{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Back to the main [Index](index.ipynb) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Postprocessing tools for GW calculations\n", "\n", "This notebook explains how to use AbiPy and `matplotlib` to visualize the results produced \n", "by the GW code. \n", "The self-energy code (`optdriver` 4) saves the final results in the `SIGRES.nc` file \n", "while the screening code (`optdriver` 3) stores the inverse dielectric matrix in the `SCR.nc` file.\n", "\n", "## Table of Contents\n", "[[back to top](#top)]\n", "\n", "- [How to visualize QP corrections](#How-to-visualize-QP-corrections)\n", "- [Plotting the spectral function](#Plotting-the-spectral-function)\n", "- [Analyzing multiple SIGRES files with robots](#Analyzing-multiple-SIGRES-files-with-robots)\n", "\n", "Let's start by importing the basic modules we will need for this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Use this at the beginning of your script so that your code will be compatible with python3\n", "from __future__ import print_function, division, unicode_literals\n", "\n", "import warnings \n", "warnings.filterwarnings(\"ignore\") # Ignore warnings\n", "\n", "from abipy import abilab\n", "abilab.enable_notebook() # This line tells AbiPy we are running inside a notebook\n", "import abipy.data as abidata\n", "\n", "# This line configures matplotlib to show figures embedded in the notebook.\n", "# Replace `inline` with `notebook` in classic notebook\n", "%matplotlib inline \n", "\n", "# Option available in jupyterlab. See https://github.com/matplotlib/jupyter-matplotlib\n", "#%matplotlib widget " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to visualize QP corrections \n", "[[back to top](#top)]\n", "\n", "As usual, we start by opening the netcdf file with abiopen:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================= File Info =================================\n", "Name: tgw1_9o_DS4_SIGRES.nc\n", "Directory: /Users/gmatteo/git_repos/abipy/abipy/data/refs\n", "Size: 1005.34 kb\n", "Access Time: Tue Oct 15 01:07:46 2019\n", "Modification Time: Wed Mar 20 16:53:35 2019\n", "Change Time: Wed Mar 20 16:53:35 2019\n", "\n", "================================= Structure =================================\n", "Full Formula (Si2)\n", "Reduced Formula: Si\n", "abc : 3.823046 3.823046 3.823046\n", "angles: 60.000000 60.000000 60.000000\n", "Sites (2)\n", " # SP a b c\n", "--- ---- ---- ---- ----\n", " 0 Si 0 0 0\n", " 1 Si 0.25 0.25 0.25\n", "\n", "Abinit Spacegroup: spgid: 0, num_spatial_symmetries: 48, has_timerev: True, symmorphic: True\n", "\n", "============================== Kohn-Sham bands ==============================\n", "Number of electrons: 8.0, Fermi level: 6.236 (eV)\n", "nsppol: 1, nkpt: 6, mband: 100, nspinor: 1, nspden: 1\n", "smearing scheme: , tsmear_eV: 1.088, occopt: 1\n", "Direct gap:\n", " Energy: 2.513 (eV)\n", " Initial state: spin=0, kpt=[+0.000, +0.000, +0.000], weight: 0.031, band=3, eig=5.951, occ=2.000\n", " Final state: spin=0, kpt=[+0.000, +0.000, +0.000], weight: 0.031, band=4, eig=8.464, occ=0.000\n", "Fundamental gap:\n", " Energy: 0.570 (eV)\n", " Initial state: spin=0, kpt=[+0.000, +0.000, +0.000], weight: 0.031, band=3, eig=5.951, occ=2.000\n", " Final state: spin=0, kpt=[+0.500, +0.500, +0.000], weight: 0.094, band=4, eig=6.521, occ=0.000\n", "Bandwidth: 12.096 (eV)\n", "Valence maximum located at:\n", " spin=0, kpt=[+0.000, +0.000, +0.000], weight: 0.031, band=3, eig=5.951, occ=2.000\n", "Conduction minimum located at:\n", " spin=0, kpt=[+0.500, +0.500, +0.000], weight: 0.094, band=4, eig=6.521, occ=0.000\n", "\n", "\n", "=============================== QP direct gaps ===============================\n", "QP_dirgap: 3.537 (eV) for K-point: [-0.250, -0.250, +0.000], spin: 0\n", "QP_dirgap: 4.357 (eV) for K-point: [-0.250, +0.250, +0.000], spin: 0\n", "QP_dirgap: 4.117 (eV) for K-point: [+0.500, +0.500, +0.000] X, spin: 0\n", "QP_dirgap: 8.711 (eV) for K-point: [-0.250, +0.500, +0.250] W, spin: 0\n", "QP_dirgap: 3.297 (eV) for K-point: [+0.500, +0.000, +0.000] L, spin: 0\n", "QP_dirgap: 3.126 (eV) for K-point: [+0.000, +0.000, +0.000] $\\Gamma$, spin: 0\n", "\n", "\n", "============== QP results for each k-point and spin (all in eV) ==============\n", "K-point: [-0.250, -0.250, +0.000], spin: 0\n", " band e0 qpe qpe_diago vxcme sigxme sigcmee0 vUme \\\n", "0 0 -5.046 -4.760 -4.561 -10.493 -16.549 6.542 1.344e-321 \n", "1 1 2.411 2.281 2.238 -11.089 -13.671 2.410 1.344e-321 \n", "2 2 4.008 3.867 3.825 -10.689 -12.566 1.694 1.344e-319 \n", "3 3 4.008 3.867 3.825 -10.689 -12.566 1.695 1.334e-322 \n", "4 4 6.963 7.405 7.523 -9.434 -5.330 -3.544 8.053e-322 \n", "5 5 8.979 9.462 9.594 -9.212 -4.504 -4.093 1.636e-152 \n", "6 6 11.702 12.132 12.276 -10.569 -5.276 -4.719 1.344e-321 \n", "7 7 11.702 12.133 12.278 -10.569 -5.276 -4.717 1.344e-321 \n", "\n", " ze0 \n", "0 0.589 \n", "1 0.751 \n", "2 0.768 \n", "3 0.769 \n", "4 0.789 \n", "5 0.786 \n", "6 0.748 \n", "7 0.748 \n", " \n", "K-point: [-0.250, +0.250, +0.000], spin: 0\n", " band e0 qpe qpe_diago vxcme sigxme sigcmee0 vUme \\\n", "0 0 -4.064 -3.960 -3.904 -10.617 -16.264 5.808 1.340e-319 \n", "1 1 0.418 0.303 0.258 -10.811 -14.348 3.376 0.000e+00 \n", "2 2 2.088 1.979 1.944 -10.067 -12.427 2.216 0.000e+00 \n", "3 3 4.590 4.437 4.391 -10.912 -12.687 1.576 0.000e+00 \n", "4 4 8.311 8.793 8.925 -9.604 -5.066 -3.924 5.774e-313 \n", "5 5 10.711 11.188 11.335 -10.115 -4.841 -4.649 1.334e-322 \n", "6 6 11.052 11.455 11.573 -10.233 -5.401 -4.310 2.668e-322 \n", "7 7 11.990 12.395 12.526 -9.894 -4.357 -5.001 0.000e+00 \n", "\n", " ze0 \n", "0 0.652 \n", "1 0.723 \n", "2 