlMmhARERERERFRjQoKCuDl5QWdTtfUXUF+fj48PT2Rm5vboO0waUJERERERERENVq8eDGGDh2KVq1aGW0rKCiAv78/NBoNioqKbqmdsrIyzJ49G506dYKjoyN8fX3x1FNP4dy5c0odLy8vxMTEYOHChbfUVk2YNCEiIiIiIiIis/R6PeLj4zFhwgST25999ll07ty5XtoqKSnB4cOHMX/+fBw+fBibN2/GL7/8gmHDhqnqPfPMM0hISEBhYWG9tGsKkyZEREREREREZNaOHTtgY2OD3r17G21buXIlioqKMHPmzHppy8XFBbt27cLIkSPRrl079OrVCx9++CFSUlJw9uxZpV6nTp3g4+ODLVu21Eu7ptg0WGQiIiIiIiIiqpGIoNxgaPR2beztodFoLKqblJSE8PBwo/LMzEzExcXh4MGDOH36dH13UVFcXAyNRgNXV1dVeY8ePZCcnIzx48c3SLtMmhARERERERE1oXKDAR+MG9Ho7U77YiNsHRwsqqvT6eDr66sqMxgMGD16NJYsWYLAwMAGS5qUlpbi1VdfxZgxY+Ds7Kza5ufnh9TU1AZpF+DtOURERERERERUA71eD4ebEiyxsbEICQnBk08+Wee4CQkJaN68ufJITk5WbS8rK8OoUaNQWVmJFStWGO2v1WpRUlJS5/ZrwitNiIiIiIiIiJqQjb09pn2xsUnatZSHh4fRhKu7d+9GWloaNm683ncRUerOnTsXr7/+eo1xhw0bhp49eyrP/fz8lJ/LysowcuRI5OTkYPfu3UZXmQDApUuX4OnpafFx1BavNKF6l5iYWC/LTDWUa9euoU2bNti3b19Td+WOYzAYEBgYiJSUlKbuCt2hOL4QERHRnUij0cDWwaHRH5bOZwIAoaGhyMzMVJVt2rQJR48exZEjR3DkyBF89tlnAIDk5GRMmTLForhOTk5o06aN8tBqtQD+mzDJzs7G999/jxYtWpjcPz09HaGhoRYfR20xaUIqTz/9NDQajdFj4MCBTd21evPJJ58gKCgI999/v1JWWFiImJgYuLi4wMXFBTExMTV+KDMYDHjhhRfg4eEBR0dHDBs2DL/99lut+7N3716EhYXBwcEBrVu3xj//+c8a90lLS0Pfvn2h1Wrh5+eHuLg4JatrKRHBa6+9Bl9fX2i1WvTr1w8ZGRk17rdixQoEBwfDwcEBYWFhqsvn7O3tMXPmTMyePbtWfaG7A8eXxh1fzp8/jzFjxqBdu3awsrLCSy+9ZNF+ps7RjePSa6+9ZrKOo6OjKs6mTZvQoUMH2Nvbo0OHDkaz2puKodFosGTJEqXO4cOH0b9/f7i6uqJFixZ47rnncPXqVaM+f/755+jcuTMcHBzg4+ODqVOnKttOnDiByMhIeHt7K+PsvHnzUFZWptT59NNPERERATc3N7i5ueGhhx7CoUOHjNrJysrCsGHD4OLiAicnJ/Tq1UuZwV+n01V7TBs2bFBi/PDDD+jTpw+cnJzQsmVLzJ49G+Xl5RadG7ozMPlLRH9V0dHRyMjIUF1tcs8996Bjx47KIzg4GAAQEhICLy+vOrdVXl6OESNG4Oeff0ZCQgIqKiqQl5eHvLw8XLt2TalXUlKClJQUDBgwoO4HVhMhusG4ceNk4MCBcv78edXj0qVLFsfYs2ePAJDCwsI698NgMNR535q0bdtWvvzyS1XZwIEDpWPHjrJ//37Zv3+/dOzYUYYMGWI2zuTJk8XPz0927dolhw8flsjISOnSpYuUl5db3JfTp09Ls2bN5MUXX5TMzEz59NNPxdbWVjZu3FjtPsXFxeLt7S2jRo2StLQ02bRpkzg5Ocl7771ncbsiIm+//bY4OTnJpk2bJC0tTZ544glp2bKlXL58udp91q5dK7a2tvLpp59KZmamvPjii+Lo6ChnzpxR6ly8eFHs7OwkMzOzVv2hOx/Hl8YdX3JycmTatGnyxRdfSNeuXeXFF1+0aD8Asnr1atU5KikpUbZfuXLF6Bx26NBBxo0bp9TZv3+/WFtby6JFiyQrK0sWLVokNjY28p///Eepc3OMVatWiUajkVOnTomISG5urri5ucnkyZPl+PHjcujQIenTp4889thjqv7+z//8j/j6+kpCQoKcPHlS0tPTZevWrcr2U6dOyapVq+TIkSOi0+nkm2++ES8vL4mNjVXqjBkzRv7xj39IamqqZGVlyTPPPCMuLi7y22+/KXVOnjwp7u7uMmvWLDl8+LCcOnVKvv32W/n997DX8v8AACAASURBVN9FRKS8vNzomF5//XVxdHSUK1euiIjI0aNHxc7OTl5//XXJzs6WxMREad++vbz88ssWnRtqeuPGjRMARo/o6GiLY9THONaQPvzwQ4mKilKVvfnmm9K7d2/RarXi4uJiURxTr1XPnj2V7Tk5OSZfSwCyfv16pd6ZM2dkyJAh0qxZM2nRooW88MILqnG8unPSoUMHpc7ly5flxRdflMDAQHFwcJDevXvLoUOHjPqcmZkpQ4cOFWdnZ2nevLn07NlT9R7nueeek9atW4uDg4N4eHjIsGHDJCsrS9l+5MgRGTVqlPj7+4uDg4O0b99eli1bZtROaWmpzJkzRwIDA8XOzk5at24t8fHxyva+ffuaPKbBgwcrdfLy8mTcuHHSsmVL0Wq1Eh0dLb/88ovJc1FZWSkDBw4UALJlyxbVtkOHDklUVJS4uLiIq6ur9O/fX1JTU1V11q1bJ126dBGtViuBgYHy7rvv1vqYREQKCwvl+eefFx8fH7G3t5f27dvLtm3bTPb5TqfX6yUzM1P0en1Td6XWevXqJf/85z+r3W5qjKv6/75nzx6L2zE3RtwY58svv5R27drV5VBUzJ0TJk1IZdy4cTJ8+PBqt1f98t44mBYWFqp+eU39R9m3b59ERESIg4OD+Pv7ywsvvCBXr15VtgcFBckbb7wh48aNE2dnZ3nqqafq/+BEJCUlRaysrKS4uFgpy8zMFACqN/MHDhwQAHL8+HGTcYqKisTW1lbWrl2rlOXm5oqVlZXs3LnT4v688sor0r59e1XZpEmTpFevXtXus2LFCnFxcZHS0lKlbPHixeLr6yuVlZUWtVtZWSk+Pj7y9ttvK2WlpaXi4uJidhDs0aOHTJ48WVXWvn17efXVV1Vl/fr1k/nz51vUF7p7cHy5rrHGlxv17du3VkmTm99Um3PkyBEBIElJSUrZyJEjZeDAgap60dHRMmrUqGrjDB8+XPVB7eOPPxYvLy+pqKhQylJTUwWAZGdni4jIpUuXRKvVyvfff29xf0VEpk+fLg888EC128vLy8XJyUm++OILpeyJJ56QJ598slbtdO3aVcaPH688j42NlfDwcFWdLVu2iIODg9mENd0+7tbk74IFC2Tp0qUyY8aMWiVNbn6tCgoKlO2WJBrLy8ulY8eOEhkZKYcPH5Zdu3aJr6+vTJ06VYlTVFSkivHrr7+Ku7u7LFy4UKkzcuRI6dChg+zdu1eys7Nl4cKF4uzsXKvEqMj1cWnv3r2Sk5MjKSkpMnToUAkICFAS2vHx8fLCCy9IYmKinDp1Sv73f/9XtFqtfPjhh6rXZtiwYdKzZ0/ZtWuX5OTkyMGDB2Xfvn3K9oKCAtUxpaeni7W1taxevVpErr+P69Wrl0RERMihQ4fk+PHj8txzz0lgYKDq71+VpUuXyqBBg4zG98uXL4ubm5s8/fTTcvz4cUlPT5fHHntMvLy85Nq1ayIisn37drGxsZGVK1cqr4mPj0+tj8lgMEh4eLgMHjxYfvzxR9HpdJKcnCxHjhyp5jfozvZXTpps27ZNQkJCVH+fa7Jnzx5xdXWt1Vhpqe7du0tCQsItx2HShCzWEB9qjh07Js2bN5f3339ffvnlF9m3b5+EhobK008/rcQICgoSZ2dnWbJkiWRnZytviG/21ltviaOjo9nHjW/cb/b+++8bJSni4+NNvgFwcXGRVatWmYzzww8/CACj//idO3eWBQsWVNv+zSIiImTatGmqss2bN4uNjY3yx+pmMTExMmzYMFXZ4cOHBYCcPn3aonZPnTolAOTw4cOq8mHDhlX7gdJgMIi1tbVs3rxZVT5t2jR58MEHVWWvvPKK9OvXz6K+0N2D48t/Ncb4cqPaJk38/PykRYsWEh4eLitXrjT7xmjq1KnStm1bVVlAQIAsXbpUVbZ06VIJDAw0GSMvL09sbGxUb3o++OAD8ff3V9U7fvy4ciWMyPVvP+3t7eWLL76Q9u3bi5+fnzz++ONy9uzZavubnZ0tISEhMnfu3GrrXL58WRwcHOT//u//RESkoqJCmjdvLnFxcTJgwADx9PSUHj16mE0u/fzzzwJA9aFhxowZRsmanTt31vrbN2o6d2Py90arV6+uVdLE3Gtlys2Jxu3bt4uVlZXk5uYqZV999ZXY29tX28ctW7aIRqMRnU4nIiIlJSVibW0t3377rapely5dVONAXRKjR48eFQBy8uTJaus8//zzEhkZqTzfsWOHuLi4qBJINXn//ffFyclJ+Z04ceKEAJD09HSlTnl5ubi7u8unn36q2vfIkSPi7+8v58+fN0qa/PTTTwJANWYeO3ZMdUyjR4+WESNGGPXH399f+bLOkmNauXKltG7dutr3t3ebv3LSRERk2bJlZv/W3mz27Nkmr1C6Vb///ru88847Fn9xbI65c8I5TcjIt99+q1ryqXnz5njjjTfqHG/JkiUYM2YMXnrpJdx7773o06cPPvjgA/zrX/9CaWmpUi8qKgozZ85UJgAyZfLkycokQ9U9wsPDq+2LqbXF8/LyTN5v5+Xlhby8PJNx8vLyYGdnBzc3N1W5t7d3tftUF8fb29soRnl5OS5evFirfaq2WdrujfvdGKe6GBcvXkRFRYVF+/j5+UGn01nUF7q7cHy5rjHGl7p64403sGHDBnz//fcYNWoUXn75ZSxatMhkXYPBgISEBDz77LOq8urGqer6/8UXX8DJyQmPPvqoUhYVFYW8vDwsWbIE165dQ2FhIebMmQPg+nwtAHD69GlUVlZi0aJFWLZsGTZu3IhLly6hf//+qvudAaBPnz5wcHDAvffei4iICMTFxVX7Grz66qvw8/PDQw89BADIz8/H1atX8fbbb2PgwIH47rvv8Mgjj+DRRx/F3r17TcaIj49HSEgI+vTpo5RFR0dj//79+Oqrr1BRUYHc3Fy8+eabqmOiu09aWhqio6Px6KOP4tixY1i3bh1+/PFH1dw8wPXxrmPHjkhJScH8+fNNxlq0aJHRGHvz4+alPG+UlJSEtm3bmlydoi4SExPh5eWFtm3bYuLEicjPz6+2bkpKCo4cOaIaTw4cOICOHTuqxtbo6GgYDIZqJ52Pj4/HQw89hKCgIADX50WoqKgwWiZVq9Xixx9/BABUVlZi27ZtaNu2LaKjo+Hl5YWePXvi66+/rra/f/zxB1avXo3g4GAEBARUW6+4uBju7u7K861btyI8PBzvvvsu/Pz80LZtW8ycORN6vb7aGPHx8Rg1apQyd5TBYAAA1TFZW1vDzs5OOSbg+lwPo0ePxkcffQQfHx+juO3atYOHhwfi4+Nx7do16PV6xMfH47777lNeP4PBYPK1++2333DmzBmLj2nr1q3o3bs3pkyZAm9vb3Ts2BGLFi1CRUVFtcdNt68XX3zR7O/9zd5++23MmjWr3vvh5eWFV155pVaT2dYFlxwmI5GRkVi5cqWq7MbBvrZSUlJw8uRJJCQkKGUigsrKSuTk5CAkJAQAzH4YubEft9IXU2uLAzD5H01Eav0fsC773Fxf/pzQ1VycuuxjaZyaYliyT0OvlU5/XRxf/tvHxhhf6mLevHnKz127dgUAxMXFqcqrbN68GVeuXMFTTz1ltK0248uqVaswduxY1et333334YsvvsCMGTMQGxsLa2trTJs2Dd7e3rC2tgZw/YNOWVkZPvjgA2UCuK+++go+Pj7Ys2cPoqOjlXjr1q3DlStXcPToUcyaNQvvvfceXnnlFaO+vPvuu/jqq6+QmJio9KeyshIAMHz4cEyfPl15bfbv349//vOf6Nu3ryqGXq/Hl19+afTBdsCAAViyZAkmT56MmJgY2NvbY/78+fjxxx+VY6LbX1Xy90azZ8+uNpFRkxuTvwBw77334oMPPkDfvn2xcuVK5fewKvlrzuTJkzFy5EizdW5cyvNmppK/dTVo0CA8/vjjCAoKQk5ODubPn4+oqCikpKTA3sQSp6YSjaYSsG5ubrCzszOZhD1//jx27NiBL7/8UilzcnJC79698cYbbyAkJATe3t746quvcPDgQdx7770A1InRN998E++88w527tyJRx99FHv27FH9H1+xYgVeeeUV/PHHH2jfvj127doFOzs7k6/BgQMHsH79emzbtk0pO336NH788Uc4ODhgy5YtuHjxIp5//nlcunQJq1atMopx6NAhpKenIz4+Xilr3749goKCEBsbi48//hiOjo5YunQp8vLyVAnY6dOno0+fPhg+fLjJ/jk5OSExMRHDhw9XvsBo27Yt/v3vf8PG5vrHxOjoaEyfPh1PP/00IiMjcfLkSSxbtkx5vVu1amXRMZ0+fRq7d+/G2LFjsX37dmRnZ2PKlCkoLy/HggULTPaP6HbBpAkZcXR0rPabWCur6xcnVX1IB6BagcCUyspKTJo0CdOmTTPaFhgYqGq3JosWLar2G88qO3bsQEREhMltHh4eSEtLU5X5+Pjg999/N6p74cIFoz/UN+5T9c3njd8G5+fnq/7Y18THx8foj35+fj5sbGyqXVKrun0A4ytHzLULXH8z0rJlS1Wc6mJ4eHjA2traZNs379PQa6XTXxfHl+saY3ypL7169cLly5fx+++/G/X5s88+w5AhQ4y+waxunDJ1zMnJyThx4gTWrVtntG3MmDEYM2YMfv/9dzg6OkKj0WDp0qXKzPxV41eHDh2UfTw9PeHh4aGsalOl6huxDh06oKKiAs899xxefvllVbLivffew6JFi/D999+jc+fOSrmHhwdsbGxU7QDXVwa48VvdKhs3bkRJSYnJZNKMGTMwffp0nD9/Hm5ubtDpdIiNjVWOiW5/d2Pyty6eeOIJ5eeOHTsiPDwcQUFB2LZtm+qqsqp2TSUagdolnj///HO4urri4YcfVpX/7//+L8aPHw8/Pz9YW1ujW7duGDNmDA4fPgygdonRsWPHon///jh//jzee+89jBw5Evv27TN63TIyMjB8+HAsWLAA/fv3V8orKyuh0WiQkJAAFxcXAMDSpUsxYsQI/OMf/1CWWq0SHx+Pjh07okePHkqZra0tNm3ahGeffRbu7u6wtrbGQw89hEGDBil1tm7dit27dyM1NdXodaqi1+sxfvx43H///coVcO+99x4GDx6Mn376CVqtFhMnTsSpU6cwZMgQlJWVwdnZGS+++CJee+01VQK7pmOqrKyEl5cXPvnkE1hbWyMsLAznzp3DkiVLmDSh2x5vz6FaqfogfGMW+8iRI2b36datGzIyMlRrb1c9qsvMV+dWL58PDQ3F8ePHVR/KevfujeLiYtXykgcPHkRxcXG1H1DCwsJga2uLXbt2KWXnz59Henp6rT7U9O7dWxUDAL777juEh4fD1ta22n2SkpJUl55/99138PX1RatWrSxqNzg4GD4+Pqq2r127hr1791bbfzs7O4SFhRn1d9euXUb7NPRa6XRn4vhyXX2NL/UlNTUVDg4OcHV1VZXn5ORgz549RrfmANWPbab6Hx8fj7CwMHTp0qXaPnh7e6N58+ZYt24dHBwclA8gVUs7nzhxQql76dIlXLx4Ubm03BQRQVlZmepcLVmyBG+88QZ27txpdJ7t7OzQvXt3VTsA8Msvv5hsJz4+HsOGDas2eazRaJTl3r/66isEBASgW7du1faXbi9Vyd8bH1WJiltJ/t441hw9ehTZ2dm45557VO3W5FZvz/Hw8FAtJVqfWrZsiaCgIGRnZxttqy7RaCoBW1hYiLKyMqMkrIhg1apViImJMRr/77nnHuzduxdXr17Fr7/+ikOHDqGsrExJVppLjN6cgHVxccG9996LBx98EBs3bsTx48eNllTPzMxEVFQUJk6caHSVXsuWLeHn56ckF6raERGjpeVLSkqwdu1aTJgwweg1CwsLw5EjR1BUVITz589j586dKCgoUI5p9+7dOHXqFFxdXWFjY6NcOfLYY4+hX79+AIAvv/wSOp0Oq1evRvfu3dGrVy98+eWXyMnJwTfffAPg+nj1zjvv4OrVqzhz5gzy8vKUBE7V+05Ljqlly5Zo27atKlEdEhJitHws0W3plmdMoTtKdbPCX7hwQalTNVt3RkaG7N27V3r06GF2grOjR4+KVquV559/XlJTU+WXX36Rb775RjXzeVBQkLz//vsNfnxVy+GmpaWpygcOHCidO3eWAwcOyIEDB6RTp06qJUF/++03adeunRw8eFApmzx5svj7+8v3338vhw8flqioqDovOTx9+nTJzMyU+Ph4oyWHb176r6ioSLy9vWX06NGSlpYmmzdvFmdn5zotOezi4iKbN2+WtLQ0GT16tNGSw1FRUarZ0auWHI6Pj5fMzEx56aWXxNHRUZlsrUpQUJD861//qlV/6M7H8aVxxxeR66vNpKamSlhYmIwZM0ZSU1MlIyND2b5582bVMn1bt26VTz75RNLS0uTkyZPy6aefirOzs9GE1SIi8+bNE19fX5N92rdvn1hbW8vbb78tWVlZ8vbbbxstOSxyfQn1Zs2aycqVK032/8MPP5SUlBQ5ceKEfPTRR6LVamX58uWqOsOHD5f77rtP9u3bJ2lpaTJkyBDp0KGDMtngmjVrZN26dZKZmSmnTp2S9evXi5+fn4wdO1aJ8c4774idnZ1s3LhR9btZtYJH1Wtla2srn3zyiWRnZ8uHH34o1tbWkpycrOpPdna2aDQa2bFjh8ljevfdd+XYsWOSnp4ucXFxYmtrq5qY0dTvQ0xMjGqVspvPGzWemiY3LSkpEQCqZVS/++47s+PYmDFjjJb4vZml41hBQYEy4XV1jxuXEL/Zhg0bxM3NrdpJFWszEezNLl68qEzcfLO+ffsaLScu8t+JYM+dO6eUrV271uREsFWv681jsCmXLl0SFxcX+fjjj5Wy3r17G00E+/DDD8vo0aOrjWMwGESr1SqTU4uIpKeni5eXl8yaNcvkPh9//LFotVrV+PL111+LlZWV0blZvXq12Nvby8WLF2s8pl9++UWsrKzk3//+t4hcX9Y9LS1N9QAgy5cvVxYO+OCDD8THx0d1vsvKysTR0dHsaiQxMTHSu3fvWh1TbGysBAUFqSYWX7ZsmbRs2bLGY7sT/dUngr0TcfUcslh1a93f+OYsMzNTevXqJVqtVrp27VrjmwGR62vA9+/fX5o3by6Ojo7SuXNneeutt5TtjfWhRkRk1KhRRkvkFhQUyNixY8XJyUmcnJxk7NixNa4trtfrZerUqeLu7i5arVaGDBliNIt0UFCQask7UxITEyU0NFTs7OykVatWRh8eFi5cKEFBQaqyY8eOSUREhNjb24uPj4+89tprqj94VecgJyen2nYrKytl4cKF4uPjI/b29vLggw8avdEw1f9//OMfEhQUJHZ2dtKtWzfZu3evavv+/fvF1dXV7JsyujtxfGn88cXU633jeLJ69Wq58fuTHTt2SNeuXaV58+bSrFkz6dixoyxbtkzKyspUcSsqKsTf31/mzJlTbdsbNmyQdu3aia2trbRv3142bdpkVKfqjXZRUZHJGDExMeLu7i52dnbSuXNnk8nY4uJiGT9+vLi6uoq7u7s88sgjqtdq7dq10q1bN+X3o0OHDrJo0SLVm6KgoCCTr9XNr298fLy0adNGHBwcpEuXLvL1118b9Sc2Nlb8/f2rXXEoMjJSXFxcxMHBQXr27Cnbt29XbTf1+9C3b18ZN26c8vzm80aN525N/p45c0ZSU1Pl9ddfl+bNmysJ2Rs/JLdr105ZYe/KlSvy8ssvy/79+yUnJ0f27NkjvXv3Fj8/P6Pltc0lGquWHP7b3/4mhw8flu+//178/f1Vr02VJ598Unr27GnyuHbu3Ck7duyQ06dPy3fffSddunSRHj16qFZyqSkxeurUKVm0aJH8/PPPcubMGdm/f78MHz5c3N3dlWWJ09PTxdPTU8aOHav6/cjPz1fauXLlivj7+8uIESOU35F7771XJkyYYNTvBx54QJ544gmTx7R+/XrZs2ePnDp1Sr7++msJCgqSRx991GTdKrhp9ZysrCyxt7eX//f//p9kZmZKenq6PPnkk+Li