{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3960683.svg)](http://dx.doi.org/10.5281/zenodo.3960683) [![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: Naphthalene HOMO Orb 34 (Au) ionization, 1-10eV\n", "\n", "- *electronic structure input*: naphthalene_aug-cc-pVTZ_E_orbLT76_240619.molden\n", "- *ePS output file*: naphthalene_wf_1.0-10.1eV_orb34.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-10.1eV_orb34.html\n", "- Dataset: https://zenodo.org/record/3960683\n", "- DOI (dataset): [10.5281/zenodo.3960683](http://dx.doi.org/10.5281/zenodo.3960683)\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 naphthalene, batch naphthalene_wf_1.0-10.1eV, orbital orb34\n", "- Naphthalene HOMO Orb 34 (Au) ionization, wavefn test run on AntonJr\n", "- E=1.0:0.25:10.1 (37 points)\n", "- Sat Jun 29 06:16:30 EDT 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS naphthalene, batch naphthalene_wf_1.0-10.1eV, orbital orb34\n", " Naphthalene HOMO Orb 34 (Au) ionization, wavefn test run on AntonJr\n", " E=1.0:0.25:10.1 (37 points)\n", " Sat Jun 29 06:16:30 EDT 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2404 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2392 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2327 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2326 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2324 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2323 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2312 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2311 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -11.2304 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -11.2304 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.1831 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.1161 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -1.0537 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -1.0119 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.9880 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.8549 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.8402 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.8174 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.7077 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.7057 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.6823 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.6254 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.6157 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5877 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5868 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5689 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.5385 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.5241 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4896 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4785 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.4529 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.3870 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.3215 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.2944 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = -0.7023900000 0.0000000000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7023900000 0.0000000000 0.0000000000\n", "Z = 6 ZS = 6 r = -1.3892300000 1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = 1.3892300000 