0.758 \n", "3 0.770 \n", "4 0.786 \n", "5 0.764 \n", "6 0.773 \n", "7 0.756 \n", " \n", "K-point: [+0.500, +0.500, +0.000] X, spin: 0\n", " band e0 qpe qpe_diago vxcme sigxme sigcmee0 vUme \\\n", "0 0 -1.936 -1.940 -1.947 -10.762 -15.448 4.680 1.732e-312 \n", "1 1 -1.936 -1.944 -1.942 -10.762 -15.448 4.675 6.719e-322 \n", "2 2 3.030 2.851 2.795 -10.568 -12.966 2.163 0.000e+00 \n", "3 3 3.030 2.851 2.795 -10.568 -12.966 2.163 5.774e-313 \n", "4 4 6.521 6.968 7.084 -9.078 -5.038 -3.478 5.774e-313 \n", "5 5 6.521 6.969 7.084 -9.078 -5.038 -3.477 1.334e-322 \n", "6 6 15.976 16.184 16.280 -10.528 -3.786 -6.438 0.000e+00 \n", "7 7 15.976 16.185 16.282 -10.528 -3.786 -6.437 5.385e-322 \n", "\n", " ze0 \n", "0 0.700 \n", "1 0.701 \n", "2 0.762 \n", "3 0.761 \n", "4 0.795 \n", "5 0.795 \n", "6 0.685 \n", "7 0.684 \n", " \n", "K-point: [-0.250, +0.500, +0.250] W, spin: 0\n", " band e0 qpe qpe_diago vxcme sigxme sigcmee0 vUme \\\n", "0 0 -1.760 -1.773 -1.808 -10.873 -15.503 4.611 6.722e-320 \n", "1 1 -1.760 -1.793 -1.778 -10.873 -15.503 4.582 1.334e-322 \n", "2 2 1.982 1.867 1.830 -9.991 -12.434 2.290 0.000e+00 \n", "3 3 1.982 1.867 1.830 -9.991 -12.434 2.290 0.000e+00 \n", "4 4 10.159 10.578 10.696 -9.647 -4.967 -4.142 6.722e-320 \n", "5 5 10.159 10.577 10.697 -9.647 -4.967 -4.143 0.000e+00 \n", "6 6 10.902 11.366 11.509 -10.031 -4.701 -4.722 0.000e+00 \n", "7 7 10.902 11.366 11.509 -10.031 -4.701 -4.722 0.000e+00 \n", "\n", " ze0 \n", "0 0.691 \n", "1 0.691 \n", "2 0.757 \n", "3 0.757 \n", "4 0.779 \n", "5 0.779 \n", "6 0.764 \n", "7 0.764 \n", " \n", "K-point: [+0.500, +0.000, +0.000] L, spin: 0\n", " band e0 qpe qpe_diago vxcme sigxme sigcmee0 vUme \\\n", "0 0 -3.760 -3.647 -3.578 -10.759 -16.296 5.719 0.000e+00 \n", "1 1 -1.137 -1.182 -1.198 -10.178 -14.330 4.091 5.543e-311 \n", "2 2 4.726 4.559 4.509 -11.006 -12.812 1.588 0.000e+00 \n", "3 3 4.726 4.559 4.509 -11.006 -12.812 1.588 0.000e+00 \n", "4 4 7.408 7.856 7.978 -10.054 -5.736 -3.748 0.000e+00 \n", "5 5 9.251 9.772 9.915 -9.698 -4.959 -4.074 0.000e+00 \n", "6 6 9.251 9.771 9.916 -9.698 -4.959 -4.075 0.000e+00 \n", "7 7 13.458 13.754 13.847 -8.011 -2.413 -5.210 0.000e+00 \n", "\n", " ze0 \n", "0 0.623 \n", "1 0.737 \n", "2 0.772 \n", "3 0.772 \n", "4 0.785 \n", "5 0.783 \n", "6 0.783 \n", "7 0.760 \n", " \n", "K-point: [+0.000, +0.000, +0.000] $\\Gamma$, spin: 0\n", " band e0 qpe qpe_diago vxcme sigxme sigcmee0 vUme ze0\n", "0 0 -6.145 -5.719 -5.412 -10.388 -16.893 7.239 0.0 0.581\n", "1 1 5.951 5.806 5.764 -11.253 -12.628 1.188 0.0 0.777\n", "2 2 5.951 5.806 5.764 -11.253 -12.628 1.188 0.0 0.777\n", "3 3 5.951 5.806 5.764 -11.253 -12.628 1.187 0.0 0.777\n", "4 4 8.464 8.931 9.065 -10.042 -5.563 -3.878 0.0 0.777\n", "5 5 8.464 8.932 9.066 -10.042 -5.563 -3.877 0.0 0.777\n", "6 6 8.464 8.933 9.067 -10.042 -5.563 -3.876 0.0 0.778\n", "7 7 9.205 9.664 9.798 -10.748 -5.734 -4.421 0.0 0.773\n", " \n", "\n", "\n" ] } ], "source": [ "sigres = abilab.abiopen(abidata.ref_file(\"tgw1_9o_DS4_SIGRES.nc\"))\n", "print(sigres)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the KS energies used to compute the Green's function $G_0$, the RPA screening $W_0$ \n", "and the $G_0W_0$ self-energy: " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.ebands.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The SIGRES file contains the KS as well as the QP direct gaps for all the k-points \n", "included in the calculation (kptgw). To plot the differente QP - KS, use:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.plot_qpgaps();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the absolute QP gaps:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.plot_qpgaps(plot_qpmks=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the QP results as a function of the initial KS energy:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.plot_qps_vs_e0(); #tight_layout=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and use `with_fields` to filter the quantity of interest:" ] }, { "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": [ "sigres.plot_qps_vs_e0(with_fields=[\"vxcme\", \"sigxme\", \"sigcmee0\"], sharey=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the QP energies on top of the KS energies used in the SIGMA run:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.plot_qpbands_ibz();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the KS band structure with markers whose size is proportional to the QP correction\n", "and whose direction gives the sign of the correction:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.plot_ksbands_with_qpmarkers(fact=1000);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the $<\\Psi^{KS}_{mk}\\,|\\,\\Psi^{QP}_{nk}>$ coefficients for given spin and k-point:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sigres.plot_eigvec_qp(spin=0, kpoint=0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we have a diagonal matrix because the wavefunctions are not updated ($G_0W_0$).\n", "The scenario is completely different if you start to perform self-consistent calculations with update \n", "of the QP amplitudes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the spectral function\n", "[[back to top](#top)]\n", "\n", "This example shows how to plot the $G_0W_0$ spectral functions $A(\\omega)$\n", "at the $\\Gamma$ point. See also lesson tgw2_4" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with abilab.abiopen(abidata.ref_file(\"al_g0w0_sigmaw_SIGRES.nc\")) as al_sigres:\n", " # Plot A(w) for the first spin, the gamma point, and bands in [0,1,2,3]\n", " al_sigres.plot_spectral_functions();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyzing multiple SIGRES files with robots\n", "[[back to top](#top)]\n", "\n", "To analyze the convergence of the QP results, we can use the SigresRobot.