4qIkqi5cuCArV66UrKwsSU1NlWnTpomDg4MqsWvJMZ09e1aaN28uU6dOlRMnTsi3334rXl5e8uabbyp1bv6i0JIk8l8Vkya3HyZNiG5w7Ngx8fLyMvqjXd9KSkrEwcFBdu/e3aDtmLJ69Wpp06ZNkyzrNmLECNUHVqK7yd0wvhDdze7W5G91x31jcg83LAdeUlKiLM9ta2srgYGBMm7cOJNLlNaUaDxz5oz8/e9/F61WK+7u7jJ16lQpLS1V1SkqKhKtViuffPKJyRjr1q2T1q1bi52dnfj4+MiUKVNMJmvNJUZzc3Nl0KBB4uXlJba2tuLv7y9jxoyR48ePK3UWLlxYY7Ja5Hqy4qGHHhKtViv+/v4yY8YMoy+bqpYV/u6770we0/Lly8Xf3195fefNmycGg8Fk3So3J01Erl8Jdf/994uLi4u4ublJVFSUHDhwQNl+4cIF6dWrlzg6OkqzZs3kb3/7m9FVg5Ye0/79+6Vnz55ib28vrVu3lrfeekt1teLNXxRakkT+q2LS5PZj7pxoRG646ZLoLvHFF1+gW7du6NSpU4O1sXPnTnz44YeqGdMby6hRo/DYY4/h8ccfb9R2DQYDlixZgpdfftloIjOiu8WdPr4Q0Z0tLS0NDz30EE6ePAknJ6em7g7RHam0tBQ5OTkIDg6ut8mX6daYOydMmhARERERkaIxkr9Ed7O/ctKkoKAAISEhOHTokMWLUNQHg8GAe++9F1u2bEFYWFi9xzd3Trh6DhERERERKcaNG8eECRGZtHjxYgwdOtRkwqSgoAD+/v7QaDQoKiqqdewVK1YoSYuwsDDVal/29vaYOXMmZs+efSvdrxMmTYiIiIiIiIjILL1ej/j4eJPLYAPAs88+i86dO9cp9rp16/DSSy9h7ty5SE1NRUREBAYNGqRa9nvs2LFITk5GVlZWndqoKyZNiIiIiIiIiMisHTt2wMbGBr179zbatnLlShQVFWHmzJl1ir106VI8++yzmDBhAkJCQrBs2TIEBARg5cqVSp0WLVqgT58++Oqrr+p8DHVh06itEREREREREZGKiEDKKhu9XY2tFTQajUV1k5KSEB4eblSemZmJuLg4HDx4EKdPn651H65du4aUlBS8+uqrqvIBAwZg//79qrIePXqobttpDHdl0qSyshLnzp2Dk5OTxb8gRET1RURw5coV+Pr6wsqq/i/44xhHRE2F4xsR3ckacoyTskqcW7C/5or1zDeuDzR21hbV1el08PX1VZUZDAaMHj0aS5YsQWBgYJ2SJhcvXkRFRQW8vb1V5d7e3sjLy1OV+fn5QafT1bqNW3FXJk3OnTuHgICApu4GEd3lfv31V/j7+9d7XI5xRNTUOL4R0Z2soca4251erzdaWSY2NhYhISF48sknbzn+zclwETEq02q1KCkpueW2auOuTJpUrTn/66+/wtnZuYl7Q0R3m8uXLyMgIEAZi+obxzgiaioc34joTtaQY5zG1gq+cX3qPa4l7VrKw8MDhYWFqrLdu3cjLS0NGzduBHA90VFVd+7cuXj99dctimttbW10VUl+fr7R1SeXLl2Cp6enxX2uD3dl0qQqW+Xs7Mw/uETUZBrq0nKOcUTU1Di+EdGdrCHGOI1GY/FtMk0lNDQUa9asUZVt2rQJer1eef7TTz9h/PjxSE5Oxj333GNRXDs7O4SFhWHXrl145JFHlPJdu3Zh+PDhqrrp6ekIDQ29haOovbsyaUJERERERERElouOjkZsbCwKCwvh5uYGAEaJkYsXLwIAQkJC4OrqanHsGTNmICYmBuHh4ejduzc++eQTnD17FpMnT1bVS05OxhtvvHGLR1I7XHKYiIiIiIiIiMzq1KkTwsPDsX79+lrtp9PpoNFokJiYWG2dJ554AsuWLUNcXBy6du2KpKQkbN++HUFBQUqdAwcOoLi4GCNGjKjrIdQJkyZEREREREREVKP58+dj+fLlqKw0vTxyv379ICKqq0x0Oh1cXV3RpUsXs7Gff/556HQ6GAwGpKSk4MEHH1RtX7p0KWbNmgWtVnvrB1ILvD2HiIiIiIiIiGo0ePBgZGdnIzc31+LVzHbu3Ik5c+Yot/TUhcFgQJcuXTB9+vQ6x6grJk2IiIiIiIiIyCIvvvhireq//fbbt9ymvb095s2bd8tx6oJJEyKiu9yPhVeQcK4ANlYa2Gg0sNVoYK38i/8+/3O7jUYDKwANtDgG7mnmgL5uTrC1aqAGiOiusv3D9wCNBlZW1rCysb7pX5vr/1qrHw21+o+tgxatu3VHczf3BolPRET1j0kTIqK73KkSA7bkFzV1N1Tcba3xsJcbRni7IdS5WYN9gCGiO1/Wvr2ASFN3Q6HRWCGwUxd0iIhEmx69YefQuPfmExFR7TBpQkR0l+vu4oi4Nr4oF6BcBOUiKKsUVIigTAQVgj//vf68XASVDfT5o1wE+4uu4sK1cqzKvYhVuRcRrLXDY97ueMzbDcHN7BumYSK6I4kIIsdNRGV5OSorK1FZUYHKinJUVlT++W/FDY//ljeUot/P43z2CZw5loozx1Jh85k92oT3QoeISAR1DoWVtXWDtU1ERHXDpAkR0V2uQ3MtOjS/fb7pLK8UJBdewabfC7HtQjFy9Nfwni4P7+nyEObcDI96u2G4lxs87PgnjIjM02g06DZoWFN3Q6Uo7zyy9iUiK3kPCs+fw/F9e3F8315onV3Qvs+DCInoB5972vIKOyKi24RG5Da6XrGRXL58GS4uLiguLoazs3NTd4eI7jINPQbdSWPcH+UV2HmxGBt/L8TeS1dQtbidjQbo5+6Mx7zd8LcWznC24bezRLcDjm+WExH8fiobmcl7cHx/EvSXi5Vtbi19EfJAJNr2egDufv5MoBDdJuprDCotLUVOTg6Cg4Ph4OBQjz2kfgj2iQAAIABJREFUujJ3Tvg1HRER3bYcbazxmI87HvNxR76hDN/kF2Hj75dw9Ioe3xdcxvcFl2GjAfq4NscADxcMaOGMQC1v4SGi259Go4FPm7bwadMWfWOexZm0VGQlJ+LkT/9B4flz2L8hAfs3JMDVpyXuCeuJe8J6wK/9fbyFh4iokTFpQkREfwle9raYGOCJiQGeyP6jFJt+L8S3F4pwssSApMKrSCq8innZuQhxdMAADxdEt3BGV+dmsOI3tH95IoJKXJ/zpkKAShEIAIH6ZxGgEvLnPkAlgAoRlFRUQl9ZiZKKGx5/Ptff8Fxfcf1apqpVomw0qH5VqT/L7TQa2FpZwd7q+ja7P/+1tfrvNrs/y+3+LLO3soKdlYa/m6SwtrFB69DuaB3aHdf0JTj503+QtW8vzqYdRVHeeaRs+xop276Gg2NztOoahnvCeyK4axjsmzk2ddepHkhl5fU5dyorIJWVgAjkzwcEEKlE1c0BUnl9nLq+vRIV18pQZii9/ig1oOya4c+fS1FuKEWZ4b/PKyoqYGVtBStrG1hZW8Pa2hoaK2tY29hAY2UFaxubG1aRsrn+3Ob6v9Y2tjf8fP359e22/y2ztYWNrR2sbW2Z3KM7CpMmRET0l3OvowNebd0S/5+9Ow+Po7oTfv+trTe1dsmSLK94wQJjYywg2JMAQwIDhJfJvMydN5dMJsuQ5AnJALnmSSBk3gnJQAYGHkIy8AaGhGEycZInCTdkLkvIEGNP2IwTgo3BeJONZe1LS73Xcu4f1d3qtmRb1mJ5+X14ilN1qrqqWpJPd/3qd0595YwmdifT/Lp3iOd6Y7wWS/B2Is3biTTf3tdFfcDkQ7UVXFFXyfury4kY+kyf+glHKUXaU2Q8r6RMex4Zt2g+ty7rKTJKkc3Pe/68X5eb9/xBg21vZPDgrFdaHrreKRpkOB8ccZXCxZ8/FeWDLEFdI6D5gRd/WS8EWEL5+aPV5wI1xdvkAzhBXffX5et0vRDYsTRt1LyhId1BZlAgHOGsD/wpZ33gT8mmkrS9+Qd2v/4qe/7wOunhocIYKLphMKdlOYta/SyUylmNM33qJxylFJ7r4mSzuHYWJ5vFyZeH1tk2bn5ySuedkjoH17HxHAfXdfzS8QcVzi+X1DlOIRjiuYeUnouXC5KcajRNx7AsDMsPsJiBgB9osaxCaVpjLJsWRsAvzaJ1/nYjwZpCneHP67nt84GdQtDHMIoCPH4wSNq3yenr66OlpYXXXnuNBQsWHLfjZjIZlixZwpNPPsnq1auP23FBxjQ56fvDCiFOPtLnf/r02w4v9A3x674hXugbIu56hXUhXWN5NMyZZSHOLAuxNFc2BqyT9guUUope26EtlaUtlWFfKsuQ45LKZU3ky7SncqVfl3aVX+YCHKciHdA0MNAIGzoRQyei6yXzkdx8uGidBoWgjv/EKD94Y3ulwR3/KVNgKz94lA8CZXJlVnl+6SmyuWCRfZJ85dKgJJBy75lzuWZW1bheK+3b9PE8l4PvvuMHULa8Rv/BAyXrq5tmUzdvAbVz5lE7Zx51c+ZR1dSMaVkzdMaTZ2czxLo6GezqJNbVQXygHzuTwclkcLJ+VoWTzeaWs7nlTGHZyWZRyjv6gU42moaGBhqYgSBWMD+F/CkUzNWHsEJ+nRkMYphm4WlRynNxnUPL3FOmHKfwdCnXcXLBIwfP8Uu3UI4EiBw7e9IEf3TD8IMrhsnsM1v4i6/8w7hfK2OawLp16xgYGOCxxx4bta6vr4+VK1fS3t7OwMAAVVXj++wAuPvuu/nFL37BO++8QzgcZs2aNfzTP/0TZ555ZmGbBx98kKeeeorf/OY3U/JeismYJkIIIU4LNZbJdY01XNdYQ9bzeHkwwa97YzzXF+NA2ub1oSSvDyVLXlNh6iyNhE7YYIqrFO3pbCEw0pbKsi+dKcwn3Km7INCBkKET0v1MhmCh9OuCY2Q3FDIlcsuF+aLMBTOX+WAektGQrzdy9Tp+1xgjl+1g5F6TnzfwS13T0ADdv2ZAR0PLzWucuFkSSvkBlOKsHT9zp2i+KINnrPqs8jN/SuoLWT5+sKYwX7Rsq5GsILsoCJRVozN5FPj7zK3Id3kSM0vXDeYsO5s5y87m4o99ioGOdnZveY3dW16l/Z3tDHQcZKDjIDtffanwGk3XqW6c7QdS5s4rBFSqT6BgSio+TKyzg8GuDga7OhnMzeeDJFPJtAIYAb8LiRkIYORKf9kalQkxZhaEZZV0W9ENE8Mw0E0L3TQwjNy6XBeXfHaDbhjouo6m+6VuGGjFpZ4vddD9oIim+62apvkT+fIElM/qGTNL55BMHcfOjtrOtUu3Hcn8yZYEbgoBG9vP9nFyry2Zdx08JxcEGuMR4vnAkYMfYBPjl0qleOyxx3j66afHXP/pT3+aFStW0N7efsz7fvHFF7nxxhs5//zzcRyHr371q1x++eVs376dsjK/K+L111/Prbfeyttvv01LS8uk3suxkKCJEEKIU1JA17m4ppyLa8r5pmrm3WSG7fEU7ybS7MhNe1MZhhxvzGBKSNeoMk0qLYMq06DSNKi0DKpNszBfqM89vcfJjalR3L2kpKuJUjgK0p5H3PWIOy5x183Ne8Rdl4TrMez4dQnXZchxcY5wzaoBs4MWC8JBFoQD1FomIUMnrOu50g98RAydUC6bIqT72Rf5YEg4Fxix9BPzy/ipQtP8LjJBHeDE6e/vHdJdqlDm5huCJ8bFtShV3dRM64c/QuuHP0IqPkzXrnfpPbCfvgPv0XdgH30H3iObStJ/8AD9Bw+w87WiYIqmE4xGCZWVESqLEiyLEiqLEoqWE4oWLefWmQErd6HpFbqV5LuZlMznpmwqRTadJJtKYadTZJJJsukUdipFNp3y16eSZFLJo160BiNlVDY0UtXQRHldfS6bIugHOwJBrEAAM5jLrAjk6nPLIwGRQGHcDjE9NE0rjG1CKDzTp1OQD+Z4bnGXKbsQVDFMuRw+Fs888wymaXLRRReNWvfwww8zODjI3//93/PMM88c876fffbZkuUf/OAHzJo1iy1btvCBD3wAgNraWtasWcP69eu58847J/YmJkD+SoQQQpzyNE0rZJIUy3geu5OZkkDKu0k/mJL2FJ1Zm86sPUNnPSKgacwPB5ifC4wsCAeZH/LLeeEAQbkQEJOglwRzxMkoHC1nwbmrWXDuSD9/pRTx/j763ts3ZjAlPTxEenhoBs96RFl1DVUNjVQ1zKaqoZHKxqbcchOhaPkJm10hTnzFwRzrBH+4nlIK2z7+3zksa/yZtRs3bqS1tXVU/fbt27nzzjt59dVX2bNnz5ScVyzmP4a9pqampP6CCy5g06ZNU3KM8ZKgiRBCiNNWUNc5KxrmrGjpXbGM59GZsRl0XGK265eOw2B+3nYZdBxiufkh10Uj14Uk99QVA21U9xJT09A1COk6UVMnahhEDb8sM3XKDaO03jSoMHVmBSwMuWgQQhwDTdMor62jvLZuVDAlMTjgB00ScdKJBJlEnHQ87i/Hh/3l3JSJx3FdB103SrqS6IZe6F5S6FqSe/KKFQoTCIcJhCMECvNhfz6Sr/PLsupqrODJNaaDENPBtm3uuuuu437c22+/nUAgMK5t29ramD17dkldJpPhox/9KPfeey/z5s2bkqCJUoovfelL/Mmf/AnLly8vWdfc3ExbW9ukj3EsJGgihBBCHCKo68wPB5k/0ycihBBTTNM0otU1RKtrjr6xEEIUSaVSowZJve2222hpaeFjH/vYlB3nC1/4Am+++Sb//d//PWpdOBwmmUyO8arpI0ETIYQQQgghhBBiBlmWxe233z4jxx2vuro6BgYGSupeeOEFtm7dys9+9jPAzxLJb/vVr36Vr3/968d0Pl/84hd56qmn2LhxI3PmzBm1vr+/n/r6+mPa52RJ0EQIIYQQQgghhJhBmqaNu5vMTFm1ahU//OEPS+p+/vOfk0qlCsubN2/mU5/6FJs2bWLRokXj3rdSii9+8Ys8+eSTbNiwgYULF4653bZt21i1atXE3sAESdBECCGEEEIIIYQQR3TFFVdw2223MTAwQHV1NcCowEhvby8ALS0tVFVVjXvfN954Iz/60Y/45S9/SXl5OZ2dnQBUVlYSDo+MPbdp0ya+8Y1vTPatHBMZJ10IIYQQQgghhBBHdM4559Da2spPf/rTY3pdW1sbmqaxYcOGw27z8MMPE4vFuOSSS2hqaipMP/nJTwrbvPzyy8RiMa677rqJvoUJmfagyUMPPcTChQsJhUKsXr36iI8Hevzxx9E0bdSUTqcnvE8hhBBCCCGEEEJM3te+9jW+/e1v43nemOsvueQSlFIlWSZtbW1UVVWxcuXKw+5XKTXm9IlPfKKwzf3338+tt95aknlyPExr0OQnP/kJN998M1/96lf5wx/+wPvf/36uvPJK9u/ff9jXVFRU0NHRUTIVj9A7kX0KIYQQQgghhBBicq666io++9nP0t7ePu7XPPvss9x+++2FLj0TkclkWLlyJbfccsuE9zFRmsoPbzsNLrzwQs477zwefvjhQl1LSwt//ud/zt133z1q+8cff5ybb76ZwcHBKdvnWIaGhqisrCQWi1FRUXEM70gIISZvutsgaeOEEDNF2jchxKlsqtqgdDrN3r17C70nxMw70u9k2jJNstksW7Zs4fLLLy+pv/zyy3nppZcO+7p4PM78+fOZM2cOH/7wh/nDH/4w6X1mMhmGhoZKJiGEOFVIGyeEOFVJ+yaEEGKmTVvQpLe3F9d1aWhoKKlvaGgojIR7qGXLlvH444/z1FNPsX79ekKhEGvXrmXnzp0T3ifA3XffTWVlZWGaO3fuJN+dEEKcOKSNE0KcqqR9E0IIMdOm/ZHDmqaVLCulRtXlve997+N973tfYXnt2rWcd955fOc73+HBBx+c0D4BbrvtNr70pS8VloeGhuRDV5TwPEXG8cg4LhnHI237Zcb2sD0P11M4rsJTCsdTuJ53yLK/3jQ05tZEmFcTobYscMS/SyGmirRxQohTlbRvQgghZtq0BU3q6uowDGNUBkh3d/eoTJHD0XWd888/v5BpMtF9BoNBgsHgMb4DcSKzXY9YymYwaRNLZRlKOyQy/jScdkhkXBJZh3hmpN6f9+szdi5AYntkHI+sO/boz5MRCRjMywVQ5tVEmFcbKQRU5lSHCZrGlB9TnJ6kjRNCnKqkfRNCCDHTpi1oEggEWL16Nc8//zwf+chHCvXPP/8811577bj2oZTijTfe4JxzzpmyfU7U3/7b6+zpiU/rMaZLc3WYixbVsnZRHcubKzH0Eyf7QSlFIuvSH8/Sl8jQn8jSl8gykMgyWBQUGUzm5/0pnnGm7ZxMXSNo6gQtg6CpYxk6hq5h6BqmrqFrGqYx1rJO2nY50J+kYyhNMuvyTucw73QOjzqGpkFjRYiwJYGTU0E0ZPLUF/5kpk9DCCGEEEIIMcWmtXvOl770Jf76r/+a1tZWLrroIh555BH279/P5z73OQA+/vGP09zcXHjqzde//nXe9773sWTJEoaGhnjwwQd54403+Jd/+Zdx73O6tA+m2NObmNZjTJc9vQk27ewFdlARMnnfGbWsXVzH2sW1LKqPTmkXEs9TxFK2H/hIZumLZ+lPZOlPZOhL5OdHpr5Elqwz8SyP8pBJVcSiPGgRDZlEgyZlQZNo0KAsYJbU5esjAZOwZRC0dIKmQShXBk2doKljGpMf6ifjuLQPpNjXn+S9/iT7+5Ls7x+ZklmXjlh60scRJ4aK0LT3dBRCCCGEEELMgGn9pv9Xf/VX9PX1ceedd9LR0cHy5ct5+umnmT9/PgD79+9H10cuUAcHB/nMZz5DZ2cnlZWVrFq1io0bN3LBBReMe5/T5d7rVpCy3Wk9xnTwPMU7ncP8965eXtnTx1Da4dfbu/j19i4AGiqCrF1Ux5pcEKWpMgyA6yniaaeQ2TGUHsnyGEqNzBcHRgaSWQaSNq537E+xDlk6tWVBasoChakqYlEVzpURi4qwRVXYoioSoCpsUR4ypyTAMR2CpsEZ9VHOqI+OWqeUoi+R5cBACnsaugWJ40+XsWuEEEIIIYQ4JWlKqWO/wj3JTdXztU82juux7eAQv9vVy0u7e9ncNjAqy6O+PEjadolnHCbzl1EeMqktBECC1JRZ1JQFR+qiAWrLAlRHAtRGA0QCcqdenD6muw06Xds4IcTMk/ZNCHEqm6o2KJ1Os3fvXhYuXEgoFJrCM5x+fX19tLS08Nprr7FgwYLjdtxMJsOSJUt48sknWb169ZTv/0i/E7lSPY2Yhs65c6s4d24VN166mLTtsmXfAL/b1cvvdvex9cAgPcOZkteELYOKsEll2CpMFSE/66MibFETsaiJFgVDcoGQgHliZoAIIYQQQgghhJiYu+++m2uuuWbMgElfXx8rV66kvb2dgYEBqqqqJnyM22+/nZtuuokHHngA8AcGX7duHV/+8pf5zW9+M5m3cMwkaHIaC1lGbmyTOgBiKZu23gTRkJkLjJjyhBchhBBCCCGEEKRSKR577DGefvrpMdd/+tOfZsWKFbS3t0/4GJs3b+aRRx5hxYoVo9Zdf/313Hrrrbz99tu0tLRM+BjHStIBREFl2GLl3CoW1UepLw9KwEQIIYQQQgghjgOlFK6bPO7TsYzW8cwzz2CaJhdddNGodQ8//DCDg4OsW7duwj+DeDzO9ddfz6OPPkp1dfWo9bW1taxZs4b169dP+BgTIZkmQgghhBBCCCHEDPK8FBtePOe4H/eSi7diGJFxbbtx40ZaW1tH1W/fvp0777yTV199lT179kz4XG688UauvvpqPvjBD/LNb35zzG0uuOACNm3aNOFjTIQETYQQQgghhBBCCHFEbW1tzJ49u6Quk8nw0Y9+lHvvvZd58+ZNOGjy4x//mN///vds3rz5iNs1NzfT1tY2oWNMlARNTjKD3UkOvDOAa3t4rkIpNVJ6ClVc54GnFLquYQUNzICOGTAK81bAwAwafhkwsII6VtAkVGain6CP8hVCCCGEEEKIU42uh7nk4q0zctzxSqVSo54sc9ttt9HS0sLHPvaxCZ/De++9x0033cSvf/3roz5NKBwOk0wmJ3ysiZCgyUkgEcuw6/Vu3t3cRXfb0HE5ZjBiEopahKMBwuUW4ahFaIz5SEWAcEUAQ4IsQgghhBBCCDEhmqaNu5vMTKmrq2NgYKCk7oUXXmDr1q387Gc/AyiMkVJXV8dXv/pVvv71rx91v1u2bKG7u7vkUcKu67Jx40a++93vkslkMAx/vM3+/n7q6+un6i2NiwRNTlDZlMOeN3p497VODrwzQH58Hk3XmL2kikhFAF3X0AwNXQPN0P2yUKf58zooT2