1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = -1.3892300000 -1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = 1.3892300000 -1.2396300000 0.0000000000\n", "Z = 6 ZS = 6 r = -0.7068400000 2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7068400000 2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = -0.7068400000 -2.4097890000 0.0000000000\n", "Z = 6 ZS = 6 r = 0.7068400000 -2.4097890000 0.0000000000\n", "Z = 1 ZS = 1 r = -2.4629990000 1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = 2.4629990000 1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = -2.4629990000 -1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = 2.4629990000 -1.2381600000 0.0000000000\n", "Z = 1 ZS = 1 r = -1.2359200000 3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = 1.2359200000 3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = -1.2359200000 -3.3433990000 0.0000000000\n", "Z = 1 ZS = 1 r = 1.2359200000 -3.3433990000 0.0000000000\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/naphthalene/naphthalene_wf_1.0-10.1eV/naphthalene_wf_1.0-10.1eV_orb34.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-10.1eV/naphthalene_wf_1.0-10.1eV_orb34.inp.out\n", "Expecting 37 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/naphthalene/naphthalene_wf_1.0-10.1eV/naphthalene_wf_1.0-10.1eV_orb34.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/naphthalene/naphthalene_wf_1.0-10.1eV/naphthalene_wf_1.0-10.1eV_orb34.inp.out\n", "Expecting 37 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 111 DumpIdy segments.\n", "Found 111 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 111 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 naphthalene, batch naphthalene_wf_1.0-10.1eV, orbital orb34\n", " Naphthalene HOMO Orb 34 (Au) ionization, wavefn test run on AntonJr\n", " E=1.0:0.25:10.1 (37 points)\n", " Sat Jun 29 06:16:30 EDT 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/naphthalene/electronic_structure/naphthalene_aug-cc-pVTZ_E_orbLT76_240619.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1]\n", "IPot (input vertical IP, eV):\t\t 8.144\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1]\n", "Ionizing orb sym:\t\t ['AU']\n", "Orb energy (eV):\t\t [-8.01103204]\n", "Orb energy (H):\t\t\t [-0.2944]\n", "Orb energy (cm^-1):\t\t [-64613.33147703]\n", "Threshold wavelength (nm):\t 154.7668224405743\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[ 3. 0.91375834]\n", " [ 4. 0.91961138]\n", " [ 5. 0.94192943]\n", " [ 6. 0.93528526]\n", " [ 7. 0.90773097]\n", " [ 8. 0.91770688]\n", " [ 9. 0.90059297]\n", " [10. 0.8914772 ]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "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 naphthalene_wf_1.0-10.1eV_orb34.inp.out, pType=a, thres=1.5661400849971017, 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 naphthalene_wf_1.0-10.1eV_orb34.inp.out, pType=phaseUW, thres=1.5661400849971017, with