\n", "Let's build our robot from a list of SIGRES files." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# List of SIGRES files computed with different values of nband.\n", "filenames = [\n", " \"si_g0w0ppm_nband10_SIGRES.nc\",\n", " \"si_g0w0ppm_nband20_SIGRES.nc\",\n", " \"si_g0w0ppm_nband30_SIGRES.nc\",\n", "]\n", "\n", "filepaths = [abidata.ref_file(fname) for fname in filenames]\n", "\n", "robot = abilab.SigresRobot.from_files(filepaths)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we plot the convergence of the QP direct gap as a function of the number of bands \n", "in the self-energy for all the k-points available in the netcdf files:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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GMrJSXWGJCV2hfFOuuJb/SpXVDTz99w384uJTSE5wdPn9KRSdRXuE4b/CHrf6lbyjuZLM0+8CXhVCPAzsA9rjoSgUnYLVopOTHk9OejycHHnscG1js0y2tRwojb5iKics6J2d7mLNlkK27i7j36t2c+OFp3TzXSkUHeeIuZKEEL8DTsMQBA0ISCkv7ibb2kt/VK6kbkPZZRDVyzDFI9zLCGLRwW6zYLPo2Kw6VmvT49CP+dxuDfaJbLdZLVH7hfpGXC9sLIuGpkVOgan3MTZ6m11HmyvpqWbPY//kVSh6IW15Ga8s286GnaX4A6Bp0NedgOiXSqPXj8frw+P1Gz8+P16vn/oGL4fN5x6v3+xn/Hh9R5e3UoMWAuKMsza1WwwhaV2QWj63Wy3t7qdWfx1/tCUM8zDqMW8CfMAQjP0ICoWiFXz+AJt3lxN0YAMBOFhWy91XD+9QrMEfCODzNQmFpxUBMdoN0fG20U+36tTUNIZEqrquMcq1jOv4OuCJh2PRtSgeTXShSYy34/P6o/aJPNfS6rUivC6L3sJbUrTNEYVBSnmzEOJpKeV/Q2hqSaFoF36/n0WLnqe4uAi/34/dbmfKlLupra1l2rQpDBkyFACfz8vDDz+GzdZymej06VO5885fsmfPbi644KJOsWvdui/ZsmUzP//5TS2OXX31ZUydOp1x48aH2l544RkaGz3U1FRz770PYrcbJVP379/HokXPkZSUjNVqZfr0+3j55T/x4er1lNf4ic8+HVf6QIo2/ROrI56Zc1bx7BMPtWrXkiX/YOLEKwHYuXMHr7/+/4iLi+P73z+Hc8+dgM1qAeDll/9ESUkxhw4d4oYbJnHyyYO59dafccopQ7Bardx338MsX76UDRvWU19fz80330a/fgMjxgpOQWzduhmr1crgwac03asn8l59fj+HD9fw9Px5JCQk4YhzcdVPb+bD/1vOti0bqG+o58LLbiAhIZW/vvYH4lyJ2B1Oho35IUv//kcGjRzHwCFjQyLVXLQaPD6q6zx4vH78xVDf6A31afQefZZ/q6V1AbFZdGy21qfhgj+pyU4aGjytiJul1etZ9JbTeJ1FVy5uaE/wOSMsq2rLheMKRSssXfo2OTm5TJ48FYBNmzbw/PPPcPPNtzFq1GjuvfdBAJ58cg4HDx4gP78/AGvWrGLlyg9ISkoCoLq6mqKiIhYvXsS+fXsZMeJ7NDY2sHfvHjweD3a7ncmTb2f+/GdwOOJobGxg5szHuOOOmxk79mwqKyu57LKJDBwYWb3o3Xf/TWFhAZMm3cozzzzNPffcT15efoQoHDjwHdXV1cyY8RBLl77NRx+t5IILfgxARUU5U6ZMJzs7m/vvn05DQz2bN2+kEScB6ohL7svhgxuJzzyFpD4jKdj+T0pKinG7M6O+Xh9//FFIGP7yl9eZOnUaGRlupk37JeeeOwGAQCBAv3753HLL7Wzfvo2PPvo/vF4P8fEJ6LrO0KGnAbBs2VKeeeYFDh48wOuvv8J990UXpD17dmO32xk8+JRW79Wi63z6yUrOOfscLrjgx8yZMwsHtXy5ZmXEGEOHnsZPfnxeqM+PRvUjyX85drud8350ctTxm9N8zjwQCODzB2j0BIWk5TRc+POmfmF9owhSeL+aOm/Y9Zqd4zs6b0nTiCJIllYEqbXn0b2jj74+wNbdZby9ag8/v1AclZ3NaY8wTMWoyeDHyJWkULSL7du3cv31TcX4hg0bzuLFiwDjW/ucObPQNI0+ffqGRAFgyZK3mDv3KRoaGpg168GIa1500aWMHDmKxx//DbNnz2Pz5o0sW/YuLpeLSy+9nIqKChYteg6AuDgnN930C6qqqnjuud/z4IO/CV3nww9XkJOTw5w5hhN8zz33R72H8vIyMjONetuZmZns2LEjdOz000cAhsAMHToMhyOOn/3sJkaOHMXu3bt4882/MehH/Rk0aAjDh49k0aJtlJWVthCGL774jA8+WM633+5kzpxZXHTRpVRWVpKR4QaI+MapaRrnnXch5eVlvPHGa0ydOg2/38/DDz9K3755PPLIA4wZcxZWq9W0OYuyspKo9/bUU/PYtWsHFouFzZs38aMfnd/qvZaXlzF8+EgAMjLclJWVthgjWp+jRdM0rBYNq+XYZNz1+wN4fH6SU1wUFFa1FBmvL4og+aMKUqPZt3mf2gZvM9Ey+3n87QrqfrqpgMvO7t+pXkObwiClrAL+1Gkjdj4W4KgCXD01OHa823XqqUP46qu15OXlsXr1p7hc8eTn90fXNUaNGsOMGQ9GPU/TdHRdw2azoGkauq6hacaHRFJSEn6/Dwig6xpWq9Fn6dKllJZWMm7ceJKTU0wbjT4eTyM2my1kt65rjBgxksrKSnbu/IbBg0XY2MbxmTMfAGDKlF9TWlqCrmuUlJSQmekOXcfr9fD8889y6qlDmTTpFgKBANu2bWH06DGkpKTg83nIycmhpKQYXdcoKyvB7c5s8fqdddZYzjprLNOmTWHmzEcB+OCDZZSXl5KR4SYQCEScs3Hj17z99hLuuec+UlJS+eKLz0hKSkbXjdcnEPCj68brVlpaTEaGO+p7NmPGAyxd+jZ2u4Pzz7+QoqLCVu81Ozv6fYSPEa3P7t27Qu9he+lJf/e6GR9JdNlpTI7r1rEDgQD+QACPN4DXZyxC8JpezAdf7mfrnnJ8/gAWi8ZHXx/kinED276oSdhrbIl2vM3SnscBPwA+OdZGKFri9/tZsGABBQUFFBYW0tDQwMSJExk3bhx/+tOfeOyxx6Ket3r1at59910SEhLYv38/N910Exs2bKChoYFzzjmHESNGsGjRIkpKSqioqCAjI4Nhw4bx/vvvk5mZyWeffcbrr7/OLbfcwqhRo6iurmby5Mnk5+cD8Pnnn7Nhwwauuuoqpk2bxosvvsjcuXOZNWsWt956K4sXL46wZ/78+dTW1lJdXc3s2bNZtWoVPp+Pbdu2sWLFCgYNMqaoZs6cyRtvvEFhYSF1dXVMnjyZnJwcZs6cSWJiIhkZGdx11108++yzXHfddbjd7lZfu507d7Jw4UJsNhsXXnghEyZM4JFHHuHee+/lwgsvZOzYsWiaxplnnsnYsWN58sknycrKIjk5mSlTpvDee++xatUqc2poBn6/n2XLlnH77UcuwNjavZ599tkt7qP5GOnp6S36/POf/8ThcHDJJZfE8qej6D7OAT5t3tjWPoZ4jNQWlcAdwF+llN92lYUdxIGxcqoAY+WUogczf/78PtOnTz9wtNcZN27cdJ/PF+f1epMmTJjw8rx5875p3mfkyJGvrl+/flIs1x0yZMgnQ4cOnf3mm2++f7Q2tsYll1xy1bx5894ZNmxYQ1eN0ZyVK1fGL1iw4Py33357SXeNuWDBgtxXX311bn5+/j+WLFnyTneNq2gXFoz0Q2sxyiRE0JYwLMYorPNTjHoMt0kpf9o1dioUCoWiJ9BWRMcjpfwCsEgp/w9obKO/QqFQKI5z2hKGBCHEIKDArMCW2g02KRQKheIY0taqpDeARzCWrD4NvNjlFsWOijEoFApFbBwxxtCWMKyVUr5nPp4uhBjRycZ1BmNQq5IUCoWiI0RdldSWMLwkhLjKrJlwOfBr4IexjiyEuB54GLABC6SUzzc7/j2MILcd2A/8TEpZ2c7LFwBUVNTElF21qraRx1/9MvQ8NyOe3AwXmSku3KlOslKcpCU50PVjs7EmPT2BsrLqYzL2kVB2xYayKzaUXbHRUbt0XSM1NR4iyzGHaEsYngAWCiG2YaTfjjlZjRCiDzAHGIXhsqwWQnwopdwa1u0ZjJoNy4QQTwP3YAhJe/CBsUMxFmH41392UXaoHp8/gKZBo8fH7oIqDlWHl380CrPkpLvMTJpmYZZ0Fw5b1H0hnUpH0oh3B8qu2FB2xYayKzaO0q6o0+9tJdH7TAiRjbFMtaM7VM4DVkopywGEEG8BVwHhu5ssQJL52AWUd3CsdlFZ3cCnm5rKOQYCUFPv5ck7x2Kz6hSU11JQapSALCirZX9xNV99U0L4yt70pDhyMlzkmkKRawpHosvelaYrFApFl3NEYRBCLDQfniKEeAWoPUJpz9bIJdJdKQDOaNZnOvC+EGIBRlnQM2Mc44j1S5vz5sff0nz/RiAQ4IN1B5h85XDy81rmCvR4fRwsqeG74mr2Fx9mf9Fhviuu5qOvD9LoaRLdRJedvKwE8rISzSLzieRlJeJO6Vi94J6Isis2lF2xoeyKja6wqz31GIK/HUSJXrcDncgCPxpGQj4AhBBOYDFwnlkKdDrwGhCThxJLBbfNO0tbZE30+gJs2ll6xGpILqvG4NxEBuc2vRH+QIDyQ/Wml1HDwbJaCstqWLXhYEQlL7tVN2oEZ8RHTE1lpbqwWVvGMXpbxaiuRtkVG8qu2OhtdoVVcItKW1NJe4OPhRBvSCmvj9kCo7bzOWHPs4GDYc9PA+rMjXRgBKFnd2CcdvPoLU0Oy9G+4bqmkZHiJCPFybCB6RHHDtc2UlDWNCV1sKyGXQcO8fnWolAfTQN3ijM0FRWclnIldG/CLoVCoQjSnrTbQTqa8nAFMEsI4caYJroSCM/ktRPIE0IIKaUELsdYW3vck+iyk+iyMzgvJaK9weMz6wTXNMUyymvZvLsswpNJjrcb3kVGPDmmt5GbHk9Kgl1VpVIoFF1GWzEGKzBQSvkNxia3mJFSHhBCPAR8iLEc9SVzyug9jJVIXwohbgL+bu6uLgZu7shYxwsOm4X87ETysyPnBn1+P6WV9RSU1VJV72XHvnIKy2r5bEsRdQ3eUL84u6XFSqmcdBeZqU4sx2h5rUKh6D205TG8BhwSQuyTUj7R0UGklG9g7KIOb7s47PEyYFlHr99bsOg6WWkustJcEVNcgUCAQzVh01KlxrTUtr0VrN5cGHa+RmaqOS2V4SInrem3w971y2sVCkXvoC1h8EopJ5tZVhXHCE3TSElwkJLg4NT8yHRVdQ3eiDhGQVkNB0prWL+jFH/Yyqu0JEfIs8gN8zQSXTY1LaVQKCJob4xBfXL0UJwOKwNzkxiYmxTR7vX5Kaqoo7DMWCkVFI5PNhTQELa8Nj7O2mJKKicjnoykuB5VSUuhUHQfbQnDmUKIF4Dvm7/pwD4GxTHAatHpkxFPn4x4RoW1+wMBKqoaIgPfZbVs2FnKJxubtpvYrDpZqS5yMyJjGckpru6/GYVC0a20JQwXmL9/29WGKLoHXdNIT44jPTmO0wZELq+trvNQaC6rDQrG7oIq1m4rDm1E0TTISI4jJz0+ctd3hov4OFv335BCoeh02hKGKox0230ACWwRQrwnpdzf5ZYpup0Ep41BfZMZ1Dc5or3R46OwvJbC8loO1XnZua+CgrJatu6pwOsL7VUkyWUzvIvQJj5DNFITHSqOoVAcR7QlDE8DL0op1wghfgA8KaVcFOsgR8quaqbyfiWsuxuokFKeFus4iq7BbrPQLyuRflmJEaul/P4ApYfqzKC34WkUltWydlsRNfVNy2sdNovpWUROS2WmOrFa1PJahaKn0ZYwxEkp15iPE4H6WAdoK7uqlPJrYITZ1wV8AdwZ6ziK7kfXNTJTXWSmuhg+qKk9EAhQVetpCnyXGhv45P5K1mxp2vVt0TXcKU7Ds8iIJzut6bfTEcveS4VC0Zm09d8XWr5ipsS+rgNjtCe7apAHgP9IKVsUjlAcP2iaRnK8neR4O6Jf5PLa+kYvhWb22oNhS2w37ioLZbsFSE10tNjEl5vuIile7fpWKLqatoThOyHEbRhpLc7DKKITK+3JrooQIhkjVcawDowRU3bV5pxIWRM7g6O1K69Py9LhXp+fglIje+13YdlrV28uoK4hbHmt00bfzATyMhPJyzKy1/bNSsDnD/Ta16urUHbFxolkV1vC8CBwCzADI39Re4vnhHPE7Kph/AxYIqUs7sAYMWVXDae3ZU3sarrSrjgdBmUnMCg7AaMcrTEtVXG4IZS9NuhhrN1ayIq14UWVdLLSnCHPIrhaKjvNhb0biiq1xon4Ph4Nyq7YOFbZVQMYKbGPZudzW9lVg0wE5h7FOIpeiKZppCXFkZYUx9D+kXUyauqbltceqvWya38F+4oO85UsDhVV0oB0c3ltcEYu6v0AACAASURBVKVUTno8uRnxJDjV8lqFIhrdEeFrK7sqZvK8UcCalqcrFNGJj7NxUp9kTuqTHPHNyeP1UVReF1Yjw1gtJfdV0OhtclYTnDZjpVRY9tqcdBdpSXHoKo6hOIHpcmFoT3ZVjCWqjVLKmFc9KRTNsVktZvW8SFfZHwhQdqg+LLeUMTX1lSyJLKpkM4oq5TZLFZKV5lLLaxUnBN2yJrAd2VWLMaaYFIouQ9eM5bHuFCennxS567uqtrFp17eZKmTHd4f4LKyoknG+OS3VLHutK67lv1JldQNP/30Dv7j4FJITHF1+fwpFZ6EWiysUQJLLTlK0okqNxq7vgrBkhIVltWz6NnJ5bXKCvYWHsXpzIVt3l/H2qj38/ELR3bekUHQYJQwKxRFw2FsvqlRSWd+U7tzcxLdmS2HE8lqAD9cfYNWmAmxWHatVx6obv20WDasl2KaZbbrRZtGxWTUslvA2DZtVx6LrxrXM843HTc+P3GY8DwRiX8GnOHFQwqBQdACLbsQhstNcjDy5qT0QCFBZ3cjr/7udjbvK8AeMxINZaU4G903F4/PjNX88Xj8+fwCP13jeUOfB4w3g8/tDbV5fwDjH7NtZaBqmwDQJR0hogmJlMcTLEtGmYbPoYW1N51gskWJna3bdprawMZsJpKJnoIRB0Sn4/X4WLXqe4uIi/H4/drudKVPupra2lmnTpjBkyFAAfD4vDz/8GDZby6Wi06dP5c47f8mePbu54IKLOsWudeu+ZMuWzfz85ze1OHb11Zcxdep0xo0bz3ff7aewsIDRo429l2+88RoFBQXU1FQzdep0UlObNuXdccfN9OuXD8Cvf30P27ZtYfnypUCAiROvok/+YN7/1yLQ7QT8PrKGXUFheR3TrxnRItawZMk/mHj1lQCUlBTz3HO/JzUxmQEDBnLlldeE+i1b9i4ffLCc1NR0Th/+Pc794YU8M38eDqeTxoZGbrrtbr5ev5ZPPnoffyDAD8ZfQr+Bp5iiEgiJkdcXoLjoALXV5aTnCDw+P1998g6HKoppqK9l5Lk/xepwmed5WbvidXSLA6/Xw8AzrqHswDaKd32BPxAgNX8s1uS+FG74B7rVQcDvw33qRRRueIu45D6kDZoAgKe2nKKN/yB3zCQI+ClY/zeyTr8Sq6PlOnpd10LiEyFYIaEKex7V8zLEKtLz0rFYmre14o1ZIsXL8NB65gq1roxhKWFQdApLl75NTk4ukycbpcE3bdrA888/w80338aoUaO5994HAXjyyTkcPHiA/Pz+AKxZs4qVKz8gKckoNFRdXU1RURGLFy9i3769jBjxPRobG9i7dw8ejwe73c61197AK6+8hMMRR2NjAzNnPsa1117L6NFnUVlZyWWXTWTgwEER9r377r8pLCxg0qRbeeaZp7nnnvvJy8tn3LjxABQXF7Ft21ZGjz6DhoYGvv56PU8++XvWrfuSd975FzfeeEuoX319HVarjdzcXBISEvjb3/6HJ554Gr/fx29+8yAp/c/G5koj9aQfUirfp658Dxb3gKixho8//oiJEw1h+Pe//8lVV/2UYcOGc889v+Lyy/8Lq9X4F/3663W43Zn4fD5GjhjOLrmJAf37ceONt7B48SIOFX/LxyuWRNhxxUXzo75X69YVs3dvFVdMGGTc6/vf8dKzxr1u3ryRG68y7vWrr9aS4xseGuOMM1y8+urXvPDKH0JjXH3+UDbljOa662/i5ZcXMWJkJvXn/oLt2zbzkyvOMMTIG2Dz5gw++XAZHo+Xq345lfTMvk3ek9eP1x/A6/Vjc1ipOlyP12t4Sj6f3+wXCHlZhnfljfC8vGF9go87E2szsYjweoKekjVSzMI9r6P1xqIJ5DurdndZDEsJg6JT2L59K9dff2Po+bBhw1m82EjEu27dl8yZMwtN0+jTp29IFACWLHmLuXOfoqGhgVmzHoy45kUXXcrIkaN4/PHfMHv2PDZv3siyZe/icrm49NLLqaioYNGi5wBwOp3cdNMvqKqq4rnnfs+DD/4mdJ0PP1xBTk4Oc+b8DoB77rk/YpyXXvojW7duobKygn379nDrrXeEPAS3O5PS0pJQX4fDwcyZsxk06GSee24BmzZtIBDA9IBsNDY2snt/IRaHkbrcGpeMt74Kny/AzgOHQteRcjtvvfVXvv12J3PmzGLs2B9QVlZGZmYWAImJSVRXV5OSYgTDL7nkMk49dSjV1dX89rez+eEPLwj1DdrY3I5oBO+1pqaKrVvlEe813J7WxigrKyM7KxuHzUKfnBzqaypJTk4hwWmnr7vJIxjUdzyr/u9f5OVkcekPR0e1zRinc3YYBwKBFkIRnJILF5HwNkOIwvs1iZPNbqXqcEPTOcFreJumBhs8PmrqvHj94dc0+/gNgfR3QWzn000FXHZ2/071GnqDMFiAoypD2VNLWB5Pdp166hC++moteXl5rF79KS5XPPn5/dF1jVGjxjBjxoNRrgSapqPrGjabBU3T0HUNTTN2PCclJeH3+4CAMcVgNfqsWPG/1NXVMW7ceJKTU9B1jUDA6OPxNGKz2UI26rrGiBEjqaysZOfObxg8WISNbRy//fbJ5rflTdx44814vV6qqg6h6xqlpcW43Zmh6xUXF3LokHEsJSUZn8+Lw2HH5/Pi9/uw2x3c/NOz2bBhPTfe+CP+53/2cvrpoxg2bHiz1+tUZs58lGnTpjBz5qMA7N+/l9LSEnJycjh8uIqkpMTQuJs3b+T004eTmGh82ObkZLNhw/qQjSeddFILO6K9T8F73b37G6688voj3mt7xojWx+PxhF7bIH/5y58588yx7N79LZ9++p+Qp9bev6/Y0bBYwEHnpENJT0+grKz6qK/j9wfw+gP4TDHxBcXLH4h47vMF8PjDjgePmf027SrjQGk1gQBYLBoffX2QK8YNbLcdYa9x1BeoNwhDDkBqanyHL3A0Cfi6kuPJrkmTbmDBggXMm/cohYWFNDQ0MHHiRFJSXDgc1lbv5dZbb2LBgt+SkJCAw2EjKclJfLwDqxWSk53065fFyJHDWbhwARUVFWRkZDBgQB7vv/8+K1a8h9fbiK57qKqqYuHCBVRXV/PLX04OjZeU5CQvL5dp037FtGnTePHFF5k7dy6zZs3CZrOE+p1//njOP398yK5zzjmbP/zhKaqqqnj00UfZu3cPW7Zs4aKLLmLmzJls2PAlXq+X8847l+RkF/PnP4HX6+Xuu6dy2mmn8dFHH7Bw4QIAxo8/mzfeeIORI0dy6qmnRtz/a6+9EvEazps3j5Url3PJJReRlZXC7Nmzue++++jbN5v585/A7/czZcpdjBgxosUYLpctwo74eCtPP/00Dz30UMSYxn22fa/XXHNNm2NEu9fPP/+c+HhH6LVduXIlRUUHmD17No2Njdx5550MHTqYwYMHt/vvqyfQk+y66rxOu1QOsKt5o9YLlq05gDEYWVt9bfRVdCPz58/vM3369ANHe51x48ZN9/l8cV6vN2nChAkvz5s375vmfUaOHPnq+vXrJ8Vy3SFDhnwydOjQ2W+++eb7R2tjW1x33XUTzjzzTHn33XdHyxPWJRw+fFi7+uqrr1u+fPkbbffuHFauXBk/Y8aMeYmJiVs//PDDhd01riJmLBiisBajTk4EvUEYFAqFQtGJqIXDCoVCoYhACYNCoVAoIugNwWcVY1AoFIrYOGKMoTcIwxjgk2NthEKhUByHnAN82ryxNwhDAUBFRU1MpT2rahuZ89qXBMxcNj84PYd+mYlkprpwp8Qd87z7nbVuurNRdsWGsis2lF2x0VG7dF0LLvEviHa8NwiDD4yNI7EIw7/+s4uSijqCp/zjo29DxzQN3CnOUBrl3Iz4UCplp6P7XrKO1LDuDpRdsaHsig1lV2wcpV1Rp997gzDETGV1A59uKiT89bRZdX515elU13macu+X1rTIu5+a6DDKQabHk5MRHyoNmeSyH4M7USgUis7nhBSGd1btbpGzxB8IsO6bkhbJqIJ59w+WGqUgD5rVvT7ZWECDp0lsE5y2CO8iKB5pSQ40VT9YoVAcR5yQwrDzgJHULJzmSc6ChOfdN0pTG/gDASqqGkyxaKru9eX2YmrqvaF+DrvFKDSfHk9uhllHOCMed0ocFl2tFlYoFD2PE1IYHr3ljNDjjmZz1DWN9OQ40pPjOG1gU/3gQCDA4drI6aiDZTVs31fBmi2FoX5Wi0ZWUDDCPI3sNCc2a+ck/lIoFIqOcEIKQ1eiaRpJ8XaS4u2IfqkRx2rrvRSUNxWbLyirZV/hYb6SxQRntjQN3MlO+ucmk55oNz2N7g98KxSKExf1SdONuOKsnJSbzEm5yRHtHq+PwvK6pjhGWS1F5TV8tb2oReA7J71pOkoFvhUKRVfQLcIghLgeeBiwAQuklM+HHRsBvBLW3Q1USClP6w7begI2q4W8zATyMpvS+rrdiRQWHTIKzpvTUW0FvoPehQp8KxSKo6HLhUEI0QeYA4zC2Hq9WgjxoZRyK4CU8mtghNnXBXwB3NnVdh0PRBScDwt8BwIByoOBbzPofbC0hnXflPDxhqaszirwrVAoOkJ3eAznASullOUAQoi3gKuAx6L0fQD4j5SyxRZtRRNaK4FvMHZ0F5Q2Bb4LWgt8p7qapqNMT0MFvhUKBXSPMOQSue26ADijeSchRDJwOzCsI4McTXUltzuxw+d2JR2xyw2clJ/eor223sN3xdXsKzzMd8WH2V9Uzf7iw6yTxaGNfroGWWnx9M1KoF9WIn0zE8nLSiAvKxFXnO2o7OoOlF2xoeyKjRPJru4QBh0I3zSgAf4o/X4GLJFSFndkkLKy6g5tDe+s4uOdTVfYleq0kjogleEDmlZLBQPf4fsxDpZUs14W4/W1DHwP7JtCarw95Gkkumw9Io5xIr2PnYGyKzZ6m126rh3xy3R3CMN3GBn8gmQD0cobTgTmdoM9ijCiBb6hacd3MPBdUFbLwdIa/m/tPuoamgLf8XHWiN3ewccq8K1QHL90hzCsAGYJIdxADXAlxpRRCCGEhhGcXtMN9ijaQWuB74yMBL75tjRit3dBMPBd5wn1c9gsZJtLa3MzmuIYKvCtUPR8ulwYpJQHhBAPAR8CduAlKeUXQoj3gEeklF9iTI03Sinru9oexdGhaRppSXGkJR1l4LtZ1tqcdJcKfCsUPYRu2ccgpXwDeKNZ28Vhj4sxppgUxzFJLjtJ/Vru+K5r8FIQXFZbZuz83ldczVfflLTY8Z2THlwtFU+OucRW7fhWKLoX9R+n6HKcDisDc5MYmJsU0d488F1QVsvBshq27CmPGvhuHsfoKYFvhaK3oYRBccw4UuC71Ex1Hgx8F5TV8OmmAhoaowe+T85PIynOQq4KfCsUR40SBkWPw6LrZKW5yIqy47vicENoOupgeOA7fMd3KPAdGcfITHWqwLdC0Q6UMCiOGyIC3wMiA992p51Nsig0HVVQWsP2fZWs2VIU6mPRNbLTXBF5pXLSjZVXdpsKfCsUQZQwKHoFyQkORL/UjgW+MWp8BwPfwRVTKvCtOFFRf/WKXs2RAt9F5XVm1tqmOEbzwHdKgr1FudbcjPYFviurG3j67xv4xcWnkJzg6JL7Uyi6AiUMihMSm9VC38wE+rYW+A7b7d1a4Du4rDY3zNNIS4pDNwXjnVW72bq7jLdX7WlRS1yh6MkoYVAowogIfJ/c1N488B2R6jzKju+MJAfrd5YRCMDHGw6Sn5VAYrwdq0XHqmtYrTpWi45F14w2q9lu0bFaNCwWHZtFR9fV6ipF96OEQaFoB0cKfB+ubQx5F0FPY9Pu8lBSR58/wCvLZQfHJSQWxu8wMYlobxITS7AtKEB6WJv5OznJSX19Y4trW/XgdYzfzcewWnSzvalN1zS1PLiXoYRB0Sn4/X4WLXqe4uIi/H4/drudKVPupra2lmnTpjBkyFAAfD4vDz/8GDabrcU1pk+fyp13/pI9e3ZzwQUXdYpd69Z9yZYtm/n5z29qcezqqy9j6tTpjBs3PtT2wgvP0NjooaammnvvfRC73Sibun//PhYteo6kpGSsVivTp9/Hyy//iW+/3YnT6WLChPM4Y8T3eOqpP+JwJlC0vYLUky8IXddq0fj1lcOJc1jw+vys/OAdvn/uxXh9Afbv28UHS/+O1Wbn5CGjGXzamfh8fjw+P5+8/3dKCvbis8WRc+oZZPYRfPre/8MWF4/V5uTUsy7n2y2rKDnwDV5PA/1HXExcQiZenx+vL4DX78fr9eP1B6gu3YMvoBOX3AeAkq1LCfi9+L31ZA67Et1ifBw0VpdQun05FrsLNAtZwyZS9s0HNFQVolvtJOScjit9IEWb/onF5sJiiyOt/1kUbvwH6f3HkDlgFFaLzs41f+ak711CQkommz96mfjEdIb94CqKvl1PfU05Q8ZcaApZk9AkJjjwNHqb2vRIb8piaSmKFosWeR3d/B0miha994lXV8awjnlpT/O4ABYBqUAh8FMpZUV32KboHJYufZucnFwmT54KwKZNG3j++We4+ebbGDVqNPfe+yAATz45h4MHD5Cf3x+ANWtWsXLlByQlGcHh6upqioqKWLx4Efv27WXEiO/R2NjA3r178Hg82O12rr32Bl555SUcjjgaGxuYOfMxrr32WkaPPovKykouu2wiAwcOirDv3Xf/TWFhAZMm3cozzzzNPffcT15efoQoHDjwHdXV1cyY8RBLl77NRx+t5IILfgxARUU5U6ZMJzs7m/vvn05DQz2bN2+kT588PJ5GhDiFlSs/4KyzzqYo0J/Gdb/HU3cIm9Oo7x0A1u0oCcUaFm1Zy+RbbwTgvb//gUcffoCMDDfTpv2SKTdfFbLpo3/sZ5jIx+Np5LbrzmPNmlX87KqLueCCHzNnzixuGJ/D459u5i8vvsDBgwd4/fVXuO/uh6K+R++9V4XNZmfCD8dTXVPO88+vYsrUGSxf/g4WSx1jf/AjvL4AW7duJPm/7ic5zc3zTz/CjZcO5sVn/0qayMPj8fDDi8exbfOXDD33XE4Zfjbv/u05zhrZh92u8WgWKwNOSsfrC2A9PIbaym+Jd2fgcDipriykvsHL3l0b6TfsfPYWVZui5cfnCzSJmS9aVv6jQ4MIAWpVTMK8r3DxSYh34PF4TaFq3j/8nChtYZ5bq+ObnmAs4tWVMaxjXtrTzKz6NvBrKeVyIcQ84H7gvq62TdF5bN++leuvvzH0fNiw4SxevAgwvrXPmTMLTdPo06dvSBQAlix5i7lzn6KhoYFZsx6MuOZFF13KyJGjePzx3zB79jw2b97IsmXv4nK5uPTSy6moqGDRoucAcDqd3HTTL6iqquK5537Pgw/+JnSdDz9cQU5ODnPm/A6Ae+65P+o9lJeXkZmZBUBmZiY7duwIHTv99BGAITBDhw7D4YjjZz+7iZEjR7F79y5eemkROTk5DB8+klVfVWFxJONrqAoJg88XYOeBQ3zxxWd88MFyvv12J3PmzOKiiy6lsrKSjAxjI1/zD4bWxgDIyHBTVlaK1Wo1bc6irKwk6r099dQ8du3agcViYcuWTVx55eX0yckhOcHBwPy+7Nixgz5uIxCfn3126F7HnjGKs07ri/3O20N2vPnm30w7hjJ8+AAObh7I2MEJZFmzsNvtnHfeqQDU/rA/Tz/9BCOzD3HGDZfxzTfbGf/9ZGqllTm/vjiqnW53IsXFVfj8AUMsgh5P8LEvEEVMmgSlRVsHzqn3+PDWe0PPfT4//gA0enxdKl5ApJgcwTMKBIy/p0AAPt1UwGVn9+9Ur6EnlPb8HlAjpVxuPp8LpMRwfQtwVEG6nhrgO57sOvXUIXz11Vry8vJYvfpTXK548vP7o+sao0aNYcaMB6NcCTTNCLDabBY0TUPXNTTN+IBMSkrC7/cBAXRdw2o1+qxY8b/U1dUxbtx4kpNT0HWNQMDo4/E0YrPZQjbqusaIESOprKxk585vGDxYhI1tHJ858wEApkz5NaWlJei6RklJCZmZ7tB1vF4Pzz//LKeeOpRJk24hEAiwbdsWRo8eQ0pKCj6fh+zsHEpKipn9ix/zeOF73HHHJZxyygDKyqoj7vmss8YybdoUZs58FIAPPlhGeXkpGRnu0H0ARxxD1zXKykpwuzPRdeN1Ky0tJiPDHfX9mTHjAZYufRu73cH5519IY+PhTrnXcDt2794Veg8BEhLi0TSdzz9fw7333k9OTg5LlrzF4MGnHPFv22LRsVgw5hd6COnpCRHvYyAQIBAI4PUZK9m8fkNAvD4/Pj/m44BxLKzN5w+KkR+vn6bjZl+fD1PAjPP9frNfUNjMcYoq63CnOAGwWDQ++vogV4wb2O77CXv9o+7s7AmlPQcBhUKIxcBIYBswNYbr5wCkpsZ32MCjKQvalRxPdk2adAMLFixg3rxHKSwspKGhgYkTJ5KS4sLhsLZ6L7feehMLFvyWhIQEHA4bSUlO4uMdWK2QnOykX78sRo4czsKFC6ioqCAjI4MBA/J4//33WbHiPbzeRnTdQ1VVFQsXLqC6uppf/nJyaLykJCd5eblMm/Yrpk2bxosvvsjcuXOZNWsWNpuF9PQEXnjhDyF7srIyQteZPXs2q1atwufzsW3bNjZuXE9t7WG++uozZs6cicNh4dlnf0ddXR2/+tUUcnJymDlzJjt2bOXkk0/ilFMG8Oyzz3Ldddfhdrsj7vu1114JPb7zzttZuPA5bDYbt956M+npCTzyyCM89thj7RrjmmuuYv78J8xpsBnU1lawbNkybr89ouwJN954fdizhE6/161b1+NwOCLe67Fjz2Dt2rXk5maQm5vBo48+xB/+8Icj/m0fT3/3vYAcYFfzRi0QiL0cZiyYtRjipJQzzee3AaOklHeaz28AXgTGSSm/FELMBvKklDe1cwgHMAZDcHxt9FV0I/Pnz+8zffr0A0d7nXHjxk33+XxxXq83acKECS/Pmzfvm+Z9Ro4c+er69esnxXLdIUOGfDJ06NDZb7755vtHa2NrXHLJJVfNmzfvnWHDhjV01RjNWblyZfyCBQvOf/vtt5d015gLFizIffXVV+fm5+f/Y8mSJe9017iKDmPBEIW1GFP8EXSHMEwCzpFS/sJ8PhPQpJSPmc9/BMyXUg43nw8B3pJSDulSwxQKhUIRle5INbkC+JEQwi2EcGGU9lwednw14BZCDDef/wT4qhvsUigUCkUUulwYpJQHgGBpz6+BN4KlPYUQo6WUdcAVwItCiC3AD4H/7mq7FAqFQhGdLp9KUigUCsXxRW/Y+ayCzwqFQhEbRww+9wZhGAN8cqyNUCgUiuOQc4BPmzf2BmEoAKioqAklLWsP//p4F59tKaL5GVarTkZyHO4kJxkpTjKSHcbvFCcJcdZuy7fSfENNT0HZFRvKrthQdsVGR+3SdS2496sg2vHeIAw+AL8/0G5hqKxu4L3P9uHxNm1rt1o0rjhnIFW1jRSV17F1bznFX9fhC7um02EhM9UoBZmV6iQrremxK67zt2nGInTdibIrNpRdsaHsio2jtCvq9HtvEIaYeWfVbvzNgu4BoPRQfUQyKp/fT9mheooq6igsr6W4vI7Cilp2HTjEF1sjvY1El42sVBdZaU5TLIyc/pmpThyqnrBCoTiO6HRhEEIkYexNuFRKuafZsRHAS0AS8DFwp5TSK4ToB/wZyAQkcIOUssv8tp0HqvD5IoUhmOQsHIuuk5nqIjPVxbCBkTn4PV4fxZX1FJfXUlhRS1F5HUXltWzeXc6qTYURfVMTHRFeRlBA3ClOrJbu2EqiUCgU7adThUEIcSZGeovBrXT5M/ALKeVnZm6k24CFwAvAC1LKv5o7o2fShdlVH72lKVWT251IScnhmK9hs1rokxFPn4yWOZrqGrwUV9RRVFFLUXktheV1FFfUsnZ7MTX13lA/XdPISI4zxcIUjTQn2aku0npnXhaFQnEc0Nkew23AL4HXmx8QQuQDTinlZ2bTK8CjQoiXgHHAxLD2/3Acp912OqzkZyeSn53Y4lh1nccUi1qKKgwvo6iilm/2V9LgaZrus1l13CnOFrGMrDQXyfH2Xld0RKFQ9Bw6VRjC8iFFOxwty2pfIAOoklJ6m7X3ShKcNhL6JHNSn+SI9kAgwKGaxpBoHK73sftAJUUVdWz6tgxv2NSXw24hK9WIZRjB8KYpqgRnD8pVrFAojku6M/isQ0S8VgP8Udox22PiaFLiut0tv9kfCzKBkwe0bPf5A5RW1nGgpJqDJdUcLK3hQEk1+4tr+HJ7MeGLEhJddnLd8fRxJ5Drjic3I4E+7gRyMuJxOjrn7e4pr1dzlF2xoeyKjRPJru4Uhu8wayeYZAMHgWIgWQhhkVL6zD4HY714WVl1h5ZtdTTG0NU0t0sH8tKc5KU5QTTl9vf6/JRU1lFUbq6cqjA8jvWymJVfRm5oTEmwh1ZLhU9NuVOc2KztC4IfL69XT0HZFRvKrtjoqF26rh3xy3S3CYOUcq8Qol4IcbaUchXwc2CZlNIjhPgEuBZ4A7gRWNZddh3vWC06Oenx5KS3DII3NPooqqil2FxuW2Sunlq/o4TDtZ5QP02D9KS4sGW2wUC4i4ykuB5bSU6hUHQN3VHz+T3gESnll8ANGFlUk4B1wLNmt7uAV4UQDwP7gOu62q4TAYfdQr+sRPpltXQ1a+o9xhJbc+VUcK/GzgMF1Dc2BcEtukZmqjMkGIP6peGy6WSnuUhJUEFwhaI30huyq/YHdvf2qaTuIhAIUFVrrJwqMvdoBDf2FZXXRRRBd9gshmiY01LhHkeC09atoqHex9hQdsVGb7MrbCppALCn+fETcuezonU0TSM53k5yvJ3BeSkRx/yBAJrNytadJcbGPtPj2F90mHWyJGI3eXyctWnFVFhcIzPV2WlBcIVC0TWo/1BFu9E1DXeqC61/GkP7p0Uc8/qM9CHR9mes2VIU0Tc53h62oc/wMrLTEef7MwAAIABJREFUnGSmOrFZVfoQheJYo4RB0SlYLXrog745jR4fxZV1EbGMovJaNuwqo2pj09YWDUhLigsFv7PDAuEZyXFYdJU+RKHoDpQwKLocu81CX3cCfd0tl8fVNXgpMpfYNsUyavlsSxF1DU3pQyy6RkaKk+wIT8OIa6QkOrrzdhSKXo8SBsUxxemw0j87if7ZSRHtgUCAw3UeQyxCS22NuMa2vRU0hqVMt1t1ct0JpCc5mpbbmunRE13dGwRXKHoDnZ1E73rgYcAGLJBSPh92bARGHqQgbqBCSnmaEGISMA8ITkYvlVI+1Jm2KY4vNE0jyWUnyWVnUN/I9CH+QIDKww0RsYyKag/7Cqv4ekdpixoaQZHIDK6c6sIaGgpFb6DThEEI0QeYA4zCqCG6WgjxoZRyK4CU8mtghNnXBXwB3GmePhqYLqX8S2fZo+i96JpGWlIcaUlxnJqfCjQt22teQyMY19h54BCfN6uhkeSykRkeywgTELuqoaE4gelMj+E8YKWUshxACPEWcBXwWJS+DwD/kVIGa42OAU4WQjwIbACmSikrOtE2xQlCe2poFIVNTRWV17FpdxmfbmqM6JsWmpaKrNaXkRzX7hoaldUNPP33Dfzi4lNITlBxEMXxQ2cKQ7TsqWc07ySESAZuB4Y16/sURoGfucBzGLukFYpOo0M1NLYVtayhkRLXIpaRleYkLSkOPSye8c6q3WzdXcbbq/ZEVAZUKHo6nSkMrWVPbc7PgCVSyuJgg5TyiuBjIcSTwK5YB+8N2VWbo+yKjaO1q1/f1KjtVTWNHCw1M9uWGJltD5bW8OnGyPQhNqtOTkY8uRnxpCXF8fGGAgIB+GRjAed8ry/uVBcOmwWH3RL6fSwr+PXW97GrOJHs6kxh+A44J+x5MHtqcyZieAVAyIO4RUr5e7NJA7xRzjsiKiVG93Ci2pXuspGen8qw/CbxCAQCVFY3hjLaBoPh+woP8/nmwtC3JK/Pz2OLP496XV3TsNt07DYLdquOw2YxnlstRpv52BHsY9OxWS04rHrEcbstrE/oWPCx3mIPyIn6PnaU3mZXd2ZXXQHMEkK4gRrgSowpoxBCCA0jOL0mrLkamCGEWC2l/ByYAvyrE+1SKLoETdNITXSQmuhA9GsSjMrqBu774xo8YUtqrRaNn50/GKtVp9Hjp9Hjo8Fr/G70+PF4fTR4/DR6faHj1XWNNFb5afD4aAzr6+9AfjOLroWExGG14HLa0DUiRCQoNjbztyMkOkHBiRSoyGPGc5WJt3fQacIgpTwghHgI+BCwAy9JKb9oll3VDTRKKevDzvMJIa4BFgohnPD/2zv38Kiqc/9/5p5M7gkhhLtUXYJQQEHPqQXRo7VearEoVnpUFK2Xag+gVY9KRa2WeirSo4VyKlZ7WtRqj1atWvUnWhVFFETkshQNKJgbIRCSkLn//th7JrNnJpcJmSSE9/M8eWb23mvt9e49K/Odd62135dPMUJvC8IhyfPvVCR9eUeAHdWNBz3XEIlECIUjhkjEiYUvTlBa9yeITdyrzW5nf6MPfyDEviZ/7DzxwtSV8JpOhz2F5xL1elrfu0yBcieUHVCcg++AP1l84sq6nHbLXI7Q/XR3as+VGDkV4vedFfe+BmOIKbHeW8Bx3WmLIPQW23Y1EApZv1ZDoQjbdu076HPbbDacDhtOh53k4COdp6MhiEgkQjAUNkXG9HASxMgfNPclCEqsTLxABcM0tQRSlu0KiaITFY0krydefOLKekwPKFGY3HHektNh79MPR2Zy1Zs8+Sx0C+FwmOXLf0tNTTXhcBi32811182lubmZefOuY8yYYwEIhYLcfvtduFzJD5fNn389V1/9E7Zvr+A73zmzW+xat+4DNm36hIsvnp107IILzuX66+czdeo0du78iqqqSiZNMhbSrVz5RyorK2lqauT66+dTVNQ6VHTVVZcxfPgIAP7jP25ky5ZNvPzy34EI06efzx2zJ3Hffffg9XpxOOAnP7mhTfueffavTJ8+A4Da2hoeeugB8vIKOOKIUcyYMTNWbu3aNZY2jj12XKwNvz/AjTfeklRm3LjxKdvcufMrtm3bx5FHjm3zWm02Gw67jQeXLGq3jUljrXZce+31LFr0C446SnGZec8rK7/mT396lFt/dmuSLeFIhEAwTMAUkZy8LKqq91vEI7U3lOwJ+QIhWgIhGpoDlrK+QNgSLr6z2CAmKNkeZ2w4Ll58Op4TShadxDIOu61LApTJVW8iDEK38Pe/P0d5+WCuueZ6ADZu3MBvf/sbLrvsSo4/fhI/M78U7rvvHr7+ehcjRowE4N133+H1118lP98IidHY2Eh1dTUrViznyy93MGHCcfj9Pnbs2E4gEMDtdnPhhT/i0UcfxuPJwu/3sWDBXVx44YVMmvQv7N27l3PPnc6oUUda7Hvhhb9RVVXJpZfO4Te/uZ8bb7yFYcNGMHXqNABqaqrZsmUzkyadgM/n46OP1nPffQ+wbt0HPP/8M1xyyeWxci0tB3A6XQwePJjc3FyefPLP/PKX9xMOh7jjjlu54IKLGDx4CJdccjmPP/4HNm7c0OaX9D//+UZMGP72t//j/PN/yLhx47nxxp/y/e//AKfT+Bdtr40VK5azceOGpDKLFi1O2WZNTTU7dnzGkUeObfda16//sMM2Eu34/PNtTJ8+g02bPulUv7HbbMYKLZcDsl2UlubhycCP9HA4YghIKmGxDLnFe0PGsUAwjM1hp8EcevMHQjT7gvgbk4fxQl1YANPWAgRX1LtJmOdxu+yEw5HYqre3N1Zy7kkju9VrEGEQuoWtWzcza1br1NC4ceNZsWI5YPxqv+eehdhsNoYMGRoTBYBnn32ae+/9NT6fj4ULrb8ozzzzHCZOPJ5f/OIO7r57EZ988jEvvfQCXq+Xc875PvX19Sxf/hAA2dnZzJ59BQ0NDTz00APceusdsfOsWvUa5eXl3HPPfwFw4423WNp5+OHfsXnzJvburefLL7czZ85VMQ+htHQgu3fXxsp6PB4WLLibI488ioceWsLGjRuIRDA9IBd+v5+6ujoGDiwDYNCgQZb6UbTeytNPP8EXX2zjnnsW8q//+m1Lvby8fBobGyksNHJitNdG1MbEMqmIXmtTUwObN+t2r7UzbaQqU1BQmNRub2O328hyO8lyd61+Z1f/hMLm0FvcMFq852Jsx3tDreKTNCcUCNF0IEB9wNfuAoRwJNLtXkN/EAYHcFCrIfrqSopDya7Ro8fw4YdrGTZsGKtXv43Xm8OIESOx220cf/xkbropeRgBwGazY7fbcLkc2Gw27HYbNpsZKyk/n3A4BESw2204nUaZ1177BwcOHGDq1GkUFBRit9uIRIwygYAfl8sVs9FutzFhwkT27t3Ltm2fcvTRKq5t4/iPf3wN69Z9wCefbOSSSy4jGAzS0LAPu93G7t01lJYOjJ2vpqaKffuMY4WFBYRCQTweN6FQkHA4hNvtobx8EBs2rMdut1FVVcU3v3l80j0bPXo0Cxbcybx517FgwZ0AfPXVDnbvrqW8vJz9+xvIz8+L1Wuvjd27a/jGN76RVCbV5xS91oqKT5kxY1a719qZNlKVCQQCsXsb/Qyin21X+1dfoDN22e0OXE4HyY9Qdh/7mnz8auV6gnHzM3rnXppaAuR5O6d8cdeSMvZLfxCGcoCioq5/FAfzcFwmOZTsuvTSH7FkyRIWLbqTqqoqfD4f06dPp7DQi8fjbPNa5syZzZIlvyI3NxePx0V+fjY5OR6cTigoyGb48DImThzPsmVLqK+vZ8CAARxxxDBeeeUVXnvtRYJBP3Z7gIaGBpYtW0JjYyM/+ck1sfby87MZNmww8+b9lHnz5vH73/+ee++9l4ULF+JyOWLlTj99GqefPi1m15QpJ/Hgg7+moaGBO++8kx07trNp0ybOPPNMFixYwIYNHxAMBjnttJMpKPCyePEvCQaDzJ17PWPHjuWNN15l2bIlAEybdhIrV65k4sSJjB492nL9f/zjo5Z7uGjRIl5//WXOPvtMysoKufvuu7n55pu58so5Hbbh9bosZXJynNx///3cdps1HqVxnR1f68yZMztsI5Uda9asISfHE7u3Bw54+eijD/nlLxcCcN5553HSSSel7A9waPX73qCkJJflt5zWXacrJ8UDxf0h57MHI9ZSJRDqoKzQgyxevHjI/Pnzdx3seaZOnTo/FAplBYPB/FNOOeWRRYsWfZpYZuLEiY+tX7/+0nTOO2bMmLeOPfbYu5966qlXDtbGjrjoootOOfHEE/XcuXNTPfSZEfbv32+74IILLnr55ZdXdly6e3j99ddzbrrppkV5eXmbV61atayn2hXSxoEhCmsxgp5a6A/CIAiCIHQjkitREARBsCDCIAiCIFjoD5PPMscgCIKQHu3OMfQHYZgMvNXbRgiCIByCTAHeTtzZH4ShEqC+vimtsNvP/PNz3t1UHdu226CsOIfSwmxKC7MYWJRtvs82nsrsYUpKcqmra+zxdjtC7EoPsSs9xK706KpddrstusS/MtXx/iAMITAeee+sMOxt9PHie19awiLbbTaK8rL4+PPd1O49QPxiraI8D4OKvQwqMbJ1lZvvEzN2dTddyS/RE4hd6SF2pYfYlR4HaVfK4ff+IAxpkyosss0Og4q9/OyiiQSCYWr2HqCqromqPc1U1hmJWN7bVM0BX2sOIbfTHssFXG6KRlQ8styH5a0VBKEfcFh+e3UUFtnltKfMDRyJRGhoDlBV10TlnmaqTMHYUbWfD3RN+16