FnPOysi5N1cTIudtbDybrYGb/Oznq5ehcUZJIOmaRDrDt19JPVIFweoKwyQFlVkLKKAJGqIGWVQX+5MkBZZZBw7pyFEEIIIYQQQpxcVq1axQ9/+MOSup///OekUiPXjJs3b+ZTn/oUmzZtYtGiRePa72WXXcbWraVZNp/85CdZtmwZX/7ylwsBE4Bt27axatWqSbyLYydBkxOIa3vse6uPd1/rom1rL67tFdY1LKxg6QUNLF7dQKQiMG3n4HmKTMImFbdJx7Okhv351HCWdHxkPhW3SQ9nSQ7bKE+RGsqSGsrS+178sPvWNAhXBEqDKbngSqRoPhy10CS4IoQQQgghhBAnjCuuuILbbruNgYGBwtNtDg2M9Pb2AtDS0kJVVdW49lteXs7y5ctL6srKyqitrR1Vv2nTJr7xjW9M9C1MiARNxulX33mDgc5kbjyQ3PgfxWOC5EorODJuyLgv/BV07Y2x+w89ZJJOobq6McLSCxpYcn4DlfXHJ1VL1zXC5QHC5QGg7Kjbe54iHbdJDGZIxDIkY1kSsUxuOUtiMEMyliE5lEUpSMayJGNZevYPH/EcIpX+OUQqcl2CcucUKZr3JwvDlK5B4KfCpYZtBrsSxHrSx/T4MDE5hqFx5vuaZvo0hBBCCCGEmDbnnHMOra2t/PSnP+Wzn/3suF/X1tbGwoUL+e1vf8sll1wy4eO//PLLxGIxrrvuugnvYyIkaDJOw/0ZhvvS036cssoAS85vYOkFjdTNjaJpJ3bGha5rRCr84EY95YfdzstloyRipcGUxCFBltRwFs9TxAcyxAcy4zqHYMQkVGYRjJgEIyaB8Mh8MGISDJsEIxaBwrzpB7YC/oC4hqWf8D/nYp6nGOpNMdiZZKAzyUBnwi+7EmQSztF3IKZcMGJK0EQIIYQQQpzyvva1r7Fu3TpuuOEGdH30zetLLrlk1M3btrY2qqqqWLly5biPs2HDhlF1999/P7feeivh8PgHr50KEjQZpys/u5xM0vHHBcmN/eFkPOzCfHHp13MMd/rLqoIsbm1g9pKqU3LcD13X/O43VcEjbue6nh9cGfQDKMlhv0wN57oFDWdJDo10EVKeKoy/MmEamJbuZxFZI08ZMgN+nW7oGEZurBhDQzd0dD0/r+XmdXQjN47MGL++0rqRBaUUSvnjziivaF75Tz/yS78+Fc8y0JlksDuJ5xz+b6u8NkRlfRjTkgyc48UMGkffSAghhBBCiJPcVVddxc6dO2lvb2fu3Lnjes2zzz7L7bffXujSMxGZTIaVK1dyyy23THgfEyVBk3Gqbjx6VxUxeYahE60OEa0+8qOmgELAJDmUJZ20ySYdMkmbTMopBFIyKWdUfTblB78KgQcFTtbDyXqAPb1vcIoYlk7VrAjVTRGqGyJUN5ZR1RihqiGCFZALeCGEEEIIIcT0uOmmm45p+29961uTPmYwGOSOO+6Y9H4mQoIm4qSl6RqhqEUoak3o9Z7r4dh+sCT/FCEn/1ShonnX8fBchecpPNfP/PBcD9dVKNevK6z38oEYvyzJB8kvFK3Tck850jVA9596hM7I04/yT0TSNQIhg+rGMqobI0RrQqdkRpIQQgghhBBCnEgkaCJOW7qhEzB0AkdPahFCCCGEEEIIcRqSQQ+EEEIIIYQQQgghxiBBEyGEEEIIIYQQQogxSNBECCGEEEIIIYQQYgwSNBFCCCGEEEIIIYQYgwRNhBBCCCGEEEIIIcYgQRMhhBBCCCGEEEIcVV9fH7NmzaKtrW2mTwWA888/n1/84hfTegwJmgghhBBCCCGEEOKo7r77bq655hoWLFhQUv/444+zYsUKQqEQjY2NfOELX5iS47W3t/Oxj32M2tpaIpEI5557Llu2bCms/9rXvsZXvvIVPM+bkuONxZy2PQshhBBCCCGEEOKUkEqleOyxx3j66adL6u+//37uu+8+7r33Xi688ELS6TR79uyZ9PEGBgZYu3Ytl156Kc888wyzZs1i9+7dVFVVFba5+uqrueGGG3juuee48sorJ33MsUjQRAghhBBCCCGEmEFKKZLTmC1xOBFdR9O0cW37zDPPYJomF110UaFuYGCAO+64g1/96ldcdtllhfqzzz570uf2T//0T8ydO5cf/OAHhbpDM1wMw+Cqq65i/fr1EjQRQgghhBBCCCFORUnPY9HGrcf9uLs/cA5lhjGubTdu3Ehra2tJ3fPPP4/nebS3t9PS0sLw8DBr1qzhvvvuY+7cuZM6t6eeeoorrriCv/zLv+TFF1+kubmZz3/+89xwww0l211wwQXcc889kzrWkciYJkIIIYQQQgghhDiitrY2Zs+eXVK3Z88ePM/jrrvu4oEHHuBnP/sZ/f39fOhDHyKbzU7qeHv27OHhhx9myZIlPPfcc3zuc5/j7/7u73jiiSdKtmtubmb//v3TNq7JtGeaPPTQQ9x77710dHRw9tln88ADD/D+979/zG0fffRRnnjiCbZt2wbA6tWrueuuu7jgggsK23ziE5/g3/7t30ped+GFF/LKK69M35sQQgghhBBCCCGmSUTX2f2Bc2bkuOOVSqUIhUIldZ7nYds2Dz74IJdffjkA69evp7Gxkd/+9rdcccUVR93vpk2bSrrWfO973+P666/H8zxaW1u56667AFi1ahVvvfUWDz/8MB//+McL24fDYTzPI5PJEA6Hx/1+xmtagyY/+clPuPnmm3nooYdYu3Yt3/ve97jyyivZvn078+bNG7X9hg0b+OhHP8qaNWsIhULcc889XH755bz11ls0NzcXtvuzP/uzkn5NgUBgOt+GEEIIIYQQQggxbTRNG3c3mZlSV1fHwMBASV1TUxMAZ511VqGuvr6euro69u/fP679tra28sYbbxSWGxoaCvsu3i9AS0sLP//5z0vq+vv7iUQi0xIwgWnunnP//ffz6U9/mr/927+lpaWFBx54gLlz5/Lwww+Puf1//Md/8PnPf55zzz2XZcuW8eijj+J5Hv/1X/9Vsl0wGKSxsbEw1dTUTOfbEEIIIYQQQgghTmurVq1i+/btJXVr164FYMeOHYW6/v5+ent7mT9//rj2Gw6HWbx4cWEqLy8v7Lt4vwDvvvvuqP1u27aN884775jfz3hNW9Akm82yZcuWQopO3uWXX85LL700rn0kk0ls2x4VFNmwYQOzZs1i6dKl3HDDDXR3dx9xP5lMhqGhoZJJCCFOFdLGCSFOVdK+CSHEieOKK67grbfeKsk2Wbp0Kddeey033XQTL730Etu2beNv/uZvWLZsGZdeeumkjnfLLbfwyiuvcNddd7Fr1y5+9KMf8cgjj3DjjTeWbLdp06ZRcYepNG1Bk97eXlzXLaTW5DU0NNDZ2TmufXzlK1+hubmZD37wg4W6K6+8kv/4j//ghRde4L777mPz5s386Z/+KZlM5rD7ufvuu6msrCxMkx3FVwghTiTSxgkhTlXSvgkhxInjnHPOobW1lZ/+9Kcl9U888QQXXnghV199NRdffDGWZfHss89iWVZhG03TePzxx4/peOeffz5PPvkk69evZ/ny5XzjG9/ggQce4Prrry9s094NXxBYAAAgAElEQVTezksvvcQnP/nJSb23I9GUUmo6dnzw4EGam5t56aWXSp7j/I//+I/8+7//O++8884RX3/PPffwrW99iw0bNrBixYrDbtfR0cH8+fP58Y9/zF/8xV+MuU0mkykJqgwNDTF37lxisRgVFRXH+M6EEGJyhoaGqKysnLI2SNo4IcSJQto3IcSpbKrauHQ6zd69e1m4cOGogVVPdE8//TTr1q1j27Zt6OMcRLatrY0lS5awfft2lixZMqXnc+uttxKLxXjkkUcmtZ8j/U6mbSDYuro6DMMYlVXS3d09KvvkUP/8z//MXXfdxW9+85sjBkzAHxxm/vz57Ny587DbBINBgsHg+E9eCCFOItLGCSFOVdK+CSHEieWqq65i586dtLe3jzv779lnn+Uzn/nMlAdMAGbNmsW6deumfL/Fpi1oEggEWL16Nc8//zwf+chHCvXPP/8811577WFfd++99/LNb36T5557jtbW1qMep6+vj/fee68waq8QQgghhBBCCCGmx0033XRM23/uc5+bpjPxM02m27Q+PedLX/oS//qv/8r3v/993n77bW655Rb2799f+KF9/OMf57bbbitsf88993DHHXfw/e9/nwULFtDZ2UlnZyfxeByAeDzOunXrePnll2lra2PDhg1cc8011NXVlQRmhBBCCCGEEEIIISZr2jJNAP7qr/6Kvr4+7rzzTjo6Oli+fDlPP/104RFB+/fvL+kH9dBDD5HNZrnuuutK9vO///f/5h/+4R8wDIOtW7fyxBNPMDg4SFNTE5deeik/+clPCo8lEkIIIYQQQgghhJgK0xo0Afj85z/P5z//+THXbdiwoWS5ra3tiPsKh8M899xzU3RmQgghhBBCCCGEEIc3rd1zhBBCCCGEEEIIIU5WEjQRQgghhBBCCCGEGIMETYQQQgghhBBCCCHGIEETIYQQQgghhBBCiDFI0EQIIYQQQgghhBBH1dfXx6xZs476EJfjIZPJMG/ePLZs2TKtx5GgiRBCCCGEEEIIIY7q7rvv5pprrmHBggUl9Y8//jgrVqwgFArR2NjIF77whSk/rqZp3HzzzYW6YDDIunXr+PKXvzylxzrUtD9yWAghhBBCCCGEECe3VCrFY489xtNPP11Sf//993Pfffdx7733cuGFF5JOp9mzZ8+UHXfz5s088sgjrFixYtS666+/nltvvZW3336blpaWKTtmMQmaCCGEEEIIIYQQM0gpRcp2j/txw5aBpmnj2vaZZ57BNE0uuuiiQt3AwAB33HEHv/rVr7jssssK9WefffaUnF88Huf666/n0Ucf5Zvf/Oao9bW1taxZs4b169dz5513TskxDyVBEyGEEDPCdTxiPSkGO5MMdCUY7Ewy2J0iGDGZvbSK5qXV1M+NohvSk3QmKKXwXIVje7i2h2O7KE+hvNy6onnlKZQit96fB4WmaWi6BhrouuZ/KcvNF9dpOuiGjmHqGJaOYWoYhu6/VoiTkFKK5FA2174lC+1cJunQsLCC5qXVzF5SRajMmulTPW15niq0ba7t4Tr59quobVNjt3koBVqu/dJA03Nlrs07tE43tFzblp80+WwTo6Rsl7P+/rnjftztd15BJDC+sMDGjRtpbW0tqXv++efxPI/29nZaWloYHh5mzZo13HfffcydO3fS53fjjTdy9dVX88EPfnDMoAnABRdcwKZNmyZ9rMORoIkQQohplY7b9Hcmii4eEgx0JRnqTaM8NeZr9m3rA8AKGcxeXCVBlHFyHY90wiabcsikHLLJXJlyyCRH12XTDk7Ww3U8PziSdXGcfJDEg7F/PceNbmglFxmFiw5LxwoamAEDK2BgBvVcmVsOFK0PGgQjJsGwRTBiEgibBCMmhil/R2LyXMdjsCvJYFeSgc58mWCwK0k2PfYd4669Q7z5wgHQoG5OlOYl1cxeWiVBlKNQSpFJjrRn+XZupM4mm3LJpGy/Lte+FQd+822ba3t47sw2cJpGoT3T822cqWNaOmZgpP2yArnlXPtmBfXCOjNg+G1arl3Lt3FWcPyZA0Ici7a2NmbPnl1St2fPHjzP46677uLb3/42lZWV3HHHHXzoQx/izTffJBAITPh4P/7xj/n973/P5s2bj7hdc3PztA5MK0ETIYQQ0yIxmOF3P9/Fzs1dh93GChpUN0aoaohQ3RihclaEZCzLgR0DdOwaJJN02LetrxBECYQMmpZU0bykmuYzq6ibc3oFUVzbY3ggzXCfPw31pYrm0yRimWkLdBimjmZo6IU7qH6GSOHOatG8nssQGX3Xduw6z1N4zuiLGM9VeK6LnZn6dGUzoBMMmwQiVuGCIxD2vxZ5jlcIHrnFpaP8Cy/Hv0Ot6VBeE6KiNkx5bYjy2hAVtSHKa8NU1IYK+xOnHs9TbP/vg7zyy91kEs6Y22gaVNSFqWqMUN3gt3NW0KBjV4z2dwcY6EzS+16c3vfi/PGF90qCKM1nVtG0+PQKoiilSA3bo9q14aJlx/am5di6rqGbWknb5mfEjdHm5eYPbdPItWVj1XmuwnVKA9FKgZMPUE8xTddy7ZtJqChYbFpGIUju5YPlziHtnO23f56riJQHStq14vmyyoBkA06xsGWw/c4rZuS445VKpQiFQiV1nudh2zYPPvggl19+OQDr16+nsbGR3/72t1xxxdHf06ZNm7jyyisLy9/73vf4wAc+wE033cSvf/3rUccc9R7CYZLJ5Ljfx7GST3MhhBBTynU9tv72AK/9517s3J3W8ppQSXDEL8uIVAbGvBu28rK5eJ6i70Cc9ncHaH93kIM7B8mmHPZt7WPfVj+Ikk951nU//VnXNf/C3iiqy9fnL+SV/z8/w7r04p2iL8G6oRGKWoSjgVxpjZTlAb8sswiXBzAD+pTd1VOeYqgvTf/BOH3tCQY6E8ccFMnfeQxEcmX+LmRRXTBiYgVNzIB/Z9OwjFypjyqPV1cZ5Slc1ysEJVzHw3M9XFuNfLHPfdF3Mi521vXLjDcyn3Vxsn6dk3XJpp3C3eds0inc/XeyHk42SyKWndQ5ZxL+Re9YghEzd5ERprwmhBU2Ru4iF5VG4c6yjln0e8j/7eqG//drGLnA1TT8LpSX735QWnquIhg2MQPj/1J9quveN8SLP9pB975hwA/mVjWWjWrjquojGNbooO7SCxoBSMQyHNw56LdvhwmimAGjpH3Lt2n54KRu6EXLFF2wj92u5etR/t9nKBoYadvKc21aNECofKTNC0WsKf33n07Y9Hck6G+P038wQaz32IIipqUX2rTSts0iGM5lXkQsAmE/M2OkLRurjTOOW1eZfBcf1/bwnNI2zS1etj3sTL4dc3Gyh7RvGRc7O7JNIbMw5ZBJOIV/v+mETTphMzSJc46lU8R6UmOu0w2N8pqRYHG4IuC3X8WfKQF9VJuX//nn/3ZL2rn85/UUZ8nku5Hmu1h5nkK5/rKu+5/1JwJN08bdTWam1NXVMTAwUFLX1NQEwFlnnVWoq6+vp66ujv37949rv62trbzxxhuF5YaGBv7rv/6L7u5uVq9eXah3XZeNGzfy3e9+l0wmg2H4n039/f3U19dP+H0dzYn9WxFCCHFSObhzkI0/3kFfewKAhoUVXPzRM6mfV37M+9J1jfp55dTPK+fcD847bBDFc4//oGmHMi2dqsYIdXOi1DZHqZ0Tpa45Srj88CmpSimSsSx9B/0Lh76DuYuIjgRO9vAXDmZAz31RDefu+IVGLsxrQ4Si1rRcVB8Pmq5h6gamBYSn5xiep/yuSfkuS0m7JMUf/N+nnkuTHxlnZaTM17uON+pu+FDu4i+dsHP7P3xQZcJy48EUX2iMW244hvyFlXIVXu4i+nAu/9uzWdLaMPnzPsmlEzav/HIPb21qB+V3H7zwmjM455LmCV10l1UGWdLaUPjZFoIoO/w2brAriTMNWVbHStOgrDpIXa5tq22OUjcnSuWsyBHbGjvrMtCRoK89QX9RO5cYzBzhYBCtCo5q1/IX59HqIOYx3BU/kWiahmH4wc/popTCyXq57ph2oTtmvn1zsl5h3KijtXO6rpGIZcZs4+IDGTxXEes5fFBlMrRDAoUcy0eaKgqKKL9UR2jfZi+p4iP/z3mTPufTxapVq/jhD39YUrd27VoAduzYwZw5cwA/iNHb28v8+fPHtd9wOMzixYtL6i677DK2bt1aUvfJT36SZcuW8eUvf7kQMAHYtm0bq1atOub3M14SNBFCCDFpyaEsL/1iFzte6QQgVGZx0UcW0bKmacruUI4VRIkPpPHc3B0kNzfl5pXn4bojd5PyXT9KBuwbNYAfhcH9XMcjHbdJx7Ok4japuE06bpMazpJO2KSGbVLxLJ7jD5aav0NcLFIRKARSKmeF/cFvu1P0HojTdzB+2LR+w9SpbopQOztKdVOEyvpI4W5eKGpJX/VJ0HWNUJk1Zd0eapujY9Zn005JF4N4f9q/M2y7fqZM1s+EyY+x4GTdQqq+m/W7AOUDG6MoCn/v2FPyNo5IHemK4zSgPMXbL3fw8pO7Scf9H/jSCxtY8xeLKasMTtlxDg2ipOJZsim3kIE1ZjtXmPdQHqVd5nLtGnpRe5crFZBNOqRy7Vt62CaVKGrjcm1eNuWgFMT7M8T7M7TlsvwADEundnYZtc1RamaXYQYNUrEsPe8NFzJIDheMi9YE/dc1lVHVECkEgKPVIRlvaBI0TfPHQQkaRKsn/7dZ1RAZs95zPeKDmZI2Lh23/fYtOzKGzMiYMiPz+XYv/3c8FuUpXE8x8yFDcagrrriC2267jYGBAaqrqwFYunQp1157LTfddBOPPPIIFRUV3HbbbSxbtoxLL710wscqLy9n+fLlJXVlZWXU1taOqt+0aRPf+MY3Jnyso5GgiRBCiAnzPMW2F9t59ak9/l16Dc76k9lcdO2iaU931XWNitppSkcYJ6UUdsYlGcvS35HwgyHtcfoOxIn1pEgOZdm/vZ/92/vH3kFuzIP6uVFqZkepnV1GzewyKuvDp9VYLaeiQMj0s44OE1QZL+X5d0sLF8hFF8neIQHB8dL1kbEZdF3PPb1opBtboZubpp32Yxb0vDfMxvU76Nzjd3KomV3GB/7XUpqXVk/7scPRAOHJ/flMmuv6weNCsLfdn3oPDOPaHt37hgvdlMYSDJvUzvUz72ryAZamMhnv5ySnGzoVteFJfwYXxrXKt2fFN0GK2rljidvmb4YU2rPDtW1GUWBRjNs555xDa2srP/3pT/nsZz9bqH/iiSe45ZZbuPrqq9F1nYsvvphnn30Wyxr5LqhpGj/4wQ/4xCc+MaXn9PLLLxOLxbjuuuumdL/FpMUSQggxIZ17Yry4fkchu6J+XjkXf/RMGhZWzPCZHT+aphEImQRCJhV1ISKVAXRDI5tyiA9mcA/tn69ReudVwVBPCpTCtAzKKgP+3WL5EidyNF3DQMM4OXsknLQyKYdXn9rDtg0HUMoftPr8Dy9kxZ/OmdbuFScaw9ApqwxSVhmkoi5MIOwPJBofyIzuZnNo+4b/c+zZN4yuawTLLCrq3WPraiFOafnMJ1034MQYVkSMw9e+9jXWrVvHDTfcgK777WFFRQWPPfYYjz322JivaWtrwzTNQleeidqwYcOouvvvv59bb72VcHj6bqRJ0EQIIcQxScWzvPzkbt7+XQfgDyb4vmvP4Kz3N5+0Y2lMVCblsPeNHnb/oYeD7w6MesRopDLAnDOrmbOsmuYzqymvCTHcl6arbYiOXTE6dg/SeyDOUG+aod5Odrzqd28KRkyaFlXStLiKpkWVzJpfMeaAkkKIqaWU4t3Xuvjdz3eRGvIHCV7cOou1/3PJlHR3OJkoT9G5d4hdr3exf3s/g12lT6bQTY2mMypz7VsNsxaU42Y9et4bpmN3jI5dMTp3D5JNuxx4Z4AD7/iDR2q6Rv3cKI2LKmlaVEXT4sop7eYkhJheV111FTt37qS9vZ25c+eO6zXPPvssn/nMZ1iyZMmUnksmk2HlypXccsstU7rfQ2nqNOyoOjQ0RGVlJbFYjIqK0+eOqBDixDDdbdB07j8+kObn92whPuDfYVy2pok1H1l0xAFPTzV2xqXtzV52vt7Fvrf68JyRj9FgxKR5qR8gmbOsmurGyFGzRjIph649Mf8iY/cgXXuGRj1BwjB1Zi0oL1xgNC2qJBiR23LixHMyt29KKTb++F22vdgO+OM5fOB/LWVuS82UHudEppSiZ/8wOzd3sWtLd6GtB7/bQ/28cuYsq2HOsmoaF1ViHeWpSp6n6D+YoGPXYKGNi/ePHgi2sj7st225QHFVw9HbTiFmwlS1Qel0mr1797Jw4cKjPk5XHB9H+p1IpokQQohxyaQcfvWdPxIfyFBZH+ayv2mhaXHVTJ/WceFkXfa91ceu17tpe7O3JKhR3RhhcWsDC86ppW5u+TFn2wTDJvPOrmXe2bWAP4ZA7/44HbsHC9koqWHbn98Vg+cADWpnl40EURZXUV4jX7qEmIzfP7fPD5hocOH/OINVH5p3WgxKqpSirz3Brte72Lml2+8ymGOFDM5YWc8Zq+ppXlp1zMFaXdeom+M/beecS/ynagz3p0fat12D9B1MFJ7C8s7LucHEo1Yh22724irq5kVPq25RQogTiwRNTjZKQbIP7CQ4mZHJPXQ+C07anzfDEJ3lT2WzoKwODLlDKYQYP9fxeOb/vEn/wQSRygD/4+ZzZ3wQ1unmOh7vvd3Pzte72PvHXuyirjcV9WGWtM5iSWsDNbPLpvSOqGHoNCysoGFhBed+0L+giXWnOJi/U7trkFh3ir52/1Ge2zb6d8WjNUGaFlUxe3EljYuqqJlddtp1lxJiona82skr/+8eAN7/fy1hxaXjSzk/mQ10Jtj5eje7Xu9ioHOk641p6SxYUceS1gbmLa+Z8kf8lteEKK9pZOn5jQBkkjade4YK2Shde4dIx232/rGXvX/sLZxTwxkVhUBx48JKGUxWCHHcSGtzonIdGNgLPTugdwf0vAu970LvTsgefpTycQvX5IIo9SPBlGg9lDdB/ZlQ3wKBsR8zJoQ4vSileOGJt2nfMYgVNPjwF1ae+AET14HhDhg6CEPtuakDlAu66QeOdStXjix7msFAj03XviQH9zn0JeuJuY3YKky0Osji1gaWtM6ifl65HyjxXBjuhEQ3eE5uEETFyFD/h5k3AhCqgGAFBMvBCvu572PQNI2qhghVDRHOWjsb8B/xXHyntue9OPH+DDv7u9i5uQuAQNik8YzK3N3aShoWVGAeJZVeiNPRgXf6eeGJtwE494NzT/yAiVKQGjikfTsI6ViuXTPHbN8wLJJJj+79KTra0nT0lDHkNpLwqtFNg/ln17KktYH559QSCPmXCG48TmZ/F14y6R8334YpNfIoalX4n79e09HLyjCiZejl5ehlZWhHGMk4GLGYv7yW+ctz2Xa2Py7KwV0j2XaZhEP7jkHadwwCfnNZOyfqB1FybVy0WrLthBDTQ4ImM00pPzDS+eZIgKR3J/TtBs8+/OvMEBhBMHOTEfDrzMDoejsJ8R7/S32i179oSPX7U887hzmABjULYdZZ0HA2zGqBWWdDzRn+h7EQ4rTxyi/38O5rXei6xp99djn1c8tn+pT8rLqeHdC3079YiBVdOAy1Q7wLlHf0/RxCB2pz01kRIBc7dq0K9EgF2sEw/EoD14ZM3M/849iPM/rAph9ACeWCKMHKkaBKqALC1X6wO1ID4RoikWoWza9hUcssCC7Gznp07Y1xMDfwYueeIbIph/1v9bH/rT7/EIZG/bzykgFmT6exaE41Sik818V1bFzHwXOckdL1y/x6z3H9da5TKD3XxfM8fzvPxXNcv3SLJwfP9Thzzfupn7dgpt/ytOhrj/PM/9mK5yoWr57Fmr9YPNOn5H83HGqH7ndgcF+uXTsIQwdG5u3k0fczhgiwIDfhxyjwtACuWYvXV4H9yyDDT2hkemzS7XEyvTaoyWes6WVl6NEoenkUI1ruB1OiZRjRcozKCoyqqpKpuqqKuvOqWHXpbDBMBjqTJV0Wh3rT9L4Xp/e9OFs3HAD8DJb8mE9Ni6uoaSo77R+ZfTLzPA/XdcecDl031nLxdKS6yspKVq9ePdNvV5zg5Or3ePM86N4O+34Hbf8N+16CZO/Y21oRqFsCdWdC3VKoX+rP15zhB0cmevxUP8S7/SBKPpgS74ZED8Teg+63/fn+Pf70zn+OvN4I+pkos86ChrOg6VxoPs//ki+EOOVs29jO75/dB8AlH1vGvLNqj+8JeB4MtkHXdr/t7N7uz/ft8gPAR6JbUNEEFc25qcmv8xyUa5McSDDUNcxwXxxlZ9Fx0TUHU7eJmgOU04GlpdA0MOwhiA0d+XiaDppRdGfXzE1GbjL9bdD8oE9mGDJDgPKzVPLB7GOlm1jhauaEa5gTqYEFi/Hev4aB4EoOdJbTsTvGwV0DJGNpOvf00bmnlz88r0B5VNSFqJ9fTt2ccurnlVPbXDauMRw0TQNNQ0MDLf+IZP/RkYV6Pb/er9c03d+2UHf8L2ZU7k65UgrP81DKA0+hlJdbVijPKwkYeK6LKg4meC6e66Fc1w9OuIcEJIqCF/m64vWuXRzksHPr7cK6/OuL6/ztbZxc6bkZtEAGM+xgRRzMkIumq6KJwjxj1Gm68n9X+VLLrddU0Xy+XnFwX4L6eZ877r+v6RYfSPOr7/yRbNpl9pIqLvtEy/G/yE4N+N+7ut4aad+634ZM7OivjdQWtW+z/eCq54DnkE2m/PatZ5hMPFVo33RcQiQJpbspMwcIRGx0PYtudwAdBE2I5iPHy/zYs500yMYDZIYDZOMhMvEQdjKM0i00XQfD8DNJDANN0/x/Q4kE3vAwyvZvAHqJBF4iAV1dx/wj0qNRjKoqIlVVnDlrFueuOhf98hX0BefQsTdOx+4YvQeGGOpPMrQ5wTub2wFFIGJSPzdK3dwo9XPLqZtXTmQcgeJ82zSe8nB1MzWIrSpp39So6dDAwdGmsQISh6s73OQ4zrjrnVzQV9OSWFaKQCCFZaUxDAdN8/xJ90tdU2PWoXlomspNHhoq17YV16tcvcfQ0HxWr/7xjPy+xMlDgibTzXP9LJK23/mBkn0vQXqwdBszDLPP9YMRdWfmgiNLoWIO6FM86JWu+2OalNUBZx1+u3gPdL9VeqHS/bZ/Z6PzTX8q0PxMlDmtMOd8aG7134suaeBCnMz2vtnLxvU7ALjgmoW0rGma3gMm+qBrW+7i4S2/zel+B+zE2NuHqqB+GVTN9S8Yii8eKpr97odFbahSiq69Q+x8vYvdW7pJxLKFdcGAwxnRN1ii/pNmayu6lsse0S0/WIwCN3vkDEDl+ZNng5MaexvN8NvfYDkEoyjVjO1pZDwd21E4HjhOLoPA81Cuh6YcDGwM5WBhY2lZLM0moNmYmudfJCV6/Alg/8vof/h3aoGAHSCYrMRMVXAgVUlfJgKMfJnviUHP7qP/aqbNGIGXXHWhu1I+yJJb8JdzFMXdAyjqClW8buRioXj98aHQDIVuKjTDQ9cVHBq8MMYOahgBD7PCIRhxMMOuHxwJO5gRBzM4BdlNxyBUeep9XcykHP7zu38kMZihujHClZ87Z8rH7ijhZP1s4s5tpQHg4YNjb6+bULvEz/o9tH2rbIby2WCVdkdJxDLs/n0Pu7Z0+YNGFyjqtF5qd79IfcdmMnacGCZos9DCQQLlCiuUxgqmsCI2gaiLFXUIRB10EwJRl0A0RbQxBfj7VR5kh00yMZNMzCIzaJLut3D0aoxKP1vErK3FMQwcXcc2dBxNw1Xggt++KT/4qNkOum1j2FmMrI2RzWLmJg3w4nG8eBz7gJ9REn/hBf9HahiomhqM+nr0+nr66mpxrNIx+zoGgUFg66R/gxN2aBBlPPPFxnrQaXFdcVDk+PKDDrruousumu6h54MYuUCGXhLUUIVlXXexAmnC4RRWIE0gkCJgpbFyQRJdP37vRderj9uxxMnr1PsUnGme5wcU9r7oZ5LsfyV3J7FIIApzL4QFa2H+Wph93sQzR6ZLtB6il8AZl4zUeZ6fJpr/oO/aBu2/h9j+kS8Av3/C3zZQ7megzDnfD6Y0t/r7PMl4nofjONi2Pa7JcZxRH2TF5aHzuq6j6zqGYRSmIy1bloVlWZimWTJv5O7uCDFVuvYO8etHt6EUtKxtovWqBVO3c8/1M0U6t/rtSOc2vxzuGHv7fIZbcVfBhrP8MZiO8HfvOh69e3rofOcgnbsH6dhvk0iMBFECeoozwptZHHiROYE/YmhjZK549uhAiVWGUzmfA04z+2MhBvpiqEQvtcEE9cEktcEENcEUhjbGlz7lkhjsZyCboi8ToTdTRl8mQn82TMIJUBzQGA9TcwkZDmHDJmQ4RAybhnCc5nCMhnCccivLssoellX6AZWUa3IwWcGBZCXtyQq60lE8ZvCJFEr5wQ01EveYoRNBD3iYQRcj4GEE1Egv2IBCDyoMy683Ah666aFbrl+aXi7w4aEZ/oWDpruQu4iYLppmYlm1BKw6AoEadCOErltomomumWiaiVa8fOg6TUfT/OwnTTPQMNCK/1O6f7GnNCpqWqftfcwEf2DrrfS1J4hUBPjwF1cSKpvCAfLjPdC1Nde2veW3bz07Dh90rZw7ksE7K9fO1S094ndDpRTDvUkObj1I545eOvcn6etXFLchVYl91B98jVk9vyeYHSNTTilUMk0mCRk0IAK6jtnYSGrhQjqjjQxYLlmnl2rVyyz6mEUvDfQS1jMEKx2ClQ6QLuzSVv30eVX0qhq6tRp6jDp6qaGfKlyOLSileR6WbRPMZAhkswQzGaLxOPU9PdT19BLKZJjV08OsHr998zSNweoqeurr6amvp7eujswJ8CjXmQlolNI0F8vKYJpZDMPGtFws08E0XUzTwTQdDNP2S8PGMGx03S4ERHTdQdPypT+B40y6RlMAACAASURBVGdwTBPTrMy1b3WYVhRNs3JtmTn2fKGdM0raOA2/jQMdTWmgNDRP99s4pWEFj3MGrTgpSdBkspTyB2zdswH2vAh7N45Orw5WwLyLckGSP4GmlSfnuCC67t/xqFkIy64eqR/ugvbX4cBmOPC6H0jJDvuBo70vjmxXvcAPnsw5358az5mRYFE2myUej5NMJkkkEkedZvqDbjw0TRsVTMlPgUBgXOWR1pmmKUGZ08hgd5L/76E/4tge886u5eL/+8yJ/f6V8rMfenfmgiO5IEn32/7TvQ5hA8ma+dj1y3Brl6Dql+DWLMarnIOna7jKRSnll84wbudBVP9utEQfWqqfzMAg/V2Kvv4gfUNV9Gca8LwAGqAZNqHKdoL1g9QF91If3EtF4CCaoejVNbr1MBgaSgcVCOJZFpphYphBdCuCZoaxPYt02iU1nCI5NIzn7oKwhmrQUB60OwHes0O42TrIQtRxqHIzVKkM1VqaGiNFhZGlzLQpM23mREovYrKeQcyNMqwqSGqVpMxqsoEaHKsK0zIxDR3LADM/6flJ+ZOhMDUXAw9N2SSdNGaqGyPVg5HuQ88MEjYcFpX3s6h85HPKb+G03LyOp0wcZWGrILYK4SkLV5l4mHjKwMNAKQ1Dy2JpGSwtRUBPEtASGLpCBaK5wW0jKN3/oopugGagNKOozkRpRaVmgKaPMa8XXoumoTQj19UnF+zx+5n43QI0Lbe9wiGDTRqXFC4ZPJUpKtO4KpOb0rgqjUKNXG4q0HKRHK2wXFSi0BTggOaA36sl95NUuSn/+sIy6MoPQuiKXGAiX4dfVzTpSsNQul96Gnr+dfnSc9DoBHUwl+Wk/BMsmVel88Vl/t9o0V/BYa29GT709SNvc5IYGdh6YPIDW2eT/nfA7reLgsBb/TGVxjp2sALqz0bVtqDqWlA1LVBzJljlua5j5LqLgepMYx/YjdPTgzvQj903SH9PisGYxmA2TEyrIWuWAeCh6NEVvQGFnu7DSh7ETHXTqRz+WFNFqv4K0oZJxrBIB8Jkg2EygRCGZWEGLaxgED0YwNYg49ikU0kcO4vuKbSE/+/C0DwsXCzNw8JhFgMs0DqZr3UwV+uimW6a6MXSHBqNXhop7XruoRHTqhjU6xjW64ib9fz/7L15lF1Xfef72fucO481qEoqSdZkycg2NrYEim0M4RHbmIQGswi8Fx4JpF+H1aHpAMu90hCgQwi4DQsHSEICCS9+6az4kRXMItCQh+kAxrFjsI1ljG3JGm2VVPOtOw/n7L3fH2e491aVpJJUGn2+a+3ae//OPsM9t+7vnP3dv6FhjdC2V4GVwTJgY7C0wcJgG4OlNbZfLKWRWiNdB3n55ZiOA/PzmOlpmJvDlErIdpvBuRKDcyWu2LO3/+YLgQGMsNDSRskYSibQVhwtLIyvh7SwMEIijMZSbb+0sFULS7WRqRQik/GC29o2WJ57EkKCbSGk56ZkpETYvmumXwvp+70F+yC82pLeO7YMdKXv3hiMx7dUkSLUc0Y4aKuBEk2UbKJpoUULQwslWl6fFsqvDU7vlwEaRBuP7wpUghGhzkJ35SJoB/uFfYHQIhwrtEQoX7agFsofrzwdhgLhWkhXIpREKgmuQLj+eDf4LVRBl7u6zJjQrTKwIjSA6tneG6y4rz4OrKEhhv71oROOidCP2dlZtm/fzk9+8hM2btx4Xq+l3W6zdetWvvGNb5zV2DTnZOb+pS99ic9+9rMcO3aMq666is9//vPcfPPNxx3/9a9/nY997GPs37+fLVu28KlPfYo77rgj3G6M4ROf+ARf+cpXKJVK7Nq1iz//8z/nqquuOhcfxwumevBHPlHyQ5h/oX97PAcbXw2bbvYsSVa//NJ2VcmNeiRKQKRo5b1AHPmpT6Y85gWcLR3yytP/6I2zEh6BtO6VsG6HVxfWn3DleDkwxlCr1SiVSszNzTE3Nxe2S6USjcbpBU9bipBYWGzb+0ktZW65lOx4/qLH8xUNrFkCy5bez9zpdOh0uu4GK4mAlOklWE6l2La97BJY1UQkzflBs9rh23+6m2bVYdVlOW77D1dhWSewRDAGpzpBZernlKefo1LaT6XyAuXqUSqNGcrGoSoFDSlpCL8eztO0BmjEkjQsmwbQNC6uUYCBzrNw7Fk4juHJCZEExvxyUgx2m/7LIADt3jEdBG0kJaTwJ754Xjsi5reF8WoIx1i9Y4WNJIsUWSxjsBXEtSau8Ism5nprsLYBSR2bOtKM49MLWHYSEU9jJXJYiQIyNYCdGsJOD2OlBrFiKSxhIYXEljaWsLCkhSWsbh+w51/AmtqDnH4Oe+oZrFbVn6CAhUEasFFYRmHRxAIsA5YxJADpj5V4suD6+tApeyXCpYPJp8/3FawYgsDWQgre8DtXs+qyE8dkM50GZnI/ZuJ5zPR+mNuPmD+AqB1GtiaOu58r1+KIzTh6E467kY6zEdVaBWUB+3pH7jnJFQuC8NR5IJ+D9RiOoHkCxRO4PIGiFBBf6ZxHxHDFSe8F4LHVDlALLO0kkF3GjhsWSSSajWKCbeIIl4ujXCGPsUUeZYM4SoYmA6bEgCqBep7eOXxHZGjFVuPE16ASayA5hp0ew06vRaTXQXIYpPR4UhkQCn5tdftueZ7Ovn209+2ltfc53CNHwASxi1TXhdJojPH7KsgKpLxxvUX7z6ReNBqYRgPlW7dcCBDg6eoTjlpBS6ploYecBRCem6K0DTKmvdoyiKC2DDJmEKmefu/20H2RnlhNhPGZ+rf55LZvBRO+TvoeoKLLfoOAVmlB2IQIJ8Vdd93Fm970pkWEyb333ss999zD3r17KRaLvO1tb+PP/uzPzvhc999/P8899xypVIobb7yRu+++myuu8HRcIpHgzjvv5Pd///f5/ve/f0bnOhHOOmnyta99jQ984AN86Utf4qabbuLLX/4yt99+O8888wyXXXbZovGPPPII73jHO/jkJz/JHXfcwTe+8Q3e/va389BDD7Fr1y4APvOZz3DPPfdw7733sm3bNv74j/+YW265hT179pDLnYWApMbA/v/VJUkmFjhGyhisf5XnyrL5lz13m4vRkmSlIC1YfbVXdr7Hk7XKngXKkcAi5aeeRc6Rn3glQHbUj4uyw4vzsvoaP/7KYjiOw9TUFJOTk8zMzPSRI72EwlKwbZtMJnPSkk6nSSaTxGIx5ErHlzlDGGNCImUhmdJbOp3OsuqlZEqp8Fxnk5RZCr0uSicqgYvTckpvgDYhxJKyhUHclkOA2bYd6qeLEY5T4Zln72T9uvfxL3/lMDdTRY522PIbRf7tyD8zWz7MbHWcucYUs61ZZttl5p0aFd2mbBSNpQInxllG2nLlv5T2QyJ9BwHprbprf6XNdM1pRWBmiwAMRhiEdBHSAelifLcIg/8+3NsWAo1AG3Pc9fV3/EiRbRK+WAWLcAFMjxy8cUqCDmrpmYorCUoKv++1ve2SB68WqJg4hXdZB9QcNOagcXC5Ox0fgz3pgc4AwoAksIQQoUVFKMMnWfDIJIn38tHdz3/p98kYGW4LyCiDNL1tr7b8YqO9VWmhsYzG9mUWhpjRXeIH/H275+puE1gmOLbw5mXGn5/1fAav9Gz3V4AtBNKPzxLup7V33UYjjUKEbYMwBstopNEIv5bG+ESb8T+/fy/Cz9wl4qxwbDgPOKtobLx2Bf5Tzh+OjP89zcYh2sd+iyf++TAxAa998yZGrDbNf30MPT8B5UmoTiIa04j2FNI5gq2OYDFzwvurTQbHrPfIEbPJrzdiOL71Sqg/TE88CsALTblougnAFJoncb0iFNMLLiphYAuCjBAkkaQQJIAUgmRPnUQQc0RIWvQYFOA7yy2Q+boLcHx7hQ4GR3h1B49nbgtDG0Ob9YyznsdtzbTVtWQaYZ4t8ihbRE+RR1krZombOvHOfujsh9ri+9U2MabMENNmFSUzRIMiDVOkZQp0KOKYIsoUEeRIESPF1aQ2vZzUJu/zJghqr+05Qp78V2MwuGhc4+LgEfuuULhGoXBRGAx+bBaCogCNDuUG41tJCgKLNO8OC2MQRnf7PXJLe/oiqKUBS+seuUYqTzcK3WNh5ltgiJ62J9f+F6rDTxe2jfYfpT3fujEh6RD+N/qLAUK4yHgLO9HCjjWJJVpYsSaW3UFabrdIF+HXUp4kcPt5RGnDJjLn+yIuIjSbTb761a/yne98p09+zz338LnPfY7Pfvaz7Nq1i1arxYEDB874fD/60Y943/vexytf+Upc1+UP/uAPuPXWW3nmmWfIZLxv7p3vfCf/5b/8F5599lm2b99+xudcCsKcZd+DXbt2cf311/MXf/EXoWz79u285S1v4a677lo0/h3veAeVSoXvfve7oewNb3gDAwMD3HfffRhjGBsb4wMf+AC///u/D3hmOaOjo9x99928973vPek1VSoVCoUC5XKZfD5/0vFOpwNfvIZYrbvs2R66gvq6G2isu4Hm2A5MLPq5nRKMIVZ5geTEblKTu0lO7iYxuweh3UVD3cwIjeJWSqnLmJCjvOAUOFi2qJSrx3WdEUKQzqbJ5fPkcjnyxQLZXI58Pke2kCcWi0WWDMuA1hrXcXAc14to7ji4fnRz13VxHT/Lg3JxXYXrjwuKch2U0ih3cbR0HVjQuApXKYw+t4ENVxLxRIKPfOiDxGLLm/2eqg46VZzq8f/4C7/CY8kZ6pamKjV16/R+GxkFKS2J6ziWTiJ0Gq3ySJPC1nEsE+sWHUMaG1svlMWQJ42xYbzAqKJDOj7PFaufoLj6Bc9Mowe6Y9Oaz9NqraXDy0CMITWYeh1Vnqc1N021NIdRrm+VbPDdnfnVx54n01msj1YSP/jKe+jEHFzVQumWXzdRpoNSLVzdQekWOE2E0wKnjXQ6COUiXIXQBqE8U34thBdcEa/tAiqQ9fRdAY4UuCIowTiB8idGyn91D9rGb0e4sCF8kkn0FBluCyY7S8gwHlEctHvGBu33bf8N3rLjD5Z1HReafps99lMe++ofMmia5EyTrKmTpUra1IizvIWAFklKYpg5MUxJDDIrhplliBkxTI00fn6OLtlgeogHY+hOi5cJrbB0B6M0R+s5DlBkJtFv/WFpl3XNCS5zptic67B+TRZrcAAlLdrGUG80qVYqdNodn4QmjFeTra4jX9243Ks5LYxdmSG9MUnD0dQ7irqjqTleXXe7xXXq5NwpCmqKAT3FoJlhhGnGxAxrxQyjlLyMKMuAYyzmyDFjCl6hwLzJUjFpqqSpkPbbKRomQ5MkDZOiJRKAwMILXCqFQgqNJZRftOf6KBS2VKFc9mRmkfRmZDE9cn1W436AR/pKf7lBIrC1Jo1D2jikcEiaDik6JE2HGMt/rkljyJs6RVOlYCrkTIWcKZPmOMHZlwGFpEOCDgnaJGibBE2TpE6CuolTIU7NxGkSp0WcFglaJk4Hmw42Xlh0G8d4tYvly/22sVFItHfnfSLSXyhBhuRk7/ZNyQx//ZG3nvN3uFarxcGDB9m0aRPJIPaOMaedTvyMEEsv29L//vvv573vfS/TPdZWpVKJtWvX8q1vfYvXv/71Z+sqAZienmZkZIQf/ehHvOY1rwnlr3vd67j55pv5oz/6o9M+9pLfiY+zag7R6XR4/PHH+a//9b/2yW+99VYefvjhJfd55JFH+OAHP9gnu+222/j85z8PwMGDB5mYmODWW28NtycSCV772tfy8MMPL0matNtt2u2uvXWlcpK0kQtwcH6G7wy+npHsHA8O7OCh4vXMxH2z7hqwtw5noEBeukgBvwRDvwRDkFRtXl7by47KM1xffYaravvY1BzHrk+Rr0+R51/ZAOwC6jLFs5lN/CJ7OU9nt/JcZhOHUmNMxwaP/6NvAS0NU5EZ3plB4C2Nx04oOmdXYzS2UcSMi2UUtlFhvbAtjPfItIz3uPRWdnW44uutYvuPUtONbxA+dpeQYQyutDlYmmbbyLJ8QlYcZ6rjGhr2J4NpsfcJbWMYVIohpckpSCubmJvAUmmMm6XlFplVoxxzxzjmrqOt81TPV0DRuRvRhyz0YCIsJCxIAKOnd8jy6L+QbrW7cSoQoV90b+wKD8aPMxGsDnq1MMLraz8mgMa3NvCsFO5qvQ5HLfjRBLfwFDw6c26Nda1J1rUmWN+aYKQ9y6p2iVXtOVY5JYadeYbdEilz+pZirpHMk6ZGggZxGsRoiDhNE6Mu4jSJ0RIxmiZGU9i0hE3b2F62DMSCOiByvBdZF28lO3CeF2g/sIf2zai9KacR/rRUeL9RCy8woSU8mscSrjfh8WkfIZSXpcEfawnl7+MRtEp0vbK0EGFbie7kV4kuaeS54ft9gf8S3l2JD/v+cR0kLhYuXtYQF9mdSIueSbRP2AUWU/iTrVOFQZyc3FrysKLfZGoJjE+cv2D1Z6rfJpxh/tvaQ2hgSCkGlWZISYZUhiGVIqcEtptAqAzKzdFxB6joAV7UoxwyqzloVlMix9m35zkOEl5lBJh8DD3k67linD3WhpM69yyF7YfLbD3apM9Loef55sm7ek74tezRbzLo665Ok8Yg/Z/vD02LH+fG8PY+0XRjAFi3WKwNuJp4p8Pq5hTrmpOsb02wpjPNKmeeVW6JYbfEKjXPKj1P0dSICcUo84yKU3/Pq5kkdZI0TcKfrMfCCXsrmMQbbyLf9re7xkJheaQzFsr/zXtayC9GorAwPVN3L7uMCnWclxZX+bXXjgkHW7hejZc5zRIutvBpA+FpF1u4xIVDkjYx4dERltCejhIL9FuPngp0XWD30rct1E+CqZ62pwdtNAUcLCqkqJGkhkd6NIh5hAYSx1va8Nqiqwt18E8VBkzpsa/qkyuQDa+Inm3Bs6Iv2Irput107aMWWMoEn4L+McCk3MzB0s3n7R2uD04DPn0eruMjRyG+PAOABx98kJ07+4ODP/DAA2itGR8fZ/v27VSrVW688UY+97nPsX79+hW91HLZc/8dHBzsk7/qVa/ixz/+8YqeqxdnlTSZmZlBKcXoaP9b6+joKBMTS/uBTkxMnHB8UC815vDhw0se86677uITn/jEaX2GAP990384o/0jnBwtK8FPCy/np4WXh7K0arC9doCr6/u4qraPq2v7eFn9ABndZGf1GXZWn+k7Rl2mOJxaw8HUWg4n13IoNcah5BiHUusYT65CiZew29RZgGVcUqpNSrdIqTZp3SKp2qR0m5RqkdJtkrpNQndI6o5fL90PZDHtEjMOcb9OaKevH9fdtm2Uv25wflGyc0zf/Kbzdv4z1XEDzU3cPpugows0zRAVPUKJEWZFkQOigLvwd3Ny5+lzBtHRiIqDbChkowFHvBUanbW7JMpAAuKnRugMt6+n0DwD66fjkB/BBDx4+exuMKAMuAbhaq92NLga4RpQfh1sC2plaLuaA26GA+4mcDceZ2pnyNJkWJQZpsywqDAsygxRISca5GmQFw1yNMiLOjma5EWdPA1sobGFZpgawwtt50XfKbr1AqvuCxEKSZUUdZGiJlJUSdMQSZxT+OfuEOOYHGJCDHJMDDEhh7xaDNIWZ0Y0CKWgoxFtF6F6Jwf9k4L+CQcsPaE4zsRkUZ+esTqcoHQS5yhm3BI4U/02N1+n7rvXHpGSI8cl912gBJQwxsKYNEanMCZNUqf9fhptUpig78uMSWJMAkzcq/GDfJ4pBJhMzNdjcS/y8wrgumd/wH/45tdW5FjHw/Qdb0dcfRsYz13Fc0PpbevuNvwYIqge9xU/5oilmchoJjKSx1iNMKv8fT1yIdjP0g5ZVSOj6qTdOmldJ6WaxHUbW7eJ6Q4x42BpB8s42MZBGhfQCyz0tBcoWrRQ1HwLPI9MCEhfLfBIX39bQMB2LfZE6NIUkLDqrFs3JwgZtnOKIChO9aQjL6BXh37E2ycfEyHEoUOHGBvrJ3YOHDiA1ppPf/rTfOELX6BQKPDRj36UW265haeeeop4fGWId2MMH/rQh3j1q1/N1Vdf3bdt7dq1HDp0aEXOsxTOyQxyoRuEMeaErhHLGX8qx/zwhz/Mhz70obBfqVROifXaWBzmv888xNEjR6hX+y1KYvE4q8fWsGbtGtasHaMwUIzcPo4DYwzl+XmmJ6eZmZxiemqa+bnSIhcbISWDgwMMrhpmaHiQgc1XURx8dfiDO6IVsfJhkjPPkph5jsTMc8TnD2LXjpHRTa6sH+DK+mIfOiNtnNwYTn49bnoYlRpCpQZRqSFcv/b6gxj7fDx4zgKMRrgtpNNEuE2k00C6TYTTRPr9oO3VjZ6xgbzR0/Zrt4V0W4jjpU+8AGBkDCP9jBt92TlET0aOIDuHAD9ifpCJw4u0L/otl0Sv4TvhmHg8w6aB85dS+0x13Nvf9Md893/s5vIdDg73oRpNLJPGFhtoNVo0202anRYtp01TtWnSoSHa6BOshltGkjVJCiZFzqQZ0BkGyVIwaSwkrgDX8lxFHAmOhLb0/eK1pt1xcdttpNMm7nRIum1STpOM0yLlNLGVQ+B3XRcWv0jl2J3MsTuZ52A8hay5yJoLL9QRxrBZO1wrFKuTcZKFPImYTUxpbKWwlSKmXCxXYbuKmNKMtzO4PdHjhFeBWOwJbxa0e2MCeF7uhC/aCuO9mANXfX+CijB4topmxV1gYmjiGN+fH1IkSDGKxRo6RlIxFh0EJd/PP9Fbi6BvSNMhQ520aJCgTYwOnrF0G1t0EHQQoo2k7bXp+G2naznS4/SzdK1Z7GAi6Ubu8NrGBE4kFsbE0Nh+Hevr+5FOMMbGEEObJJok2iTQJNAmCcR6/Pghi/b92heSDz0yEcTBMaFq2OC7dHWEoSFcGqJJUxymLl2vj6YhXJq4OJwGERcHZQRtY9PEpmVitEy3bpoYbWNjTGD5IgkpEuPbxImumXqwzf8U3QQTLFyH7bYz2bMQL26ZOFP9dt3Gzfzn/3UP5c4c2Z1fZ7LyPDU3jU6+korTptwpU3XL1FSVuqnjiI5vpVQFefKJ4FIQWNgigS0SWCSQYYljdAzHNbgdB0u1SZoOGVpkaZGjRV40ydIhiGVjHHDmJO26oB236MQlWvRzk0ILbGUjRBqdKKBjOZTSXrwzR+F2HJyOH/+s4zAw3aKa7GqyMDyU75NlRM//iAj+40FZXswmJUBL4xEEMpAZdBDDSUDT/CPDR+4/rft3utB4U/e+by0IDrQI58k89gSQpj+2UxDLKIirFMSBCii5oO3FWfJcrywh/OQ7niyMw4T3JOv2u0VANyYTwX7eP4UUEstvu8ZCaYlrJEpLHGXhaomrBY4SKO0pQ+Fbr3WdwghjkIV/TeAsBiCwpEvMcrEsl5jV8dMgO16RDpbscYUSXgB2AUip/ev3ZcKE2wK58PW18NuBLLDqs3TtvL7D9SGW9qw+zsd5l4lms7nIdUVrT9988YtfDL1B7rvvPlavXs0PfvADbrvttpMe98c//jG333572P/yl7/MO9/5zr4x/+k//SeeeuopHnpocbajVCp12sk+loOzSpoMDw9jWdYiq5KpqalFliIBVq9efcLxq1evBjyLkzVr1izrmIlEgkTi9CfB8Xicd//62zHGUCqVOHDgQFharSYTBw4wceAAPwNyuRybN29m8+bNbNy4kUKhcNrnvdjRaDQYHx/nyJEjHDlyhPHxcVqt/jSjNpDP51m3bl1Y1qxZc3K/wtXr4YpX98vcjpfJqHQQ5g7C3IFuu3QIodrEyy8QL7+w9DF7kchDeggyqyCZh1jKUyh9ddBOd2W25xfbnVwH1UKZ39YuKAe0A6oDyu1vq47fd8Bte2lanaZX3CY4Lc+UL5D3bnca59AvUiy4P0n/fvj3yU569ya4R0HfXthPeFmVrJjfjoEVX6LEurW0veDD0vZLzIuy373blzzOVMdtePko7/qD15IpJJgrDfLkk+/BmB+wfv1vs21rfxwDYwym6eLUOpRnSsxOTTM3V2KuPMdctcx8o0y5XUMbhwYODVHlWDDvxXv5K5oMgybLoJtlyOQY1FlS9K5CSPxIsmDnTvqkKuAly7nF78+jebInq8QhodlvxdkP0AGmT+RO6a+F5TrY+BYhy7qLKwOBIYYiLlziKL/dreNoMkKSkxYFGWPAijNgxRmKJRi20wzH0hTiNklLelmPpAgzTgTZJnSriZqdwZ2eQlXKoFyMckG7GKW8tnIwygHXxbh+33VAK4xROMbg9GSj6GadUASZKDDai1UUbEP7wQiD8d1xXtuXB6vOvqy7/4WBhXol0DVJvwwu2qMLA7i2jWvbOLHYkrUb89uWjbIslG2hLMvr++2l+lpKzFkKWH713jzwqrNy7JPhTPVbNp/mt//z63Gailjq3/HEz95FpfIzkskn2Lnj6yQS/ZOltmoz15xjsjLJ+Mw4E/MTTJQnmK3NMteco9wq0zItOlaHjvSKK11c4aLDANQKxzRwzHGewTahXqsDs30bLTheEFnXL0tCAVVoH4fo8VUqGfiH18I/vHa5a/4r8yQNAzuL7oQ/mMgLE0ze/dgcIsj8FcO2YthWnLidIB5LErMTnlzGsIUdZgmzpOX1jcFqzmHXppH1aSzleCmLjfaygmkviKplFLZWWFohtcLSgYtvEDTaYOMFXZZ4LqtBEGmboG3CYNJBkGrvCWJCWRh0Osw21iPr2efCSjVw+nCxQmq97ZdOWMf6+p6jUeDSY+OSwCHb07f9dsx3d7L7rDVXChvsGWK/eoEQaEIs203mfGF4eJhSqdQnC+bkV155ZShbtWoVw8PDvPDCMuZdwM6dO3nyySfD/sJ5/fvf/37+6Z/+iQcffJB16xa79M3NzbFq1dkjv84qaRKPx9mxYwcPPPBAX8rgBx54gDe/+c1L7nPDDTfwwAMP9MU1+d73vseNN94IwKZNm1i9ejUPPPAA1113HeDFTvnRj37E3XfffRY/jWfdMjg4yODgIDt37kRrzcTEREigHD58TqVshAAAIABJREFUmGq1yu7du9m9ezcAxWKRjRs3smHDBjZu3EixeGlaoiilmJycDAmSI0eOMDc3t2icbduMjY31kSQrFijOjsPw5V5ZCK2hetQjUOZfgPq0X2YWt7UD7YpXSgdX5touBATkTjwNsYxfpz3l3LetR7bk2JQn6yWO7MSyA0hFuDCRKXiTksGBG7hy+2f4xTMf5MUX/2+SyTEuW/+ecJwQApGOkUjHGBnJMHLl4geXUopyuRym/J6ZmWFycpKJiQna7TZzosYctT473Wwyw6r8EKuyg6zKDDKULjKYLmIJCcb4c27PssQY0JUqztGjuDMzuPUGsy3FlLKYkkmmE3mq8RSDSvOrykG5bSbQTGJAtVEYWsKiJSUtaXnFsmlLm7bovrqePFxeN6OLJQQJCQlpiAtNXHh1TCgs43tza+8V0dIOtlDEQyLEJeb3bTSWJclmsxRyOYqFAkOFQYq5HIVsllwqRUx4mV5sAK19UkNhXOURIG4D4zgYx0G3Ozjj47T37aNz8ACdQ4fRpxgT4qR3IQh64N2SnhVGCJf3ettBdqreInuyVgm7KwsIZymX3j88rvdtKGyUsP34Al5gQO+uerEFNBLt19CN29BlxvzVRxPYWnj/cwvrYIzwXQ2EUX4mHBXKpB9HKSieO4H24zAZ7LZGtNpgWqE8yHThnUef8nTV4GVmCooRAm1JtJCL5N53J/raYS18SxO/Hv2VsxvY72zDsiRWVgIxrr3myzz2+K/TbB5m91P/nuuvuw/b7k5SElaCNdk1rMmu4RVjr1jyeI1Gg7m5OWZnZ5mbm2NqaoqJiQlmS7MooUISxZVeMbYhU8yQyqdI5VNkshky2Qx2zEYbjTIKbXS3uG105QiqfATRrtJotpls2kx0kkyoPFNmAI0kTYcsDUaScwyl5xiKl8mKpk+Uej8N45Olxk/51Js6PQgMHGby9e2LgpTpQgfWCQKJhdQWKBuhLISyQFloR6KUjVIxlIrjmjjKJNEqgXbjKDeBVjGUm8B1Y4AknYiTz6QZyGUZLOYZLBYo5rMM5NMk4zFsW2Lb0ouAoV2/KO/9TLv9C0uNOZh+Dmb2wOw+KB9ZcZLV4Fvj9Ki6wEKiL59tsCAmZLcve9rh9gVjgn0WtbvHNYDSNo62cVWsr1bKxtUWSguUttA6+CZNz7UGR/PujQjiqdDVdUE8KdEXQjUIequ6MaOCfhBO1W8LP76UQJNCk6aNoElgTdg9btdq5FS/B88pK4gbY/lkysJ+kHcssJhb/EnpaSfFBek0dMHiuuuu4+/+7u/6ZDfddBMAe/bsCQmN4P1vw4YNyzpuKpXi8ssXz+GMMbz//e/nG9/4Bj/84Q/ZtGnTkvs//fTTITdwNnDWs+d87Wtf413vehd/+Zd/yQ033MBXvvIV/uqv/opf/OIXbNiwgd/8zd9k7dq1YSadhx9+mNe85jV86lOf4s1vfjPf/OY3+ehHP9qXcvjuu+/mrrvu4m/+5m/YunUrn/70p/nhD3+47JTDZyuyu+M4vPjiiyGJcuzYsUWuJ/l8vo9EGRwcvOhIFKUUc3NzTE5OMj4+zvj4OEePHsV1F08xhoaGQnJk7dq1jI6OYlkXsHIyxkuPXJ+BxgzUpqBT8602ei04mkvL3Fb4Qt2tw4Mv3iZjXnpqK+63Y10rCmn3WFX4sl7rjcCCI7DsCOV+u5fwsFP+gzvChYALLbvEUjh0+Mvs3/8ZQHD11X/K6MjtJ93nZDDGUC6XmZiYCEmUycnJJQlWACklQ0NDjI6OMjIyEtaFQuG4KcCNMehajWOHjvLE85M8caTMk3Muz7Zs2v5Eebg5z//24hPcdvhRxur9a7waQduK0bLjuNLy0joajSUgsWqI1JoxxNoxplcNcSwe43CjQaXZPON7c1owBkupbnEVtuNQqJQZnCtRnC9RnC8TX5CCXQtBLZuhks9Ty2aQGQe72MQuNon5NTGD8ZdQjQXY4LTjtCtZOpUs7WqWTmsQVw8iUmlEMumVRCKskTJ8BvbWJ5L1yk/UXogTufAeL6W40aCV6daq2+8awQjfgMZ0520KtGs8f6vA5Nz4a+dhXy6oe7Yb3yC+tw63h2vv4XfsETRerIdUSpLK2aQzFqmMFdbJlPRN0o1P4HiTGIxGajeUC+X6x/JJHK0Qutv2b0YoQytQityvvJ7UMtM4Xgz6rdE4xGOP/zqOM8fQ4Gu45pqvIOWZrzS3220mJyf79Nvk5CSOs7Qrazab7dNto6OjrFq16sTWtm6H9vwxnj44zs8Oz/LEsTaPz1hMtj1rvTgON8un+E3rAW6UvyAmumvyBj/IpyVQMnCb8FJci3geUViPKVzGlDvK4TmLw0eqHH1xAqM12rLRiVRYlF9zvHc6rZCdFrLd6q87rTCY9skg0dhSExMaWypsocjF2qxO1hlJ1liVrFFcIh5Fw7WZbaeZ66RpS4nIKchpKGgoKEgYtBReQGbh1wpUxcYtx3DnbdxKAtXIo0UGbM+S1thJsJNeLWNdFybtOcZ5P1cvcbPRZpHMUyzBdxG8CwaVWVLHiV7yhIBXCSgbf5sUCCERQnjPRp98CX/SPT9nrfHc9ozw9ZtAa4HWoJXo6jjdYw8kAlsYyyd7LIQIkrZ3twssv907Lohk0rMN0fO5gjw2ilgM0nmLTM4inbVI5yzSWUkqI4nFBVL6QfxFN+xuSOAIhTRBMHDXI6uFRuhuyHFBl9Tx9KDy5Lk1sOO3lvU/CWc5e85FgJ///Odcf/31TE1NMTAwEMrf8pa3sG/fPr7yla+Qz+f58Ic/zIEDB3jyySeXnZloKfzu7/4uf//3f883v/lNrrjiilBeKBRIpbpWeRs3buSTn/wk73rXu077XCf6Ts46aQLwpS99ic985jMcO3aMq6++mj/5kz8JUwT98i//Mhs3buTee+8Nx//jP/4jH/3oRzlw4ABbtmzhU5/6FG9961vD7cYYPvGJT/DlL3+ZUqnErl27+PM///NFAWGOh7P9QA/QarV48cUXOXToEIcPH+bo0aPoBWlVs9ksGzZsYP369aEZUz6fvyCIFGMMlUqFqakppqammJycZGpqiunpaZRabBiXTCZDciSo0+nl+8hFiPBSwcUwqTDGsGfvHzI+/ndIGee6V/wPisWdJ9/xNNBut8OV2mCSMTU11ZcxoxfxeJyRkZGwFAoF8vk8+XyeTCazJKHScTU/H5/nuz+f4H/+/BjHyp6r4Eh9jlsnn+LWY7tZNf1idwchkPk8aI1uNEAplJQ00mlq2Sy1XNars1kq+Tz1TOa4rhF2p0O2XidbrZKrVslXqqQaDRACJx6jE4vjxGLddjxGx45hpB9/B48csV2XmOMSdzrE2x0SnXZfHe94ZeHTw7UsZoeGmF61irnVA3Q2GjLDs+TzU+Rys9j24gmd4ySoVoeoVoepVoeoVYdwnOO4DERYcQSOCvikSkDQiKUIlwXESzemwMIxC+UiPNNC8icc62/7lXdcx8tfvXFZ134x6DeAcvlJnvjZO9G6xdiat/Oyl336rLx7aa0plUp9ZPHU1BTz80tneBFCMDAwEBIpg4ODoX7L5/NLTj6MMRwtt/iXZyf59lPH+MmhOYyBBB1eJ5/kN7OP8irncezeDFrxrLdY47bAbWKAOmnmKFCiyBwF5igya7zSlkv//qVRFEyZQT3HsJljyMwyZOZIqBYdZdHWNi1l09Y2bWXT1hZtZeEay4vDY8CWXkrfuKVJSEXSckhZ7pK1LRdPW2bbKcYbBY408szEkugRTWZ1g8zqJon8Yv1mFDTnkjSmkjSmUzSmkrTmE/7vIMLZh0DIHhLFLCRgvBISM6HM295P5ASyfgLHa/dEdAnMr5bYtmrDMP/7x9+47Kt/qZMm4HmGvPvd7+7LWlupVPjgBz/I/fffj5SS1772tXzhC1/oi0ElhOBv/uZvePe7373scx1PL/ce55FHHuGNb3wjR48e7SNSThXnnTS50HCuSJOF6HQ6fSTK+Pj4kuRDPB5neHiY4eHhkEgZHh5mcHBwxa00XNelXq9Tq9Wo1+uUy+U+gmRhDJIAsViMkZER1qxZE1qSDA4OHnf1N0KECF1cLJMKYxRP/fx3mZn5PrZdZOeOfyCT2bKCV3qic5tF+iggbReSz72QUpLL5cjn831kSlCklCilefboPA/vm+bRAzNUmh0khuFWmWsrL3J19UVS1RKdeDwkRmrZLI10+oQxIyzXJV+pUKzVKDZbDHTaDChNxraQyRQylUSmUohUGjCYVgvdaKAbTb9uoOt1dL2OORPrlWwWtm+HK7fjbhujs65OW+/B6TyDqw4RpFnsIoFlbcKSW7CsLVjW5Qix6oQB109WB+1e+XLavfuerN17XSfrn6xorRf1lVJorU9alFLh2KB9IllQXNftG3ch46brfoVb3vzqkw/k4tFvANPT3+epn/9HQLN50wfYtOn9K3ORy0BAFvfquMnJSZon+e2nUqkldVs+nyeVSqG1Zqba4uF9Uzyyb4b9U1UEhiRtrpUHeXXqIJe5h1EGyuSZ8wmSEkU6nDjDRZEyI2KOUavCiF1nNNFmKKGxEknPGiPuFyvuxWHrNKBT9y1269CuQ6cK7ZrHXJwGDJJ28XJaA1fTKG5jPp+mbh2lrffS0fswLI4jY5kRbLMBmw3YZgOWWYtYKgisMb77H4TWEAvagctgqLf8GGq9boOit42/X+D6GR6/57heMzx23/XgW6V4jR791mOlYgzGjyFljOnWQTvsa7TSGK3QSqO1QiuFUcpv98uUUmjlol2Fch20r7O06/i168mVQrkuynW9bY4T9pXfv5CRzF7G+776pWWPj0gT+M53vsOdd97J008/vey536FDh9i6dSvPPPMMW7duXdHr+fVf/3Wuu+46PvKRj5zRcU70nUT5V88h4vE4W7ZsYcsWb9LhOA5Hjhzh8OHDHDt2jJmZGebm5uh0Ohw9epSjR/ujJ0spGRwcZGhoiEQigWVZ2LaNbdsnbDuOE5IiC+vjkSIBhBBLmscXi8WIIIkQ4RKHEBZXX/V5nvjZ/0ml8iRP7v5tdu74x0WBE8/OuQXFYpFisci2bdtCuVKK2dnZcJIxMzNDpVKhUqlQq9XQWlMulymXy7z44osnOIOHXUA4T4gD+SRPc/yHuaUUmVqNXLVKplYnW6uFJVOvI5dYhziTZIYikUBms1jFYk8pLOgXsYtFZKFAOzFPVe6jXH2c+fn/j1brRS/SZA+SybUUCzspFHZQKO4gk74cKaPXgfOJgIDpJVKOR7CcjHxZDnGzkPTR2ptMKR2M97crhdKa9duGz/ctOitYtepXuGLbH7Jn78c5cPDzJJJrGFvztnNy7kQiwfr16/tWYY0x1Gq1PiKlXC5TqVQol8u