G+ZppL0MQBOFg6RFhUErNAm4HXMASrfVv445NAB6NK14K1Gutx2bKnjsvP6G1sTRS49lsNgpy3BTkuC0ZuwDDyzBTPIqXIQjCoUzGv4mUUkOAezBSevqA1UqpVVrrzQBa64+ACWZZL/A+cHWm7epuXE47Q0pzGVJqjafSVS/jyOFF5Hkc4mUIgtDj9MRP1NOA17XWewCUUk8D5wN3pSj7n8CbWuuk5VOHKp31MqIeRmWd4WWsWtcaYiiVl1FekkNZcbZ4GYIgdDs98a0yGOuSqErghMRCSqkC4MfAuB6wqU/Qnpfhynaz6dOatLyM8rhhKfEyBEHoKj0hDHaw5BW3Aany7P078KyZFzptDiYkbmlpXpfrZpJvHz88aV8gGOLr3U3srGlkV00ju2ob2Vmzn/c3V9PUEjeX4XIwpDSHoQPzDPEZmMvQgYYIZXsO7mPvq/dL7EoPsSs9Die7ekIYdmI8XRdlEJAq9PB04N6uNlJX19il9bzpTD73JO3Z5XXYOLo8j6PLWztEJBKhoclvDEfFeRlbt9fx9oZdHXoZ5cU5FOV7OvQyDsX71ZuIXekhdqVHV+2y223t/pjuCWF4DViolCoFmoAZGENGMZRSNozJ6Xd7wJ5+ic1moyDXQ0GuJ8VcRojq+gMxsehoxVT8aqnyYpnLEITDjYz/t2utdymlbgNWAW7gYa31+0qpF4Gfa60/wFii6tdat2TansMRl9PB0NJchqZaMRX1Mupal9pWVDawdmvquYxRQwspyHam5WUIgnBo0SM/A7XWK4GVCfvOintfgzHEJPQgXfEyVn34Fc0tVi8j/lkM8TIE4dBH/nOFlLTlZQwYkMvn2+ssHkZlnellbKmxrDKIehnxS2wHFXvFyxCEPo4Ig5AW8V7GMSPa9jJaJ8CbeHdTFQd8rbG6xMsQhL6N/BcK3UZHcxmVCcNSbXkZsclv8TIEoVcQYRAyTnpehhHRNsnLcNkZVJTsZQwq9uJx93y+DEHoz4gwCL1Ke17GviZ/wrBUM198ndrLGDEon+I8d8zDEC9DELqOCIPQJ7HZbBTmeihsy8vYcyDuYb4mdjf42LpjDy1+8TIE4WARYRAOOVxOB0PNEB9RSkvzqKlpSPIyKvc0pfQyivM9SfMY5SVeCvPEyxAEEQah39Cel+EPhKipN72MuMx8qz+patfLiB+aEi9DOFwQYRAOC9yuZC8DWucyWldMNbU5lxH1MsqLcyyZ+dryMvY2+rj/Lxu44qxjKMj1ZPgKBaH7EGEQDmvivYzRbXgZ8aulKuuaeeeTymQvozh5ie2qdTvZXFHHc+9s5+IzVE9fmiB0mV5P7WkeV8ByoAioAn6ota7vCdsEoS3a8zL2Nvrjnvxu28sAWLV+Fx99VovH7cTltBt/Dnvre8u2o439qbYdbZZz2G3YZK5E6CK9ntrTjKz6HPAfWuuXlVKLgFuAmzNtmyB0BZvNRlGeh6K81F5Gdf0B/vL6Nrbs2EM4YiQg8bgdDC/LxR8IEwiFCQTDNLUECQSN7WAwFHsfCIYJhtIPIW+1kdRCYm57s10QiRjbrrYEqAORakvQHHbs9lZRWrfuA+65ZyHl5YMBuOyyKzn++MkHdX1CZukLqT2PA5q01i+b2/cChT1glyB0O26Xgzyvi0937iWaHiQC1DX4uHnWcZ2eawiHIzGRsAhGdDsYIhAKW4SmrbJ+s6ylTDBMc0ug9XyhMP6AWS4QTvJ60sVht8WEornuc9yl4ymeeC4up51Xtzp4Y9tHKcWoID+LgD9oFZt2vaZk0XM6xFs6WPpCas8jgSql1ApgIrAFuL4H7BK6mXA4zPLlv6WmpppwOIzb7ea66+byzjtv8cILf6O8vJxgMMjw4SOZM+eqpPrz51/P4sUP8sILf+PYY8dxxBGjusWuFSuWc+KJ32Ls2HFJ+3fu/Iqbb76drKwsnn32r0yfPgOA2toaHnroAfLyCjjiiFHMmDEzVi/x2NSp0yzbteGhfLX2f7E5vXjyyigc+S3CkUjKuYaO2vS4HLFj/9NOmzNmzEyqPzPO5sQ2r7xyNrW1+2N1BsSdJxKJEApHqKysYtmy35CTm8eQoSM5btJJPPaHpWR7cxk0eDgnnXIOtbU1PPvkw2R5cykZOBRfSwsVn33M2ZfeGhOtLz+vYWeTm9LCbNM7CtPiC7I/JkjxnpLxerC0LSApvKF2yxl/JcUNHGjyd1jOGMazH7T9nSGTixv6QmpPJzANmKq1/kApdTewGJidTiP9MbXnoWbXU089xdFHj+LnP78VgHXr1rFixVImT57M7NmXcPbZZwNw8cUXx86xefNmVqxYQXFxMT5fM6WleTQ21uN2R3jiiUepqKjg+OOPZ82aNZSUlPDee+/x0ksvsW7dOp544gmcTicFBQV4vV6qq6sZMWIELpeL2bNnx+zKyfFQUJDFsmUPMGXKFEpKStiyZQs5OR6uuOIyhg0rBeC9997iyiuNeitXPsIVV1zOcccdx5VXXsmcOZfgcrlSHmtq2mvZ/qohm4IRJ5FdPJKda1ZQMPxEQjjYXr0/6d51V5tz5lzCypUvtFk/VZulpXnttvmXJx/lmquviB2zR5qZe/2PY9unTL6GpUuf5z9vvDa2b+nSpVx99dVcff6EWHtr1oRYvbqeeVef1Kn+FQ5HCIbC+INhAoEQ/qDhzfgDoZgH5A8YXlPsNWgIjD8QMjykgOkpResGw5Z9BwIhGpr9ljai5wt1IRNkPHa7DbfTjtvlwO2040p4dTsduFzGq9tllHOl2O9yttbzRLfN4y6nnWfermBzRR2vrtvFNTPGH5TNifSF1J5VwGdmwh6Ax4Gn023kcErt2Zu0Z9fateuYNeuS2PFhw47iyy93cswx43jyyad47bVVhEIhpk+fGSuzdOlybrjhFrxeL3PnXktt7X6amnzU1zfT1OTjlFPO4NVXX2bu3FvIy8vj/fdnUVu7H5sti9NOO4va2hoef/x/OeOM7zBt2hmMHz+BBQtu4TvfOTf2BdfU5GPhwrs444yzGDt2EgDl5UewYsVy6uub+fOfn2Lt2vfYulUzd+4N/PCH/85XX1XidhvX6vF42b69isJCY4Qz8djOndbt0YNdzJlzFmVlg1i06J9cffXkWN3odb/yysvd2ub27VXt1k9s85ZbbmH69Asz0qbfH7L0kb17m2lu9neqP5eW5lFX12jZZwey7JDlcYDHgbGGJXOEwmGCwYhleC0vL5vq2v1tD9UFOzOkZ4jPfn8wqVx8mXR59f0vOf24IWl5DYdCas/VQKlSarzWegPwPeDDNM7vACyTXelyMHUzyaFm1+jRY/jww7UMGzaM1avfxuvNYcSIkdhscN5553P66Wck1bHZbNhs4HDYcTgc2M3VNNHX/Px8AgE/DoexL/r39NNPMGrUNxg/fiJud/QfIoLdbiMUCuKImwC12WxceOEsXnzxec49dzperze232638d3vnsl3v3sm8+Zdx4IFdwIwaNAgdu+upby8nP37G8jPz4udL/HYuHHj29zet2+fpW6U7m4zPz+v3fqJbS5atIi6usaMtGmzWftI/Gd6MP2rp7DbHbickB23r6Qkl1x35oeIosN4gWCEYNhclBCKEDSH2YIhQ7T++fHXbDPnsRwOG2989DXnTe380GvcPU751KYtEjnYaaaOMZer3kpras/74lN7KqVOBB4EcjA8jIvNrG6d4dvAW5mwW0iPcDjMkiVLqKyspKqqCp/Px/Tp08nKysLj8cSGkuLZunUrjzzyCAUFBWzevJk///nPPPjgg0yZMoW33nqLKVOm4HK5eOSRRxgwYABvvPEG//jHP3j44Yf57LPP8Hq9rF+/nmnTpvHFF19QVlbGqFGjuOiii2JtRM/n9/t54YUXOP/889myZQs1NTVMmTKFCRMmJNlVW1vLokWLyMnJYezYsYwZM4ZNmzZx4YUXJh075ZRT2t2eOXMm69evp6Kigh/84Adt3r+DaXPmzJlJZY466qi025w5cyaffPIJmzZt4tRTT027zZkzZzJnzhxWrFgRa2PNmjWsXr2aefPmdbYrCT3HFODtxJ09IgwZxgNMxpjUDnVQVuhhFi9ePGT+/Pm7DuYcs2bNOrmiouIUu90e8Hq9la+++uojiWVOPvnkuWPGjHlz2bJl6zt73pNPPnluU1PTyKVLl95ywgknZDTf+O9+97uBq1at+uaTTz75Wibb6e02Tz311Kvq6+u/tX79+kt7qk2hSziAcmAtxmMEFvqDMAiCIAjdSM+sqxIEQRAOGUQYBEEQBAv9IYiezDEIgiCkR7tzDP1BGCYjq5IEQRC6QspVSf1BGCoB6uub0nrAraHZzy8e+yC2PWpwPuXFOZQUZjGgIJsBBR6K8zzYe+jx9kRKSnKTHvTpC4hd6SF2pYfYlR5dtctut1FUlAPWcEUx+oMwhMB4jD4dYXjmzc+p29dCKBzBBjS3BPnos92WOPsOu40BBVmUFXsZWJRNWZGXsmLjtSQ/K+MP4nTlSe6eQOxKD7ErPcSu9DhIu1IOv/cHYUibvY0+3t5YFYuJEgF8gRC/uupfsNntVO9pprq+mZr6A+b7A+gv9+ILtN5Dp8NGaaEhEgOLsikr9lJmikdRvuQNFgTh0KVbhaGrCXmUUpcCi4Bqs+jftda3dadt8Tz/TgXhhOc3wpEIz6/ewcVnKApy3Bw9zBr5O5qcpabeEIqoYFTXN7Np+x5LREiX087AwuwkwSgr9lKY65aQwIIg9Gm6TRgOMiHPJGC+1vrx7rKnPbbtaiCUkAglFIqwbde+NuvEJ2dRw63JWcKRCHv3+yxiUb3HSDy/8Ys6S9IVt8vOwMLWIamyOPHIzxHREASh9+lOj+FgEvJMBo5SSt0KbACuz2Rqzzsvb00H0R1RTO02G8X5WRTnZzF6pPVYOBxhT0OLRTCq65vZWdvER5/ttoT4zXI7YnMZRwwtJM/jMIaqirPJy3aJaAiC0CN0pzAcTEKeSuDXGJFW7wUeAn7Ujbb1Gna7jQGF2QwozObYI4otx0LhMHX7WpKGpnZU7efDT2stk0pejzPmZbQOURmeR05WZsMQC4JweNGdwtDlhDxa6/OihZRS9wGfp9v4oZqoZ1BZAcem2B8Ihqmpb+br2ka+3t0Ue/2iaj9rtlQTP0WS53UzuDSHwQNyGFyaa7wOyGVwaQ7eDIjGoZZAqLcRu9JD7EqPTNjVncLQpYQ8SqkC4HKt9QPmfhsQTLfx/piox02EkaU5jCzNgdEDY8cCwTC1e1uHpmrqm6na08xHn9ay6sOdlvPke10MTJgALysyJsaz3Ol//H35foldnUfsSo/+ZldPJurpakKeRuAmpdRqrfUa4DrgmW60q9/hctpNryAn6ZgvEKI2Op8RN0T1ScUe3tlYZSlbkOtOmgCPDlW5XSnzdwiCcBjQbcKgtd6llLoNWEVrQp73ExLynAf8XikVn5AnpJSaCSxTSmUDnwKXdJddhxsel4OhA3MZOjD510CLP2g8mxETDEM0NmzbTUNzwFK2KM8TJximl1HspbDI21OXIghCL9Ef8jGMBCr641BST9p1wBe0rJqKDlFV1x+g8UCraNhsUJyXZVluGx2qKi3MxunonRAi8jmmh9iVHv3NrrihpCOA7YnHD8snn4Vksj1ORg7KZ+Sg/KRjTS2BmGA0+kJU7NxLdX0zazZX0+xrnQ6y22yUFHhMwTCW2UZXTg0oyMLRS3GnBEFIDxEGoUNyslyMGuxi1OB8yy+USCRC44GAZS6jxvQ2tu2q7FNxpwRB6DwiDEKXsdls5Hnd5HndHDmkwHIsEonQ0BxIGXdq65f1+AOtK5nj404lPhFemCdxpwShpxFhEDKCzWajIMfdPXGnipLDhwwskrhTgpApRBiEHqcrcacq65r4+PPdlrhTHlc0hEg2RwwtJNcMIVJW7CXfKyFEBKGriDAIfYquxJ36qqaR9SniTkWHpgYmeBu5EndKENpFhEE4ZGgv7lRxcQ5bPq+NiUWN+VpR2cDarTWWECISd0oQ2keEQegXOBz22DJZKLEcC4aiIUQOUBM3RPXZzn2s2VxtCfCVm+2KzWGUFVsnxLM98u8iHB5ITxf6PU6HnfKSHMpLkkOIBIIhava2WASjek8zW7+s591N1hAibcWdKivy4nEnhxDYXX6PAAALuUlEQVTZ2+jj/r9s4IqzjqEg15Ox6xOE7kaEQTiscTkdDBmQw5AMxJ16f0sNmyvqePatCi75rpJ5DeGQQYRBENqgu+JOvbnha97c8DUelwO3y26+OvC47LidDjxuB25n/H5rOUsdpx2324HHmXguhzwkKHQbfSXn83DgT8BAQAM/0lo3dqdtgtCdZLmdDC/LY3hZciz85pYgf3hpC+s/rSUcAbsNhg3M5ZgRRfgCYfyBEL5ACH8gjC8QoqHJb9n2B0OWBwA7i9NhixOTeBGxxwmOIShFBdkEAyGrCDkdeNymWCWJmAOnwyZez2FCX8n5vBRYqrV+Qim1AFhg7heEQw5/MMTHn9cRXT0bjsDXdc3MvWB8p+cawpEIgaApFIFQTFDi3xsiEsbnN8TEIi5x71v8IfY1BYw6wdZzpBt00mbD6u1ExaYdb6ezXpLbPJ/QN+j1nM9KKRcwFZhu7n8UeBMRBuEQ5fl3KggnRC0ORyI89852Lj5Ddeocdpvx69+ToS/L0tI8Kqv2JQtNIF6M2hee+Hp7G/0Wb8cXCFmeYO8sbtO7sXgx8SJkGWJLcczpaGOozSjXW9F/DzX6Qs7nAUCD1joYV29oN9olCD3Ktl0NhEJWYQiFImzbta+XLEqN02HH6bDjzcrM+cORiMVz6Yy343A62NtwIEmEmlqC1Df6zPLmfn+IdAPtO+y2ZOFpZ/gsul1S5MXvC1i9HbcjqZ7Lae+x4bZMrnrrCzmfb0uoR0K9TnGo5nxuD7ErPfqKXUtv/rfeNqFT9JX71VUiccNtLb4QvkCQFn8IX/QvbrvF3G49llynoTmQVCcYSu+rKDrc5nE7zFcnHreDLHM7y9z2JGynPO42t13mcbdxPoe5yOCpf37B5oo6Xl23i2tmjO/We9vrOZ+BGqBAKeXQWoeA8oR6nUIS9fQMYld6iF3pcTB2eWzg8TjA033Db6FwGH8gTF5+Nl9X7Uv2foIhqxeTckgujN8forHJn9JLShenw4bLaeeAzwhr/+r7X3L6cUPS8hr6fM5nrXVAKfUWcCGwEiOt50tptOsADmqpXl9d5id2pYfYlR5iV8fY7Q5cTgdF+VmEA8GOK6RJJBIhEIoQiM7PBCMEzAUCgaA5FBcK4Q+Y+4MhAoEIW3bsoXpPMxHA4bDxxkdfc97UUWlcV+wep1TRbk3taS5XvZXWnM/3JeR8PhF4EIjP+VyjlBoBPIaxXPVL4CKtdX0nm/028Fa3XYQgCMLhwxTg7cSd/SHnsweYjDFpHeqgrCAIgmB4CuXAWozHCyz0B2EQBEEQuhFZ1CsIgiBYEGEQBEEQLIgwCIIgCBZEGARBEAQLIgyCIAiCBREGQRAEwYIIgyAIgmChX2dwU0rlY4TiOEdrvV0pdRpG4L5s4Emt9e0p6mQ8aVAKu34M/BQjmOAHwFVaa39CnUuBRUC1uevvWuvbMmzXHzCeLG8yi9yptX4moU6P3i9gDEbI9ihDgDVa63MS6vTE/boDmBl3/pv6Qh9rw65e72Nt2NXrfSzRLuAN+kAfU0rdhZG6IAKs0Fov7qn+1W89BjP8xtvA0eZ2NvAI8H1gNDBZKXVmiqrRpEHHYPwDLciwXUcDPwO+BXwT4zP5SYqqk4D5WusJ5l93f8lZ7Iprc2pcm8+kqNqj90tr/WLUHuC7QAMwL0XVTN+v04DvYISQnwAcr5S6iF7uY23YdTO93MfasOs8ermPpbIL8PR2H1NKnQycivF5TQKuV0qNp4f6V78VBuBKjM4fjdR6AkZ01woz98OfgAviK8QlDXra3PVoYpkM2OUDrtVaN2itI8BGYHiKepOBS5VSG5VSf1JKFWXSLqWU17TjEaXUx0qpO5VSlv7SS/crnv8Cfqe1/izFsUzfr0rgBq21X2sdwMgvcjS938dS2ZVF7/exVHYNp/f7WFt2RemVPqa1fhM4xexHAzFGdwrpof7Vb4eStNZXABhppoHUiYQSEwJlPGlQol1a6x3ADnNfKXAdMDtF1Urg1xhDKvcCDwE/ypRdGGHTXweuBfYBLwBzgN/HVevx+xVFKXUURn6PK9qomun7tSnBlpkYASJ7tY+1YddJ0S+23upjbdg1BeMz7LU+1tb9itueRu/1sYBS6k7gRuApevA7rN8KQwo6SiSUqgwpymQEM2f2SxhjiW8kHtdanxdX9j7g80zao7X+Aohv80GMkOjx/7S9dr8wQrov1VonBQCDnrtfSqljMcalfwYEsQ7F9Vofi7crThR6vY8l2KXpI30s1f2iD/QxrfUdSqlfAc9j9K0e+Q7rz0NJiezEiCYYJTGREMQlDTK3u5Q0KF2UUsdg/Op4TGt9d4rjBUqp+DFOG8aXUCZtGqeUmpHQZiChWK/cL5PpwBOpDvTU/VJKnQT8P+AWrfVj9JE+lsKuPtHHEu3qK30s1f0y6bU+ppQ6Rik1AUBr3Qz8H4b30iP963AShjWAUkodad60WSQkBDLHGKNJgyD9pEFpo5TKA14Bbtda399GsUbgJnMiFoyhgFSTdN2JDViilCoyxy1/nNhmb9wvAKXUACBba13RRpGM3y+l1DDgWWCW1jr65dHrfSyVXX2hj7Vxv3q9j7VhV1/oY6OA3yulPEopN8aE83J6qH8dNkNJWusWpdRs4K8Yk3EvYk7QKKUeBp7TWj+HMd75mFLqdsykQRk27QqgDLhBKXWDue85rfXP4+1SSs0Elpmrqz7F+MAzhtb6Y6XUL4F3ABfwV63149Dr9wuMf5qdiTt7+H7diNGPFsfNf/wOY+y+N/tYKruepPf7WFv3q7f7WFt2raMX+5jW+kWl1AnAeow8M3/VWj+hlKqlB/qX5GMQBEEQLBxOQ0mCIAhCJxBhEARBECyIMAiCIAgWRBgEQRAECyIMgiAIggURBuGwQCk1SSn1dMclex6l1EilVLdGpE04//lKqTcydX6h/3HYPMcgHN5orT/ACGEsCEIHiDAI/Q6lVC7wB+AojDgxHwKPA/+ttR5rBpL7A/ANoA6oAj7RWi9USrVgxLs/DcgFFmJEpxyHEVrge1rrJqXU5cBVgBsoBhZprZd1YNcbwLsYQdqGA69hPO0LYDcfUjoeIyzET7XW7ymlyjCeeC3DCIGwA5ipta5RSm3HiJ75b+b5/qi1XmC2dRdGQLc6IFVkUEFoExlKEvoj5wF5Zjz9yea+UXHH/xvYpLUejfGl/624Yx6gSmt9AvAY8DAwFyNBUAHwfVN4rgTO0lpPxAg/cF8nbfsGRsybbwJnAieb+7OBV83z3Q48ZYZC+CHwrtb6X81raAYujjtfrtZ6inkNNyqljlBKfR+YgZFf4Fum3YLQaUQYhP7I28Cx5i/0W4AlwLa442cB/wOgta6kNXZ9lL+ar58DG7XWu7TWYaACKNZGNqxzgLOVUncDt2F4F53hea11WGvdYNpUbO7fq7V+0rTpFXPfMVrr3wCrlVLzMRKwjE1o629mnV0YAdSKMbyd/9Na7zfDLz/SSdsEARBhEPohZuCzIzHi8ORjDNnkxRUJYgRwixJKOEV8mOXEaJ8opYYCHwEjMEQoKb1iOxyIex+JsyPRBjsQMEMu3wXUYojZKwm2t3W++DIZjcQr9D9EGIR+h1LqGow5hFe01jcD/wCOiyvyd4yEMCilSjCGntIJGjYJ44v6Fxhf1OeY53K0V6kDSpRS0fN8D+ML/zPgDGCJ1vp/MTyC04GO2nkJuEApVaiMjGgXd1BeECyIMAj9kT9ifHluVkp9iDHG/nHc8XnAMUqpjRjDRjswxu47yysYkTc1rakgazG8lK5SA8xQSn0E/CcwwxwGugv4tVLqY+A5DA+l3Xa01i9iDB99gBEKfN9B2CUchkh0VeGwQyl1LbBea/2uUsqDEb/+Dq11xnNJCMKhgCxXFQ5HNgMPmkM/buCp7hAFpdQpwANtHF6ltZ7XxjFB6FOIxyAIgiBYkDkGQRAEwYIIgyAIgmBBhEEQBEGwIMIgCIIgWBBhEARBECyIMAiCIAgW/j/xwb6iR7FjmQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "robot.plot_qpgaps_convergence(sortby=\"sigma_nband\", sharey=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we are interested in the convergence of the real/imaginary part of the self-energy \n", "and of the renormalization factor ..." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "robot.plot_qpdata_conv_skb(spin=0, kpoint=(0, 0, 0), band=3, sortby=\"sigma_nband\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the QP data as a function of the KS energies on the same figure with:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "robot.plot_qpfield_vs_e0(\"qpeme0\", sortby=\"sigma_nband\");" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#robot.get_qpgaps_dataframe(spin=0, kpoint=(0, 0, 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Robots can also be constructed from the command line with: abicomp.py sigres FILES\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Back to the main [Index](index.ipynb)" ] } ], "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": "3.7.0" }, "latex_envs": { "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 0 } }, "nbformat": 4, "nbformat_minor": 4 }