4rkuz2aTZbC5KmrAUNgOb+3gQi93O5exmidhv3hWQp8Yg8wwwzyBlv11miBIJHG+uHgSkPfEr5MkhJCRykCxCehBSg8epByA9iBOzmHdepNx4mvnyY1Qqf4sxnb4AVFKmKBReEeq4fP5aYrFzt0AaYTGMMeiQZOkSKUq5IcGi3W5bKadP7jqOv78vU2oBWeP4xI6LVt45AtLH+CRQsF9vCWQjx4mREeH4eOMb38jzzz/P+Pj4srOZ/fM//zO/8zu/s+KESbvd5tprr+2Lh3o2EFmanENLk+XAdd0wcM7MzAzT09Nh+3g+sWcKKSWZTIZMJkMul+szex8eHj4jP7QIESIsxsW0EgvQ6cyGgRNzuasWBU68UKCUolarhROMgEzpLcYYpJRYlrWoFlJSa2tm6h2maw4NJaiaBFWTIJbKc8OVG3jTzs1cuyaLmp3FnZzEmZzEnZjEnZnxss74q36wsO6P4yFiMaxcDpnJInPZxe1sFiubRcSPv/KrdZtK9WnK848xX36c+fnHcd2FJv+SbPZlFIs7wklEMrlmyeNFiLASuNj0G8C+/Z/l8OG/RAiba6/5a4aGbl6R464kjDG0Wq3j6rZKpUKr1TqufpNS4mqYbbhM1TqUW4q6iVM1CZoixcs2rOG26zdzy1VjZE0NKse8APqVY1A56lmLsEC39bW7MToQwiNDEjkvG2Ey77cLPe28F1z+OKb33uc9wvz8Y8yXH2N+/jEajX2LxsXjqzzdVtxBsbCDbHb7isSniRDheIgsTS5dRO45C3AhkybHg9aaSqUSWqO4rttXgtWmpdq2bZPNZslkMkvWyWQyshqJEOEc4mKcVPQFThx6Lde8/CuXtHWCozQP7Zvh27uP8b1fTFBtd5cy1w+m+NWXj/Gma9dw5ZpzF4PKcSqUK0+EJEmlshut++1YpExRyF9LobjTJ0legW2fPEB6hAgrhYtRvxmjeeaZO5mY/CaWlWHH9f8vudyVJ9/xIsbBmTrf3n2Ubz91jD2T3TTFCVvy+u0j/No1Y7zuihFS8XMTvN8YRa22xydIfkp5/nHanclF49LpLRSLOykWdlAo7CSVuuyCiAMY4aWDiDS5dBGRJgtwMZImESJEuHRwMU4qoD9w4prVb+WKKz6JZV36D/qWo3hw7zTffuoY3392kkan64u/eTjDr12zhjddO8bW0ZUlJ1qto/4q6+OUy49Rq+2hJx0XALHYoD+B2Emx+MpolTXCecfFqt+07vDkk++hNP9vxOMjXPeK/4dsdtvJd7wEsHeyyrd3H+VbTx3j4EzXny8dt7jlylF+7ZoxXrNtmIS9cgSKUk0qld2hJUm5/DOUqvWNESJGPnd1Dwl8PfH44IpdQ4QIp4OINLl0EZEmCxCRJhEiRDifuFgnFdAfODGVvIxt2z7O8PDrVvQcFzKaHcW/PDfFt3Yf5Qd7pmi73QCe6wZS3LhliJsuH+aGLUOM5Jb/EmSMpl5/vjuBmH+MVvvoonGp1IaQICkWd5JKbYxWWSNcULiY9ZvjVHj8iXdQr+9FCJv169/Dpo3vvyDdEc8GjDH84miFbz91jG/tPsr4fDcobSpm8cpNg9y0ZYgbtwxz5VgeSy5f93Q6Mx4BPP848+XHqVafxhi3b4xlZSkWrg9Jknz+GiwrytoV4cJCRJpcuohIkwWISJMIESKcT1zMkwrwiJM9e/8b7bYXiHDV8C1s3foxUqm1K36uCxm1tsv3n5nkW7uP8uDz0ziq/3G6dSTLTZcPc+OWIXZtHqKQ6lqAKNWiUnmKcjlYZX0C16327S+ERTZ7JcXCDorFV1Io7DgnQXgjRDgTXOz6rd2e4rk9H2Nm5vsAJBKr2br1DxhZdftLiqA0xvDki/N8+6lj/M+njjFR6Y/6WkjFuGHzEDddPsQNW4bZsioT3h9jDM3mIebnH/f122M0GgcXnSORWE2hsCPUcdnsFQhxbtyBIkQ4XUSkyaWLiDRZgIg0iRAhwvnExT6pAHDdGgcP/SkvvngvxrhImWTTxvdx2WX/HikTZ+WcFzLqbZefHprj4f2z/Ou+GZ45VumLlSgFXLHK4eUjE2wrPsXa5I+Jy/7UmJaVoZC/LgxomM+/4iWzwh3h0sGloN8AZmb+hT17/8jLQAUMDryabdv+G5nM5rN2zgsVxhj2TFZ5eN8sD++f4dEDc31xngBWZQzXrpnnyqF9bMw8RN46uCjGayazLXQnLBR2kkyOvaSIqAiXBiLS5NJFRJosQESaRIgQ4XziUplUANRqe9mz9w+Zn38UgHR6E9u2/SFDg68+q+e9EKG1S6N5kFr1WcZn9/HowRKPvxjj6el1TDZG+8YKNCPpeTYNOVwxmuWq9Ru45rIr2DKSJ2ZFgbkjXLy4lPSbUi0OH/4yh1/4S7TuIESMDZf9X2zc+L6XpNtIuz1NrfYc89XnePLwUX56WLF7YpDn5zfi6v5YSplYnQ2FGpePxLhybJRrNryMq9auoZCOYi5FuLgRkSaXLiLSZAEi0iRChAjnE5fSpAK8VcjJyW/x/L5P0+lMAzAy8ka2Xv6Riz69rTEKx5mn48zhdEo4TomOM4vjlHA6c35/jk5nmkbjAFp3ljxO3Wxnf3UXz85t4cmjBaZqSw4jZgm2rMqybTTHFatzbBvNsW00y1gxFZEpFymMMUzX2hybb1HvuLQdTctRNB1Fy2+3XK/ddpTXdzQdpXGURmmDowxKa1xtcJXB7Wt7204FUggsKbClQPq1FRaJJcCSMpS/+6aNvHLj8gJwXmr6DbzsYXuf/yNmZ38EQDIxxrZtH2N4+JaL2lLCGINS9VCP9eq0QMd57TkajcM4zuySx1EUGW+/mj2lq/n51AjPTdqo48wuVueTbFud44rRrp7bNJwhl4zIlIsVjY7LeKnJXL1Dy/V1mqM8Xed2dVpQNx1F21W4yvj6zddzvi5zfLmrum3D8qergl591i32grYUAtsSbB3J8cFblh/0OSJNLl2c6Du5dPNFRogQIUKEcwIhBKtX/zuGh1/HgQOf58Ujf8vU1HeYnf0hmza+n/Xr342U8RU7X6t1lFLp3yjNP0q9thdtHIxxMUZhtBu2tem2gzq4XpAIIf26ty9CuTEOjjPPwow1J4JlZchmryCbfRnZzMv89hWL0v7O1NrsnaiyZ7LK3skqeyaq7J2sUWu7PDdR5bmJKuzujpcC1hRSrB1IsW4gxbqBtF+nWD+QZnUhGZEqZwBjDLW2S7XluRwkbEncliRsi5glTjgxDkiRI6WmXxp97fFSsy9g8MWIN1y9+nxfwnlFOr2Ra6/5KjMzD7B37ydptY/y1M//I0NDv8y2rR8nnd6wYudSqkm5/ASl0r8xX34c5dYwxl1Cn3XbWgf6TXMindbfB9ctH5foXRqCdHqTr998PZfdvsjNpuUoDkzX2TNZYc9ELdRx4/NNJiotJiotHtw73XfkQioW6rSufvPqtQMp8hGpckZou4pK06XtKk+3WRaJmCRuSeRJAvoGpMhS+u1Iqcls/VT+hy48vGpThw+e74u4yDA7O8v27dv5yU9+wsaNG8/puV/5ylfy4Q9/mLe+9a3n9LyRpUlkaRIhQoRzjEtxJbYX1eqz7Nn7ccrlJwBIp7cwPPTLpDNbSKc3k0lvJhYbXPYKrUeSPEpp/lHmS4/SbL1wNi9/Sdh2gVhsgHhsgFh8yG8PEov7dWyQTGYLyeS6cEJyqjDGMD7f9CcY3kTjuYkq+6drdE4y6Q5JlWKK4VycfDJGPhUjl7DJp2LkUzb5ZIxcstvOp2Jk4tZFu1JujKHtahodRaPj0uwov61oOm7YbrRdKi2XStOh0nKoNF2vbjmUm16/2nLQJ3gb6iVRErYM+x1XMz5/clJECBjNJcklbZIxi2RMkoxZJGyLVNwiacs+eTJmEbcktuWtiNqWxJKCmCVCCxBPLrClt+1UvkVtwNUabUy42qtMsLrb7bvaoJTmtVeMsGl4efF1LnX9plSDg4e+xAsv/DXGOEgZZ3Tk18hktpLObCGT3kwyuR4pl7cuGZIk849SKj1KpbIbY5yz/Cn6IWWCWGzQ12mDxGIDPTrOkyeTY2QyW8/ILanactg7Weshir16OZPufNJm3UCasWIy1F/5pKffckm7R+b3ffnFTCY7ytNvTV/HebrN13Gdro6rtbv6rdzs1XVOqPtOpKNiliBuSRK+3gnIFEsKpqvtZX8/w9nEIj2WjEmStkWiV257hE3Mkj16zNNlvTrN03de/xQSNWHA02E6sMQL2kvrvFXZBLe/fPlWsZGlCdx5552USiW++tWv9snvvfde7rnnHvbu3UuxWORtb3sbf/Znf3ZKx/7617/Oxz72Mfbv38+WLVv41Kc+xR133BFu/6d/+ifuvPNOnnvuOaRc2d935J6zAOf7gRshQoSXNi71SQV4KXSPTdzPvn134zhzi7bbdoFMejPp9GZ/orGJdHoLqdRldDrTlOZ/4q20LkGSCGGRy72cgeIu8oVrsWQaISyEjCGFhRC2X3rbtkdmCAFG4z36tL86azBGY9DeNgwYjRCWR5DYBaQ8f6ucWhtmam1e7FnZG5/vX+k7GalyIiTsYALfrRPhi263TtiWZ9osPJcOKcDyTZw9dw/P7UP6YwC0MWjj17qn7b+sauO7CGhDR2k6rl+Upu23HdWVBdtbjqLhKFb6DSZmCQSCjjq1+ykErMkn+yyAelfLVxeSxO2Ld/J2Kngp6DeAev0Ae/f+IXOlf120TYgYqdQGT69ltpBObyKT9khjKRMhSTJfepRyZTfG9E9KE4nVDBR/iYGBXSQSo4t1muz2Zc82hMT7URjfCkXj6blA32kCfQcG284Tjw8iZeq8kqe1dmDJ0Fik2474bh+ni5glSNjehD3Ro8s8fSf7tsUsuUiPSUG3Lft1XajftAnbShtPp5l+/eYqQ7tXxy3QaU6g85Tnptd01KKMbGcKISBuSTpKn7LuDEirhZaO6wbSrB1I9WWHu9TxUidNms0mY2NjfOc73+GGG24I5ffccw+f+9zn+OxnP8uuXbtotVocOHCAN73pTcs+9iOPPMLNN9/MJz/5Se644w6+8Y1v8PGPf5yHHnqIXbt2AaCUYmxsjHvvvZfbb799RT9bRJoswIXywI0QIcJLEy+VSQWA45SZmvoO9fo+6o39NBoHaLWOcnyXF4lnYt4vy+c9kqQ4sItiYccid5eXMrQ2zNS77iGleodqy+mzrqiG7a5spV/IzyfitiQdt0jHPMuNdNz2a4tM3O6zrglWp4NV6ULPtmTMS3eqfRInIG7arvLrfpklBeuKLy1S5GR4Kek3Ywxzcz+mXP6Zr98O+rGNWifYa7GO80iSXQwM/BLF4i5SqcsuWguws4F62/XJlAYT5bav35bWa4Gs3lHn+7JXDJYUPbrNIhW3PX0X96w5AkubQmqBjvMtCwN5Nm4jpcD4VmRL6beg33Y0jm+F8VIjRU6Gs0maGGNous2VutRlI2Uvnzi9//77ee9738v0dNfFrlQqsXbtWr71rW/x+te//rSv4x3veAeVSoXvfve7oewNb3gDAwP2sycvAAAgAElEQVQD3HfffaHsPe95D0op/vZv//a0z7UUopgmESJEiBDhvCAWK7B27f/RJ1OqSaNxiEbjAPXGARqNAzT8CYdSDUCSz11NcWCXR5QUd0YkyQkgpWAkl2Qkl+T6ywaWtU/g2lJtuV7APv9FueX4L8yut9rZ9q06glrprtWI6rEeUb71iNYmHAP+iq2/Uhu2ey1V/HawApqwPZPtuO/+Eu9pJ2xJ3LKI+yvEITkS8yxgVvqeJqUVkigRIiwFIQRDQ69haOg1ocwYTbs9Qb2+v0fHefqt3Z4ANIn4qEeQ+DouldoQkSQnQCZh+0Gxl/8ccJWv39xuQNIgCHNAfrYW6LggIKlnHbLYKq7bNhjjWW4speMs4cVBsnw9J4QIXWDitqfDPAuYQM9Zi3ReOiRIPJeZlfz/CK4nZklIrNhhI6wAmm6TXX+/65yf99HfeJR0LL2ssQ8++CA7d+7skz3wwANorRkfH2f79u1Uq1VuvPFGPve5z7F+/fplX8cjjzzCBz/YH2Hmtttu4/Of/3yf7FWvehWf+cxnln3clUBEmkSIECFChHMKy0qRy20nl9veJzfG0O5MYluZiCQ5yxBChD7nESJEWDkIIUkmx0gmxxgaurlvm+vWcN0KicSaiCQ5y7AtyUBm5QKQR4gQwcOhQ4cYGxvrkx04cACtNZ/+9Kf5whe+QKFQ4KMf/Si33HILTz31FPH48n6LExMTjI6O9slGR0eZmJjok61du5YXXngBrfWKxzU5HiLSJEKECBEiXBAQQpBMvLSzdESIEOHShW1nse3s+b6MCBEiXKBI2Ske/Y1Hz8t5l4tms7nIdUVrjeM4fPGLX+TWW28F4L777mP16tX84Ac/4Lbbblv28RcSysaYRbJUKoXWmna7TSp1+sGpTwURaRIhQoQIESJEiBAhQoQIESKcRwghlu0mc74wPDxMqVTqk61Z42UfuvLKK0PZqlWrGB4e5oUXlp/xcPXq1YusSqamphZZn8zNzZFOp88ZYQJeNKoIESJEiBAhQoQIESJEiBAhQoTj4rrrruOZZ57pk910000A7NmzJ5TNzc0xMzPDhg0bln3sG264gQceeKBP9r3vfY8bb7yxT/b0009z/fXXn+qlnxEi0iRChAgRIkSIECFChAgRIkSIcELcdttt/OIXv+izNtm2bRtvfvOb+b3f+z0efvhhnn76aX7rt36Ll73sZbzuda9b9rF/7/d+j+9973vcfffdPPfcc9x99918//vf5/9n797joyjv/YF/ZnZ2N5uQGyy5R4IYINxqIIABESiSYBDo6cEWRSx4GqAHBLTxCAq1hVOoKBy1Viu8UvhRJEgVKpwXBEG5RAFBLAfCJaKwBoLhlpAEsveZ3x+7GbIkJJvL7kL4vF+vfc3Md559nmcm+rT79Zln5syZ41GuoKBAfQzIX5g0ISIiIiIiIqIG9e7dG2lpadiwYYNHfM2aNRg4cCBGjx6NoUOHQqvVIj8/H1rtzddVC4KA1atX37buQYMGYf369Vi1ahX69OmD1atX48MPP8TAgTffKFRSUoJ9+/ZhypQprX5tDeGaJkRERERERETUqAULFiAnJwfZ2dnq22vCwsKQm5uL3Nzcer9jMpkgSZL6KM/tjB8/HuPHj7/t+TfffBOTJ09GQkJC8y+gGZg0ISIiIiIiIqJGZWVl4fTp0ygpKUFiYqJX38nPz8fUqVORnJzcorajoqKQk5PTojqag0kTIiIiIiIiIvLK7Nmzm1R++vTprdLuiy++2Cr1NBXXNCEiIiIiIiIiqgeTJkRERERERERE9WDShIiIiIiIiIioHj5NmpSXl2PSpEkIDw9HeHg4Jk2ahGvXrt22fFlZGZ577jl069YNwcHBuO+++zBr1ixUVFR4lBMEoc7nr3/9qy8vhYiIiIiIiIjuMT5dCPapp57C+fPnkZ+fDwCYOnUqJk2ahC1bttRb/sKFC7hw4QLeeOMN9OjRAz/88AOmT5+OCxcu4KOPPvIou2rVKowaNUo9Dg8P992FEBEREREREdE9x2dJk5MnTyI/Px8HDhzAwIEDAQArV65Eeno6ioqK0K1btzrf6dWrFz7++GP1uEuXLvjjH/+Ip59+Gg6HA5J0s7sRERGIiYnxqi9WqxVWq1U9rqysbO5lERHdcTjGEVFbxfGNiIgCzWeP5+zfvx/h4eFqwgQAHnroIYSHh2Pfvn1e11NRUYGwsDCPhAkAzJw5E0ajEf3798df//pXyLJ82zqWLFmiPiIUHh7u9fukiYjuBhzjiKit4vhGRESB5rOkSWlpKaKiourEo6KiUFpa6lUdV69exaJFizBt2jSP+KJFi/CPf/wDO3fuxIQJE/Db3/4Wixcvvm098+bNQ0VFhfo5d+5c0y6GiOgOxjGOiNoqjm9ERHeWq1evIioqCiaTye9t9+/fHxs3bvR7u01Omvz+97+vdyHW2p+vv/4agGvB1lspilJv/FaVlZUYPXo0evTogVdffdXj3Pz585Geno4HH3wQv/3tb7Fw4UK8/vrrt61Lr9cjLCzM40NE1FZwjCOitorjGxHRnWXJkiUYM2YMkpKSPOKrV69Gnz59EBQUhJiYGMycObNJ9a5cuRJDhgxBZGQkIiMj8eijj+LgwYMeZRYsWIC5c+c2+JSJLzR5TZOZM2diwoQJDZZJSkrC0aNHcfHixTrnLl++jOjo6Aa/X1VVhVGjRqFdu3bYtGkTtFptg+UfeughVFZW4uLFi43WTURERERERERNYzabkZubi61bt3rEly9fjmXLluH111/HwIEDYbFYcObMmSbVvXv3bjz55JMYNGgQgoKCsHTpUmRkZOD48eOIj48HAIwePRrZ2dnYvn07HnvssVa7rsY0OWliNBphNBobLZeeno6KigocPHgQAwYMAAB89dVXqKiowKBBg277vcrKSmRmZkKv12Pz5s0ICgpqtK1//etfCAoKQkREhPcXQkRERERERHQHUBQFitns93YFg8GrJ0EAYNu2bZAkCenp6WqsvLwc8+fPx5YtWzBixAg13rNnzyb144MPPvA4XrlyJT766CN89tlneOaZZwAAGo0GWVlZyMvLu7OTJt5KSUnBqFGjkJ2djffffx+A65XDjz/+uPrmnJKSEowYMQJr1qzBgAEDUFVVhYyMDFRXV2Pt2rWorKxUV0nv2LEjNBoNtmzZgtLSUqSnp8NgMGDXrl145ZVXMHXqVOj1el9dDhEREREREZFPKGYzivr283u73b45DCE42Kuye/fuRVpamkdsx44dkGUZJSUlSElJQVVVFQYNGoRly5a1aPHu6upq2O12tG/f3iM+YMAALF26tNn1NofPkiaAK1s0a9YsZGRkAADGjh2Ld955Rz1vt9tRVFSE6upqAMDhw4fx1VdfAQAeeOABj7rOnj2LpKQkaLVavPvuu3jhhRcgyzLuv/9+LFy4EDNmzPDlpRARERERERHds0wmE+Li4jxiZ86cgSzLWLx4Md566y2Eh4dj/vz5GDlyJI4ePQqdTtestubOnYv4+Hg8+uijHvH4+HgUFxdDlmWIos/ea+PBp0mT9u3bY+3atbc9n5SUBEVR1ONhw4Z5HNdn1KhRGDVqVKv1kYiIiIiIiCiQBIMB3b45HJB2vWU2m+ssnyHLMux2O95++211skReXh5iYmKwa9cuZGZmNrlPS5cuRV5eHnbv3l2nPYPBAFmWYbVaYWhC31vCp0kTIiIiIiIiImqYIAhePyYTKEajEeXl5R6x2NhYAECPHj3UWMeOHWE0GlFcXNzkNt544w0sXrwYO3fuRJ8+feqcLysrQ3BwsN8SJkAzXjlMRERERERERPeW1NRUnDhxwiM2ePBgAEBRUZEaKysrw5UrV9CpU6cm1f/6669j0aJFyM/Pr7N2So3CwkL07du3iT1vGSZNiIiIiIiIiKhBmZmZOH78uMdsk65du2LcuHGYPXs29u3bh8LCQvzqV79C9+7dMXz4cK/rXrp0KebPn4+//e1vSEpKQmlpKUpLS3H9+nWPcgUFBepjQP7CpAkRERERERERNah3795IS0vDhg0bPOJr1qzBwIEDMXr0aAwdOhRarRb5+fnQarVqGUEQsHr16tvW/e6778Jms2H8+PGIjY1VP2+88YZapqSkBPv27cOUKVNa/doawjVNiIiIiIiIiKhRCxYsQE5ODrKzs9W314SFhSE3Nxe5ubn1fsdkMkGSJPVRntuVacybb76JyZMnIyEhoVl9by4mTYiIiIiIiIioUVlZWTh9+jRKSkqQmJjo1Xfy8/MxdepUJCcnt6jtqKgo5OTktKiO5mDShIiIiIiIiIi8Mnv27CaVnz59equ0++KLL7ZKPU3FNU2IiIiIiIiIiOrBmSZEt6EoMmTZClm2QVHsUBQnZNkBRfH8yIoDiuw6ryiOuvVAqV2p50lBgAARgiACggYCBAiCBoKgAdz7EEQIECFJ7aDXx0IQBN9eOBEREREREQFg0oTaGKfTCoejAg5HJRyOStgdlXDYKz2PHZWQnRY4ZTOcTtdHls1wOi2QnWY1LsuWQF9OHRpNMIKDOyM4uAtCgrsgOKQLQoLvR3BwEkRRH+juERERERERtSlMmjSTLNtdP7jlatcPbWe1+we4eyub684qaIBeH4WIiIEQRf5JaiiKAqfzBmy2q7DZr8Buu+rat12FzX4VNtsV2GxXYbeXwW4vdyVDZJsPeyRCFCUIgtY9G0SCWLOvxkUArpkggnsLj5khwi1bGYri+gDOWvsyFMUJKAoUd9zhqITTWY2qquOoqjpep28GQ6KaSAk2MIniT6KoRXT044HuBhERERERtTL+QvfSkf97FtevF6lJEUWxt3obWm0HREePRkz0WISFPdhmH8NQFAUORwWs1ouwWi/BarsIm/USrLZLrmPrJdisF2GzX4UsW5vRgghJCoVWCoekDYUkhUGSwqGVwiBJoZCkUGg0IRA1QdCIBmg0Bs99MQgazc19UdRBECR3QiRwZNkOs/kcqqu/x40b37u21Wdw48Z3cDqvw2z+AWbzD8DVzwPaz3uRJIUxaUJERERE1AYxaeIlm+0KrNbSOnFB0EAUDdBogt0/tN1b0QA04Ud2VdVx2O1Xcf78Gpw/vwaGoPsQHTMGMdHjEBLSpTUvxWdcyZCqm0kQNRFSkxRxJUlstktNmhGi0QRDq+0Anc79ce9ra+9rI12JEW0YNJqQgCc4fEEUtQgJuR8hIfejY8eRalxRFNhsl3Gj+ntU3ziDG9XfwWw+V+/6KuQbGk1IoLtAREREREQ+wKSJl1K6vwZFcdRJjgiCrlVmhMiyHWXlX+Ji6WZcvrIDZksxTKa/wGT6C0JDeyI6eiyiox9HkD6mFa7Ge67HQipgs5XBZi9zPQpTs28rg9V22SMh0pR1QLTaSOh1UdDpo6DXRUGvj4JOHw29+1inM0Kn6wCNJtiHV3j3EwTBdc/0UWgfmR7o7hAREREREbUZTJp4KTQ0xaf1i6IWxg7DYOwwDE5nNS5f3omLF7fgatledQ2L7777EyIjBiIqejR0ug4QoFHftKK+cUXQQHRvXW9lkaAo9pvrrcgWyM5qOJ0WOGXXo0ay06yedzhvwG4vh91e5l4v5BoAuUnXIklh0OujbyZE9NHQ6zrW2o+GTtcRGg3X3CAiIiIiIrpbXL16FSkpKTh48CCSkpL82nb//v0xb948/PznP/dru0ya3IE0mmDExIxFTMxY2GxluHQ5H6Wln6Ci4muUXzuA8msH/N4nSQqDVhsJnbY9tO7HYXTa9tDpO7pnibhmiOh0UdBogvzePyIiIiIiIvKtJUuWYMyYMXUSJqtXr8by5cvx7bffIiIiAuPHj8c777zTrDbWr1+PJ598EuPGjcM///lPNb5gwQLk5OTgZz/7GUTRf8sxMGlyh9Pp2iMh/ikkxD8Fs7kEFy/9L8rKCiDLViiK85aP7FrHwr1V4NoKgqQ+TiS6FzutvfaKRhMMUY0FQ6eNhFbbHlpde1eSRBsJUdQG+lYQERERERFRgJjNZuTm5mLr1q0e8eXLl2PZsmV4/fXXMXDgQFgsFpw5c6ZZbfzwww/IycnBkCFD6pwbPXo0srOzsX37djz22GPNqr85mDS5ixgM8UjqNA1JnaYFuitERERERETUShRFgcPWtGURWoOkE71eo3Pbtm2QJAnp6TfXUSwvL8f8+fOxZcsWjBgxQo337NmzyX1xOp2YOHEi/vCHP6CgoADXrl3zOK/RaJCVlYW8vDwmTYiIiIiIiIjuFQ6bjBWz9/i93alvDYVWr/Gq7N69e5GWluYR27FjB2RZRklJCVJSUlBVVYVBgwZh2bJlSExMbFJfFi5ciI4dO+I//uM/UFBQUG+ZAQMGYOnSpU2qt6Xa3ntZiYiIiIiIiKhVmUwmxMXFecTOnDkDWZaxePFivPnmm/joo49QVlaGkSNHwmazeV33l19+idzcXKxcubLBcvHx8SguLoYs+29WDmeaEBEREREREQWQpBMx9a2hAWnXW2azGUFBni/9kGUZdrsdb7/9NjIyMgAAeXl5iImJwa5du5CZmdlovVVVVXj66aexcuVKGI3GBssaDAbIsgyr1QqDweB131uCSZN7nCIruHL+Os6dKkPJqXKUl1ZDG6SBPliCPljr2hqkm8chNceuc0HttAhqp4VGw0lLREREREREzSEIgtePyQSK0WhEeXm5Ryw2NhYA0KNHDzXWsWNHGI1GFBcXe1Xv999/D5PJhDFjxqixmpkkkiShqKgIXbp0AQCUlZUhODjYbwkTgEmTe46iKKi4ZMb5onKcP1WG80XlsN5wtLjemgSKoZ0WQe10MIRqYVC3N2NB7bQwhOqg1d3ZAwIRERERERHdlJqairVr13rEBg8eDAAoKipCQkICAFdi48qVK+jUqZNX9Xbv3h3Hjh3ziM2fPx9VVVV46623PNZGKSwsRN++fVtyGU3GpMk94EaFFedPuZMkp8pxvdzqcV6r1yC+awQSurdHVKdQOOwyrNUOWKvt7q0DVvMtxzX7N+xQFKjxiktmr/ok6UQY2uncSRRXgiXInWAxhOpgaKeFPkSLIPfslqBgLTRazmYhIiIiIiIKhMzMTMybNw/l5eWIjIwEAHTt2hXjxo3D7NmzsWLFCoSFhWHevHno3r07hg8f7lW9QUFB6NWrl0csIiICAOrECwoK1MeA/IVJEy998ua/UHbhRqC70WSKosBcZfeIiRoBMfeHI6F7pCtRkhTa7MdrZFmBtdoOc5Udlus2mKvsMF/33DdX2Vwx91Z2ul6nVVVmQVWZxeu2JL0GQcGSK5kS4npEqOZYHyxBq5egC9JAG6SBTi+5tkE1Ww20QRJE0bvXabWWmvtfecWMistmVF4xq/tVZRbIDsWv/SHf0BkkTPzDQ4HuBhERERGRz/Tu3RtpaWnYsGEDpk2bpsbXrFmD559/HqNHj4Yoihg6dCjy8/Oh1WrVMoIgYNWqVZg8eXKz2y8pKcG+ffvqzHbxNSZNvGS+bkd1pfer/95RBKBjYigSukUiISUSsQ9EtNrjMaIouB7DaacDENJoeUVRYLc4Yb4lqWK5bvdIrJirbLBWO2Bxz2iBAjisTly3OuvMlGkKSStCG6SBpNVAoxWh0YqQtCI0kghJ59664xqtBpIkQpQECKIAURQgagQIgnvrjgnuuCgKcNidqLxiuZkcuWKBw+psdn/p7uB0+G/1biIiIiKiQFmwYAFycnKQnZ0NUXT9h/ewsDDk5uYiNze33u+YTCZIkqQ+yuON1atX14m9+eabmDx5svoYkL/4NGlSXl6OWbNmYfPmzQCAsWPH4s9//rM61aY+w4YNw549nu+n/uUvf4n169e3qN6WGpXdCw773fnDqF2kHkEh2sYL+oEgCNAZJOgMEsI7evcdRVY8Hg+y3LDDesO9rbbDcsMBm9kBm8UJu8W9tdYcO2GzOCA7XTM6HHbZ/Xe0N9xoaxKAdhF6hBkNCO9oQJjRgLCOQQjrYIDEtV3aBIFPjhERERHRPSArKwunT59GSUmJx1ojDcnPz8fUqVORnJzcorajoqKQk5PTojqaw6dJk6eeegrnz59Hfn4+AGDq1KmYNGkStmzZ0uD3srOzsXDhQvX41pVxm1tvS0REB/usbmqYIAoICtG2KPHjtMuwWR3uJIoTTrsMp8MJh12G051IcTrc+zbXvuucE7JTgSwrUJwKZAVQnDJk2R2TAdmpQHEfi6KAUGMQwo0GNUkS2j6I67EQEREREVGbMHv27CaVnz59equ0++KLL7ZKPU3ls6TJyZMnkZ+fjwMHDmDgwIEAgJUrVyI9PR1FRUXo1q3bbb8bHByMmJiYVqvXarXCar35SEdlZWVLLo3uQhqtCINWB0O7QPeEqPVxjCOitorjGxERBZrP/vP3/v37ER4eriY2AOChhx5CeHg49u3b1+B3P/jgAxiNRvTs2RM5OTmoqqpqUb1LlixBeHi4+vF2GhER0d2AYxwRtVUc34iIKNB8ljQpLS1FVFRUnXhUVBRKS0tv+72JEyciLy8Pu3fvxoIFC/Dxxx/j5z//eYvqnTdvHioqKtTPuXPnmnFFRER3Jo5xRNRWcXwjIqJAa/LjOb///e/xhz/8ocEyhw4dAuBa9PNWiqLUG6+RnZ2t7vfq1QvJyclIS0vDN998g759+zarXr1eD71e32CfiYjuVhzjiKit4vhGRESB1uSkycyZMzFhwoQGyyQlJeHo0aO4ePFinXOXL19GdHS01+317dsXWq0Wp0+fRt++fRETE9Mq9RIRERERERERNaTJSROj0Qij0dhoufT0dFRUVODgwYMYMGAAAOCrr75CRUUFBg0a5HV7x48fh91uR2xsbKvWS0RERERERETUEJ+taZKSkoJRo0YhOzsbBw4cwIEDB5CdnY3HH39cfcNNSUkJunfvjoMHDwIAvv/+eyxcuBBff/01TCYTtm7diieeeAKpqakYPHiw1/USEREREREREbWUz5ImgOstOL1790ZGRgYyMjLQp08f/P3vf1fP2+12FBUVobq6GgCg0+nw2WefITMzE926dcOsWbOQkZGBnTt3QqPReF0vEREREREREbWuq1evIioqCiaTye9tjx8/HsuXL/d7u01+PKcp2rdvj7Vr1972fFJSEhRFUY8TExOxZ8+eFtdLRERERERERK1ryZIlGDNmDJKSkjziq1evxvLly/Htt98iIiIC48ePxzvvvNOkuq9du4ZXXnkFGzduRHl5OTp37oxly5YhKysLAPC73/0Ow4cPx69//WuEhYW11iU1yqdJEyIiIiIiIiK6+5nNZuTm5mLr1q0e8eXLl2PZsmV4/fXXMXDgQFgsFpw5c6ZJddtsNowcORJRUVH46KOPkJCQgHPnziE0NFQt06dPHyQlJeGDDz7Ab37zm1a5Jm8waUJERNQIWXbCWl0N6/XrsNxwfaw3rsNyvQqW69dhNVdDACCIGogaEaKogSCKEDUaiBr3vnhzX9JqoQsOhi7IAJ0hGNogA3QGA/SGYEh6PQRBCPQlE9E9QlEUVMsyKuxOVDicuOZwosLuRLnDocZsigJJEKARAA2Em/tC3X1JEBCiEdFOEhGq0SBEEtFOo0E7jWsriRzfiOqjKAocVqvf223K/+/Ytm0bJElCenq6GisvL8f8+fOxZcsWjBgxQo337NmzSf3429/+hrKyMuzbtw9arRYA0KlTpzrlxo4di7y8PCZNiIiI/Mlht6P8wnlcOV+MsvPFuHKuGJVXLrkSIzeuw1pdDdR6nNSXBEGENigIOoMroaIPCUF4x2hERMcgPDoWEdExiIiORUhkeyZXiKhRiqLgR6sdRTcsKLphwbfVFnxfbUWZ3aEmSGx+Gt8AwCAKCNFo1KRKlE6LJIMOSQa9ur3PoINe9OnSi0R3HIfVird/Nd7v7c76fx9BGxTkVdm9e/ciLS3NI7Zjxw7IsoySkhKkpKSgqqoKgwYNwrJly5CYmOh1PzZv3oz09HTMmDEDn3zyCTp27IinnnoKL730ksf6pgMGDMCSJUtgtVqh1+u9rr8lmDQhIqJ7Rn3Jkavni3Gt9Ecoitzo9yW9HkHtQhEU0g5BIe2gr9kGBwOCANnphCLLkGX31umsN+aw2WCzmGGrrnZtzWbYLGZAUaAoMmzmatjM1QCuAgB+/PZU3b7o9AiPikZETCwioms+MTCEhUPS6aHV6yHpdJDcW1HU1KmDiNqO+pIjRTcs+PaGBVXOxsc3jQBESBIiJA3CtRqESxr3vgS9IMAJBQ4FkBUFDkWBUwGc9ezbFQU3nDKuO5y47pRx3enEdYesJmbMsgKz7MAVe03L5jp9EQDE6bXoVCuR0smgQ4Jeh2CNCINGRJAowiAKCNKI0AkCk8hEfmAymRAXF+cRO3PmDGRZxuLFi/HWW28hPDwc8+fPx8iRI3H06FHodDqv6j5z5gw+//xzTJw4EVu3bsXp06cxY8YMOBwO/O53v1PLxcfHw2q1orS0tN6ZKL7ApAkREbVZstOJC0Un8d3hr2A6chhlJedvmxzRh4SgQ0IndEhIhDHhPkTExCGo3c3ESFC7dtBIWp/1VVEU2K0WVwLFbHYnTsyw3KhCxcVSXLv4I65dLMW10h9RdeUyHDYrrp53JX28oZEkSDq9mkTR6lxbjVbnSq7odJDc+xqt1lXWvXUdu85rtFpoJMm11WqhkVxbyb1VY5IEUZJubjUSBFHkD5smUGQZDocdTrv749532OuJOeyQHQ53zHHzXO2YwxWTHQ44HY6bW6dTLevad0B23iwzbNJ/IOnBfoG+HVSPcxYbPr1SgR1XKnG48sZtkyOSAHQ26NEtJAhdQ4LQNTgIHXUSIrSSmhwJ0fj230+rLOO6w5VEqUmqVDplXLDYYDLb8IPFCpPZCpPZhhtOGSVWO0qsduy71njdIoAgjQiDKCJIFBDsTqoEiSL07sl52/4AACAASURBVMSKXhRgcB/ra50zaG7GdKIAvSBA5z6nEwXohFr7NXFBgFYUoBXcH/c+xzfvKe4Em01WYJUV2BQZ1pp9WfaI1+zbFQVWWYZdVmBzf9cmy+o5mztul2XYFQV2d9xj/5ZYn9BgvJVyX6BvBwDXf5iZ9f8+Cki73jKbzQi6ZVaKLMuw2+14++23kZGRAQDIy8tDTEwMdu3ahczMTK/qlmUZUVFRWLFiBTQaDfr164cLFy7g9ddf90iaGAwGAFDfwOsPTJoQEVGbYq2uhun/DuP7wwdx9l9fw3K9yuP8rcmRmv1AP+4iCIJrjZMgAxDZcFmnw47Ky5dcSZSLP6KiVkLFWn0DDqsVDpsNDrut1ndcP4Kt1Td8fCUN00gSRM3NZIoroeJe70UQb64BU2stGI9jjQZCrR8ngigCECAIrkebIAACBEAU3evMiNDq9dDqg6ANCnJt9XpI7q3rOAjaINc+AHWGkOvjgOyUXVvZCdnhdG8dcDrd25rkhDtBUZNwqEloqAkKux0Ou+1mIsOd7HDabLWSHzfPyU5H4P5QtZhvXA90F8hNVhQcqarGjiuV2H6lAiduWDzO35oc6eb+3G/QQxfgx130ogi9TkSHRn5+KIqCK3YHfjDb1CSKyWzFD2YbLlhtsMgKLLIMs1NGTYpIBlDtlFHtxYwaX5IEQOte10VNqog313oRIUByr/+ica8FIwkCRPdWA9e+KAiu8QuA6B7TBMA1zsF9LLiSRXpRdM2+cW89PrViBveMHIfimjHkdCcOnO7kgUNR1HM1M4YcanLClbjwTEzcTFDY1OSH7E56uI8VucEkiP8eCru9MOnOmYUpCILXj8kEitFoRHl5uUcsNjYWANCjRw811rFjRxiNRhQXe/cfdmrq0Wq1Ho/ipKSkoLS0FDabTZ2xUlZWprbhL0yaEBHRXa/i0kV8f/ggznxzEOeOH/P4sRnULhT3p6bh/n4DEd8tJeDJkdagkbSIjI1HZGx8g+UUWYbDboO9Joliu7m9GbPBabepSZYGY7VmPdSdAeHwOO90OOqd1VOTXLD7f627u17tmT0arRbSLccaSbp5XLMvaaHR1o2LGo3nbKCaRJZG4zovaaDRuM53SLgz/ivsvaraKeOL8ip8eqUSn16twCXbzfFNBDAgPAQjjeEY3j4UDwQHPjnSUoIgoKNOi446LdLCQ25brmamgtkpwyIrMLsTKWZZhsXpOrbKsppksThdP+At7h/2ZrlmZsPNc7f+qLe5EwIeP/zdSQRHPb/4axIOgAI4fXeP2iJJgGsmj+Ca1aOvZ7aP1r2vU2f+uGb96ETRva0p40pS6cSarajWf+vsoEjtnZM0uRukpqZi7dq1HrHBgwcDAIqKipCQkADAldi4cuVKkx6fGTx4MNatWwdZliG6x7Fvv/0WsbGxHo/4FBYWIiEhAUajsaWX4zUmTYiI6K6jKAou/3AW3x74EmcOf4XLxSaP85Gx8eiSNhBd+g5AXLcUiJp78/8UuWZZBKkzKPxNnZnhrD0r4+bjIHKt2K3rvtQcy7IMxXnLVpahQAEUuBIz7q3rt4pSa//mGjJ2qwV2q9Vj67BaYLdYYbe54xaLaxaLRgNR1EAjaSCIGmg0GggaVxLBtXUd1yQYbiYjaj2OJNV9TKkm6SHVeoxJ3a+TAHE9ElW7/rs92Ufeu2Z3YOvlCuRfqUBBeRXM8s1f6CEaEcPbhyLTGI6ftg9DB929+X/nBeHmD+bwALRfk7SpPSPDccvjHzXx2mu+yO7EirMmjrpx91AGBYAMpda+q111ho07oVPtlFHtThpV1/qY5VrH7qSPVhAgia6ZLVr3jBdJ/aDWvmcSQutOZNQkHNSYILqO1QRG7YTHzSSI5yNPAoJE0SOu4fh2V8jMzMS8efNQXl6OyEjXtNiuXbti3LhxmD17NlasWIGwsDDMmzcP3bt3x/Dhw72u+ze/+Q3+/Oc/Y/bs2Xjuuedw+vRpLF68GLNmzfIoV1BQoD4G5C/35ihLRER3pcorl3Hqyz04WbALV879oMYFQUR89x64v98AdOk3AO3jEgLYS6ohihqIOg0A7xaBI7qXWWUZn12txMcXy7HjSqXHG23i9VpkGMORaQxDekQ7vlnmDqAmbQDg3szL0z2od+/eSEtLw4YNGzBt2jQ1vmbNGjz//PMYPXo0RFHE0KFDkZ+fr746GHD9O7Nq1SpMnjy53roTExPx6aef4vnnn0efPn0QHx+P2bNn46WXXlLLWCwWbNq0Cdu3b/fZNdaHSRMiIrqjWW5cx+mv9uFkwS6cO1movvpXI0nonNofyQPS0Tk1DYbQsAD3lIioaWRFwcGKG/j4Yjk2X7qGCsfNZzq6hwRhbFQEMo3h6BESxJlGRHRHWLBgAXJycpCdna0+RhMWFobc3Fzk5ubW+x2TyQRJktRHeW4nPT0dBw4cuO353NxcDBw4EA899FDzL6AZmDQhIqI7jsNux9kjX+NUwW58/81BOO3quymR0KMXUh4ejq4DByOoXbsA9pKIqHmKbliw8WI5Pr5YhvOWm+NbjE6Ln0dHYnxMJHq0MwSwh0RE9cvKysLp06dRUlKCxMREr76Tn5+PqVOnIjk5uUVta7Va/PnPf25RHc3BpAkR0T3ObrHAcuN63TeFNPAGEUX2zZr3suxE8bEjKNpXAEutN3Z0SLgPKUOGI+XhoQgzRvmkbSJqexRFwUWbQ31LSM2aE643h9T/BhGnD1/pYTJbsfFiOY5eN6uxdhoRj3eMwPiYSKRHtOPaDkR0x5s9e3aTyk+fPr1V2p06dWqr1NNUTJoQEd3jju/9HJ/lvhvobtQREtke3QcPRY8hw9GxU2dOTSeiZnlw3/FAd6EOSQB+2j4M/x4TiYwO4TBouEYJEdGdikkTIqJ7nOh+C4iokSBqRPf29jGNRgJE3yUw2scmIOXhYUjs1RuiyNX1iKj5BEGA3j1eSbd5S4hWFDzOaQTAVyNciEaDUR3DMbZjxD371hsiorsNR2siontcnxGZ6DMiM9DdICLyiR+G/iTQXSAiorsY5wISEREREREREdWDSRMiIiIiIiIionowaUJEREREREREVA8mTYiIiIiIiIiI6sGkCRERERERERE16urVq4iKioLJZAp0VwAA/fv3x8aNG33aBpMmRERERERERNSoJUuWYMyYMUhKSlJjhw4dwogRIxAREYHIyEhkZGTgyJEjrdJeSUkJnn76aXTo0AHBwcF48MEHcfjwYfX8ggULMHfuXMiy3Crt1eeefOWwoigAgMrKygD3hIjuRTVjT81Y1No4xhFRoHB8I6K2zNdj3J3ObDYjNzcXW7duVWNVVVXIzMzEuHHj8O6778LhcODVV19FZmYmzp8/D61W2+z2ysvLMXjwYAwfPhzbtm1DVFQUvv/+e0RERKhlRo8ejezsbGzfvh2PPfZYi67vdu7JpElVVRUAIDExMcA9IaJ7WVVVFcLDw31SL8AxjogCh+MbEbVlvhjjFEWBYvfdbInbEbQiBEHwquy2bdsgSRLS09PVWFFREcrLy7Fw4UJ1bH711VfRp08fFBcXo0uXLs3u22uvvYbExESsWrVKjdWe4QIAGo0GWVlZyMvLY9KkNcXFxeHcuXMIDQ297T8glZWVSExMxLlz5xAWFubnHt5beK/9h/fav253vxVFQVVVFeLi4nzSbmNjHP858B/ea//i/fYfjm8E8H77E++1fwVijFPsMi78bl+r19uYuIWDIOg0XpXdu3cv0tLSPGLdunWD0WhEbm4uXn75ZTidTuTm5qJnz57o1KlTi/q2efNmZGZm4oknnsCePXsQHx+P//zP/0R2drZHuQEDBmDp0qUtaqsh92TSRBRFJCQkeFU2LCyMA5Of8F77D++1f9V3v33xX2BreDvG8Z8D/+G99i/eb//h+EYA77c/8V77l7/HuDudyWSqkzAKDQ3F7t27MW7cOCxatAgA0LVrV2zfvh2S1LJ0w5kzZ/Dee+/hhRdewMsvv4yDBw9i1qxZ0Ov1eOaZZ9Ry8fHxKC4uhizLEMXWX7b1nkyaEBEREREREd0pBK2IuIWDAtKut8xmM4KCgurEnn32WQwePBh5eXlwOp144403kJWVhUOHDsFgMDRab0FBgcejNe+//z4mTpwIWZaRlpaGxYsXAwBSU1Nx/PhxvPfeex5JE4PBAFmWYbVavWqvqZg0ISIiIiIiIgogQRC8fkwmUIxGI8rLyz1i69atg8lkwv79+9VZHuvWrUNkZCQ++eQTTJgwodF609LSPN62Ex0dDQCIjY1Fjx49PMqmpKTg448/9oiVlZUhODjYJwkTgEmT29Lr9Xj11Veh1+sD3ZU2j/faf3iv/etOvd93ar/aIt5r/+L99p879V7fqf1qq3i//Yf32r94v+uXmpqKtWvXesSqq6ship6LydYce/saYIPBgAceeKBOfPDgwSgqKvKIffvtt3XWSiksLETfvn29vYwmE5R79X1JRERERERERH5msVhw9uxZdO7cuc7jLneyY8eOoW/fvrh06RIiIyMBAKdOncKDDz6IZ599Fs899xxkWcaf/vQnbNmyBSdPnkRsbGyz2zt06BAGDRqEP/zhD/jFL36BgwcPIjs7GytWrMDEiRPVcsOGDcOIESOwYMGCZrfV0N+k9VdJISIiIiIiIqI2pXfv3khLS8OGDRvUWPfu3bFlyxYcPXoU6enpGDJkCC5cuID8/HyPhIkgCFi9enWT2uvfvz82bdqEvLw89OrVC4sWLcKbb77pkTApKSnBvn37MGXKlBZf3+1wpgkRERERERGRn9ytM00AYOvWrcjJyUFhYaHXb6oxmUxITk7GiRMnkJyc3Kr9efHFF1FRUYEVK1a0qJ6G/iZc04SIiIiIiIiIGpWVlYXTp0+jpKQEiYmJXn0nPz8fU6dObfWECQBERUUhJyen1eutjTNNiIiIiIiIiPzkbp5p0lZxTRMiIiIiIiIioiZi0qQe7777rpph6tevHwoKCgLdpbvekiVL0L9/f4SGhiIqKgo/+9nP6rw+ymq14rnnnoPRaERISAjGjh2L8+fPB6jHbceSJUsgCALmzJmjxnivW1dJSQmefvppdOjQAcHBwXjwwQdx+PBh9byiKPj973+PuLg4GAwGDBs2DMePHw9YfznGtT6OcYHDMc63OL4Rx7fA4fjme3fbGEeBwaTJLT788EPMmTMHr7zyCv71r39hyJAheOyxx1BcXBzort3V9uzZgxkzZuDAgQPYsWMHHA4HMjIycOPGDbXMnDlzsGnTJqxfvx5ffPEFrl+/jscffxxOpzOAPb+7HTp0CCtWrECfPn084rzXrae8vByDBw+GVqvFtm3bcOLECSxbtgwRERFqmaVLl2L58uV45513cOjQIcTExGDkyJGoqqrye385xvkGx7jA4BjnWxzfCOD4Figc33zvbhvjKIAU8jBgwABl+vTpHrHu3bsrc+fODVCP2qZLly4pAJQ9e/YoiqIo165dU7RarbJ+/Xq1TElJiSKKopKfnx+obt7VqqqqlOTkZGXHjh3K0KFDldmzZyuKwnvd2l566SXl4Ycfvu15WZaVmJgY5U9/+pMas1gsSnh4uPLXv/7VH130wDHOPzjG+R7HON/j+Eb14fjmexzf/COQY5zZbFZOnDihmM3mFtVDraehvwlnmtRis9lw+PBhZGRkeMQzMjKwb9++APWqbaqoqAAAtG/fHgBw+PBh2O12j3sfFxeHXr168d4304wZMzB69Gg8+uijHnHe69a1efNmpKWl4YknnkBUVBRSU1OxcuVK9fzZs2dRWlrqcb/1ej2GDh3q9/vNMc5/OMb5Hsc43+P4RvXh+OZ7HN/8424a4yiwmDSp5cqVK3A6nYiOjvaIR0dHo7S0NEC9ansURcELL7yAhx9+GL169QIAlJaWQqfTITIy0qMs733zrF+/Ht988w2WLFlS5xzvdes6c+YM3nvvPSQnJ2P79u2YPn06Zs2ahTVr1gCAek/vhHGFY5x/cIzzPY5x/sHxjW7F8c33OL75z900xlFgSYHuwJ1IEASPY0VR6sSo+WbOnImjR4/iiy++aLQs733TnTt3DrNnz8ann37apFeY8V43jyzLSEtLw+LFiwEAqampOH78ON577z0888wzark7aVy5k/rSFnGM8y2Ocf7D8Y1uxfHNtzi++dfdOMZRYHCmSS1GoxEajaZO5vDSpUt1MozUPM899xw2b96MXbt2ISEhQY3HxMTAZrOhvLzcozzvfdMdPnwYly5dQr9+/SBJEiRJwp49e/D2229DkiRER0fzXrei2NhY9OjRwyOWkpKiLjwYExMDAHfEuMIxzvc4xvkexzj/4fhGtXF88z2Ob/51N41xd5KrV68iKioKJpMp0F2B1WrFfffd5/HGI19g0qQWnU6Hfv36YceOHR7xHTt2YNCgQQHqVdugKApmzpyJjRs34vPPP0fnzp09zvfr1w9ardbj3v/4448oLCzkvW+iESNG4NixYzhy5Ij6SUtLw8SJE9V93uvWM3jw4DqvXvz222/RqVMnAEDnzp0RExPjcb9tNhv27Nnj9/vNMc53OMb5D8c4/+H4RgDHN3/i+OZfd9MYdydZsmQJxowZg6SkJDV26NAhjBgxAhEREYiMjERGRgaOHDnS6u3e+gpuvV6PnJwcvPTSS63aVh0+X4b2LrN+/XpFq9Uqubm5yokTJ5Q5c+YoISEhislkCnTX7mq/+c1vlPDwcGX37t3Kjz/+qH6qq6vVMtOnT1cSEhKUnTt3Kt98843y05/+VPnJT36iOByOAPa8bai98rqi8F63poMHDyqSJCl//OMfldOnTysffPCBEhwcrKxdu1Yt86c//UkJDw9XNm7cqBw7dkx58sknldjYWKWystLv/eUY5xsc4wKLY5xvcHwjReH4Fmgc33wnkGPc3fr2nOrqaiUiIkLZt2+fGqusrFQiIyOVyZMnK6dOnVIKCwuVf//3f1eioqIUm83WKu0ePHhQSUpKUvr06ePx74OiKMqVK1cUnU6nnDhxokVtNPQ3YdKkHn/5y1+UTp06KTqdTunbt6/6SjVqPgD1flatWqWWMZvNysyZM5X27dsrBoNBefzxx5Xi4uLAdboNufV/cHmvW9eWLVuUXr16KXq9XunevbuyYsUKj/OyLCuvvvqqEhMTo+j1euWRRx5Rjh07FqDecozzBY5xgcUxznc4vhHHt8Di+OZbgRrj6vuBLsuyYrVa/f6RZdnrfn/88ceK0Wj0iB06dEgB4PHP4dGjRxUAynfffdfie3W7V3DXNmzYMGXBggUtaqehpImgKIri27ksRERERERERAQAFosFZ8+eRefOndVFf202m7oorT+9/PLL0Ol0XpWdM2cOioqKsG3bNjVWVVWF+++/HzNmzMDLL78Mp9OJefPmYefOnThy5AgkqWXvnvnVr36F9u3b43/+538wbNgwPPjgg3jzzTc9yrz00ks4ePAgdu3a1ex26vub1ODbc4iIiIiIiIioQSaTCXFxcR6x0NBQ7N69G+PGjcOiRYsAAF27dsX27dtbnDCpeQX3oUOHGiwXHx/v04VpmTQhIiIiIiIiCiCtVouXX345IO16y2w215mFYTab8eyzz2Lw4MHIy8uD0+nEG2+8gaysLBw6dAgGg6HRegsKCvDYY4+px++//z4eeeQRr1/BbTAYUF1d7fV1NBWTJkREREREREQBJAiC14/JBIrRaKzzyut169bBZDJh//79EEVRjUVGRuKTTz7BhAkTGq03LS3N42070dHR+Oyzz9RXcNdwOp3Yu3cv3nnnHVitVmg0GgBAWVkZOnbs2BqXWC8mTYiIiIiIiIioQampqVi7dq1HrLq6GqIoQhAENVZzLMuyV/UaDAY88MADHrGaV3DXNmXKFHTv3h0vvfSSmjABgMLCQqSmpjb1crwm+qxmIiIiIiIiImoTMjMzcfz4cY/ZJiNHjkR5eTlmzJiBkydP4vjx45gyZQokScLw4cOb3VZoaCh69erl8QkJCUGHDh3Qq1cvj7IFBQXIyMhodluNYdKEiIiIiIiIiBrUu3dvpKWlYcOGDWqse/fu2LJlC44ePYr09HQMGTIEFy5cQH5+PmJjY9VygiBg9erVrd6n/fv3o6KiAuPHj2/1umvwlcNEREREREREftLQ623vdFu3bkVOTg4KCwvVNUwaYzKZkJycjBMnTiA5OblV+/PEE08gNTW1xYvoNvQ34UwTIi8JgoB//vOfge4GEZFPcIwjoraK4xtR68nKysK0adNQUlLi9Xfy8/MxderUVk+YWK1W/OQnP8Hzzz/fqvXeikkTIrfJkydDEIQ6n1GjRgW6a0RELcYxjojaKo5vRP41e/ZsJCYmel1++vTp+Mtf/tLq/dDr9Zg/f75XrzVuCb49h6iWUaNGYdWqVR4xvV4foN4QEbUujnFE1FZxfCMiX+FME6Ja9Ho9YmJiPD6RkZH1ll24cCGio6PVd4rbbDb813/9F+Lj4xESEoKBAwdi9+7dfuw9EVHDOMYRUVvF8Y2IfIUzTYiaSFEUzJkzB//85z/xxRdfqM/mTZkyBSaTCevXr0dcXBw2bdqEUaNG4dixY63+/B4Rka9wjCOitorjGxE1B2eaENXyv//7v2jXrp3HZ9GiRep5h8OBZ555Bp9++im+/PJL9X9Iv//+e+Tl5eEf//gHhgwZgi5duiAnJwcPP/xwnamiRESBwjGOiNoqjm9E5CucaUJUy/Dhw/Hee+95xNq3b6/uP//889Dr9Thw4ACMRqMa/+abb6AoCrp27erxXavVig4dOvi200REXuIYR0RtFcc3IvIVJk2IagkJCcEDDzxw2/MjR45EXl4etm/fjokTJ6pxWZah0Whw+PBhaDQaj++0a9fOZ/0lImoKjnFE1FZxfCMiX2HShKgJxo4dizFjxuCpp56CRqPBhAkTAACpqalwOp24dOkShgwZEuBeEhE1D8c4ImqrOL4RUXMxaUJUi9VqRWlpqUdMkiSPaZz/9m//hr///e+YNGkSJEnC+PHj0bVrV0ycOBHPPPMMli1bhtTUVFy5cgWff/45evfujaysLH9fChFRHRzjiKit4vhG5B9Xr15FSkoKDh48iKSkpID2xWq1Ijk5GZs2bUK/fv181g6TJkS15OfnIzY21iPWrVs3nDp1yiM2fvx4yLKMSZMmQRRF/PznP8eqVavw3//93/jtb3+LkpISdOjQAenp6fwfWyK6Y3CMI6K2iuMbkX8sWbIEY8aM8UiYHDp0CHPnzsXhw4chCAL69++PpUuX4sEHH2xxWxs3bsSpU6dgMBgwaNAgvPbaa+jWrRsA16vGc3Jy8NJLL2Hnzp0taqshgqIois9qJyIiIiIiIiKVxWLB2bNn0blzZwQFBQW6O14zm82Ii4vD1q1bkZ6eDgCoqqpCp06dMG7cOMydOxcOhwOvvvoqCgoKcP78eWi12ma3N2rUKEyYMAH9+/eHw+HAK6+8gmPHjuHEiRMICQkB4Jr5EhcXhyNHjiAlJaXZbTX0N2HShIiIiIiIiMhP6vuBrigKZNns976IogGCIHhVduPGjZg2bRouX76sxr7++mv0798fxcXFSExMBAAcO3YMffr0wXfffYcuXbq0Wl8vX76MqKgo7NmzB4888ogaHz58OIYMGYKFCxc2u+6GkiZ8PIeIiIiIiIgogGTZjN17evu93WFDj0GjCfaq7N69e5GWluYR69atG4xGI3Jzc/Hyyy/D6XQiNzcXPXv2RKdOnVq1rxUVFQA8XycOAAMGDEBBQUGrtlWb6LOaiYiIiIiIiKhNMJlMiIuL84iFhoZi9+7dWLt2LQwGA9q1a4ft27dj69atkKTWm6OhKApeeOEFPPzww+jVq5fHufj4eJhMplZr61acaUJEREREREQUQKJowLChxwLSrrfMZnOdR1fMZjOeffZZDB48GHl5eXA6nXjjjTeQlZWFQ4cOwWBovP6CggI89thj6vH777+PiRMnepSZOXMmjh49ii+++KLO9w0GA6qrq72+jqZi0oSIiIiIiIgogARB8PoxmUAxGo0oLy/3iK1btw4mkwn79++HKIpqLDIyEp988gkmTJjQaL1paWk4cuSIehwdHe1x/rnnnsPmzZuxd+9eJCQk1Pl+WVkZOnbs2JxL8gqTJkRERERERETUoNTUVKxdu9YjVl1dDVEUPRaTrTmWZdmreg0GAx544IE6cUVR8Nxzz2HTpk3YvXs3OnfuXO/3CwsLkZqa2oQraRquaUJEREREREREDcrMzMTx48c9ZpuMHDkS5eXlmDFjBk6ePInjx49jypQpkCQJw4cPb1F7M2bMwNq1a7Fu3TqEhoaitLQUpaWlMJs93zJUUFCAjIyMFrXVECZNiIiIiIiIiKhBvXv3RlpaGjZs2KDGunfvji1btuDo0aNIT0/HkCFDcOHCBeTn5yM2NlYtJwgCVq9e3aT23nvvPVRUVGDYsGGIjY1VPx9++KFaZv/+/aioqMD48eNbfH23IyiKovisdiIiIiIiIiJSWSwWnD17Fp07d66zsOqdbuvWrcjJyUFhYaG6hkljTCYTkpOTceLECSQnJ7dqf5544gmkpqbi5ZdfblE9Df1NuKYJERERERERETUqKysLp0+fRklJCRITE736Tn5+PqZOndrqCROr1Yqf/OQneP7551u13ltxpgkRERERERGRn9zNM03aqob+JlzThIiIiIiIiIioHkyaEBERERERERHVg0kTIiIiIiIiIqJ6MGlCRERERERERFQPJk2IiIiIiIiIiOrBpAkRERERERERUT2YNCEiIiIiIiKiRl29ehVRUVEwmUx+b7t///7YuHGj39tl0oSIiIiIiIiIGrVkyRKMGTMGSUlJauzQoUMYMWIEIiIiEBkZiYyMDBw5cqTJdX/88cfo0aMH9Ho9evTogU2bNnmcX7BgUkdG5wAAG4RJREFUAebOnQtZllt6GU3CpAkRERERERERNchsNiM3Nxe//vWv1VhVVRUyMzNx33334auvvsIXX3yBsLAwZGZmwm63e133/v378ctf/hKTJk3C//3f/2HSpEn4xS9+ga+++kotM3r0aFRUVGD79u2tel2NERRFUfzaIhEREREREdE9ymKx4OzZs+jcuTOCgoIC3R2vbdy4EdOmTcPly5fV2Ndff43+/fujuLgYiYmJAIBjx46hT58++O6779ClSxev6v7lL3+JyspKbNu2TY2NGjUKkZGRyMvLU2NTpkyB0+nEmjVrWumqXBr6m3CmCREREREREVEAKYqCG06n3z9NmUOxd+9epKWlecS6desGo9GI3Nxc2Gw2dTZKz5490alTJ6/r3r9/PzIyMjximZmZ2Ldvn0dswIABKCgo8Lre1iD5tTUiIiIiIiIi8lAty+iy95jf2/3+kd4I0Wi8KmsymRAXF+cRCw0Nxe7duzFu3DgsWrQIANC1a1ds374dkuR9uqG0tBTR0dEesejoaJSWlnrE4uPjUVxcDFmWIYr+mQPCmSZERERERERE1CCz2Vzn0RWz2Yxnn30WgwcPxoEDB/Dll1+iZ8+eyMrKgtlsblL9giB4HCuKUidmMBggyzKsVmvzLqIZONOEiIiIiIiIKICCRRHfP9I7IO16y2g0ory83CO2bt06mEwm7N+/X535sW7dOkRGRuKTTz7BhAkTvKo7JiamzqySS5cu1Zl9UlZWhuDgYBgMBq/73VKcaUJEREREREQUQIIgIESj8fvn1pkcDUlNTcWJEyc8YtXV1RBF0aOemuOmvBo4PT0dO3bs8Ih9+umnGDRokEessLAQffv29bre1sCkCRERERERERE1KDMzE8ePH/eYbTJy5EiUl5djxowZOHnyJI4fP44pU6ZAkiQMHz7c67pnz56NTz/9FK+99hpOnTqF1157DTt37sScOXM8yhUUFNRZMNbXmDQhIiIiIiIiogb17t0baWlp2LBhgxrr3r07tmzZgqNHjyI9PR1DhgzBhQsXkJ+fj9jYWLWcIAhYvXr1beseNGgQ1q9fj1WrVqFPnz5YvXo1PvzwQwwcOFAtU1JSgn379mHKlCk+ub7bEZSmvGOIiIiIiIiIiJrNYrHg7Nmz6Ny5c52FVe90W7duRU5ODgoLC71+e43JZEJycjJOnDiB5OTkZrf94osvoqKiAitWrGh2HbfT0N+EC8ESERERERERUaOysrJw+vRplJSUIDEx0avv5OfnY+rUqS1KmABAVFQUcnJyWlRHc3CmCREREREREZGf3M0zTdqqhv4mXNOEiIiIiIiIiKgeTJoQEREREREREdWDSRMiIiIiIiIionowaUJEREREREREVA8mTYiIiIiIiIiI6sGkCRERERERERFRPZg0ISIiIiIiIiKqB5MmRERERERERNSoq1evIioqCiaTye9t9+/fHxs3bvR7u0yaEBEREREREVGjlixZgjFjxiApKUmNHTp0CCNGjEBERAQiIyORkZGBI0eONKnelStXYsiQIYiMjERkZCQeffRRHDx40KPMggULMHfuXMiy3BqX4jUmTYiIiIiIiIioQWazGbm5ufj1r3+txqqqqpCZmYn77rsPX331Fb744guEhYUhMzMTdrvd67p3796NJ598Ert27cL+/ftx3333ISMjAyUlJWqZ0aNHo6KiAtu3b2/V62qMoCiK4tcWiYiIiIiIiO5RFosFZ8+eRefOnREUFBTo7nht48aNmDZtGi5fvqzGvv76a/Tv3x/FxcVITEwEgP/f3v3HVH3dfxx/Xbj8uLRacIgCRWEWsQWc1Du+IcY418JdaKz7w7TMdk2h1K0jqwmhmbNVM5yYOGPTurWZDQ1ZFBezadQM0S4dQv01pyNy0Qhu3BIhNzRAgfVefgj3+0fj3W65XO69MG7bPR/J/YP353zO+xw+/73z/pyPWlpatHLlSt25c0fLli0LKtf4+Lji4uL061//Wi+88II7XlxcrPHxcf3ud7+b2Wa+wNczMc5qJgAAAAAAEBCXyyXn2Pic5zVFhMtgMPg1trGxUWaz2SOWkZGh+Ph4VVdXa/v27RofH1d1dbUyMzO1dOnSoNflcDg0NjamBQsWeMRzc3O1b9++oOcNBkUTAAAAAABCyDk2rsd2zu1rJ5J0s9KimEj/ygI2m01JSUkesXnz5qmhoUEbN27U7t27JUnLly/X2bNnZTQGX27Ytm2bkpOT9eSTT3rEk5OT1dnZqYmJCYWFzc1pI5xpAgAAAAAAfHI6nZNeXXE6nSopKdG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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: 2019-02-13 09:27:24.256 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Thu Feb 13 16:31:48 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Thu Feb 13 16:31:48 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Thu Feb 13 16:31:48 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-13_16-07-53\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: xef2 wavefn run, orb 15 ioinzation (Iodine 3d, E2G/DG), 1-60eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3676897. URL: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{xef2 wavefn run, orb 15 ioinzation (Iodine 3d, E2G/DG), 1-60eV,\n", " title = {ePSproc: xef2 wavefn run, orb 15 ioinzation (Iodine 3d, E2G/DG), 1-60eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3676897},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb15_E2G.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.3676897.svg)](http://dx.doi.org/10.5281/zenodo.3676897) [![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 }