Seaborn\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABoUAAAQLCAYAAABNmqDEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAASdAAAEnQB3mYfeAAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd1gUV/828BsUFcTexYZlF6QXKWJFDIpBrFgihiSaxKB5NKaovyQmJiamWKL4GImxt6jYNXaNDUUQK4qKIk0sEZQqbd4/fGcflp2F3WWRVe/PdXHFzJw5c2Zn5kz5zjnHSBAEAURERERERERERERERPRKM67qAhAREREREREREREREVHlY1CIiIiIiIiIiIiIiIjoNcCgEBERERERERERERER0WuAQSEiIiIiIiIiIiIiIqLXAINCRERERERERERERERErwEGhYiIiIiIiIiIiIiIiF4DDAoRERERERERERERERG9BhgUIiIiIiIiIiIiIiIieg0wKERERERERERERERERPQaYFCIiIiIiIiIiIiIiIjoNcCgEBERERERERERERER0WuAQSEiIiIiIiIiIiIiIqLXQPWqLgDRyyAhIQG7du3CqVOnkJSUhOzsbLRs2RJdu3bF+++/j6ZNm5abx9atWzF9+nTJeb6+vli4cKG+i01EREREREREREREpMCgEJEGtmzZgjVr1qBnz57o168fTE1NceHCBaxfvx67du3C+vXr0aFDB43y+vDDD9G+fXulaRYWFpVRbCIiIiIiIiIiIiIiBQaFiDTg6+uL8ePHo169eoppI0aMgKOjI77++mssXLgQv/32m0Z5de3aFe7u7pVVVCIiIiIiIiIiIiIiSQwKkUEqeHRbb3mZNG5ffqJy2NnZSU4fMGAAvv76a8TFxWmVX3Z2NkxMTFCjRo0Kl42IiIiIiIiIiIiISBMMCpFhKi7SW1Y5OTkapTMzM9M67/v37wMAGjVqpPEyH330EbKysgAAHTp0wJgxYzBq1CgYGRlpvX4iIiIiIiIiIiIiIk0xKEQGSSjM11teTk5OGqXTtrUPACxYsAAAMHTo0HLT1qpVCwMGDICnpycaN26M1NRUbNy4Ed9++y2uX7+OWbNmab1+IiIiIiIiIiIiIiJNGQmCIFR1IYhKy797Xm952b0xSqN02gaFfv/9d8yfPx8+Pj4IDQ3VqaVPYWEhxowZg5iYGGzatAkODg5a50FEREREREREREREpAm2FCLDVFSot6xiYmL0lpdo1apVmD9/Ptzc3PDrr7/q3PVb9erV8eGHH+KDDz7AP//8w6AQEREREREREREREVUaBoXIIOmz+zhdxgoqy4oVKzBnzhx4enpiyZIlMDU1rVB+FhYWAIDHjx/ro3hERERERERERERERJIYFCLDVPCsqksg6Y8//sCvv/6K7t27Y/HixahZs2aF87x79y4AoHHjxhXOi4iIiIiIiIiIiIhIHQaFyDDpsfs4fVm6dCnmzZuH3r17Y+HChahRo4ZkutzcXKSmpqJOnTpo2rSpYnp6ejoaNGigkjY0NBQA4O3tXXmFJyIiIiIiIiIiIqLXHoNCZJCEQsNqKbRu3TrMmzcPjRs3Rt++ffH3338rza9duzZ8fHwAAJcuXcLYsWMxePBgzJkzR5HG398frq6ukMvlaNy4MVJTU7F9+3akpqbivffeQ+fOnV/oNhERERERERERERHR64VBITJMBhYUunz5MgDg0aNHmDFjhsp8CwsLRVBInTfffBORkZGIiIhAVlYWateuDRsbG0ybNg2+vr6VUm4iIiIiIiIiIiIiIpGRIAhCVReCqLS8iA16y6uW5yi95UVERERERERERERE9LJiSyEySEKBYbUUIiIiIiIiIiIiIiJ62TEoRIapIL+qS0BERERERERERERE9EphUIgMU6FhBoUOHDiAZcuW4caNGzAxMYGLiwsmT54MKysrjZbPzc3F4sWLsXfvXjx48ABNmzaFn58fQkJCYGpqWsmlJyIiIiIiIiIiIqLXGYNCZJgKC6u6BCo2b96ML7/8EjKZDJ9++iny8/Oxdu1ajBo1Chs2bCg3MFRUVIT3338fkZGRCAgIQJcuXRAXF4fly5fj4sWLWLlyJapVq/aCtoaIiIiIiIiIiIiIXjcMCpFhMrCWQk+ePMGcOXPQvHlzbNiwAebm5gAAPz8/+Pn54bvvvsO6devKzGPbtm2IjIxEUFAQvvzyS8X01q1b44cffsC2bdswbNiwSt0OIiIiIiIiIiIiInp9GVd1AYgkFeTr708PDh8+jKysLAwfPlwREAKA5s2bo3///oiKikJycnKZeezYsQMA8M477yhNHzlyJMzMzBTziYiIiIiIiIiIiIgqA1sKkWEqKtJbVjk5ORqlMzMzUzvv4sWLAAAnJyeVeU5OTtiyZQsuXbqEVq1aSS4vCAKuXLmCpk2bwsLCQmlezZo10blzZ1y5cgWCIMDIyEij8hIRERERERERERERaYNBITJMemrhA0gHcqTExcWpnXf//n0Az1sGlSZOE9NIycjIQE5ODjp27Cg5v3nz5oiKisKTJ09Qv359jcpLRERERERERERERKQNBoXIMBUUVHUJlOTm5gIAatSooTKvZs2aSmmk5OXlqV2+5HQxHRERERERERERERGRvjEoRIapqFBvWcXExFQ4D1NTUwBAfr5qC6Znz54ppZFSq1YttcuXnC6mIyIiIiIiIiIiIiLSNwaFyCAJemwpVNZYQZpq1qwZACAtLQ0dOnRQmpeWlqaURkr9+vVhamqqSFtaWloazMzMUK9evQqXlYiIiIiIiIiIiIhIinFVF4BIUn6B/v70wN7eHoB0qyNxmp2dndrljYyMYGtriwcPHiAlJUV5U/PzERsbC1tbWxgZGemlvEREREREREREREREpTEoRIapoFB/f3rg4+OD2rVrY/PmzcjKylJMT0tLw99//w0XFxe0bt0awPOxheLj4/HgwQOlPAICAgAAK1asUJq+ceNG5OTkYODAgXopKxERERERERERERGRlGrffPPNN1VdCKLSCk5sAwRBL38m3QZVuDy1atVC/fr1sWvXLhw7dgzFxcWIjo7GzJkzkZubi99++w1NmjQBAJw/fx7Dhg1DRkYGfHx8FHlYWVnh7Nmz2LdvH5KTk5GRkYFt27ZhyZIlcHFxwYwZM2BszDgtEREREREREREREVUOjilEBkmfYwrpy4gRI1CvXj38+eef+OWXX2BiYgIXFxdMmTIFVlZW5S5frVo1hIWFYfHixfj777+xZ88eNGnSBMHBwQgJCUG1atVewFYQERERERERERER0evKSBAEoaoLQVRa9tcj9ZZX7Vkb9ZYXEREREREREREREdHLii2FyDAVFVV1CYiIiIiIiIiIiIiIXikMCpFBEvILq7oIRERERERERERERESvFAaFyCAJBa9GUOjZs2fYuXMn/vnnH1y/fh0PHjxAgwYNIJPJ8N5778HDw0PjvORyudp558+fR+3atfVRZCIiIiIiIiIiIiJ6RTEoRIap8NXoPi45ORlffvkl7OzsMHDgQLRo0QL379/Hxo0b8fbbb+PTTz/F+PHjNc7P1dUVgYGBKtNr1qypz2ITERERERERERER0SuIQSEySELBqxEUatiwIcLDw2Fra6s0PTAwEP7+/vjtt98wYsQI1K1bV6P8WrdujYCAgMooKhERERERERERERG94oyrugBEUoT8Ir39VaUGDRqoBIQAoGnTpujSpQsKCgpw+/ZtrfLMz89HVlaWvopIRERERERERERERK8JthQigyTkF+str5ycHI3SmZmZ6W2dmrh//z4AoFGjRhovs3//fuzcuRNFRUWoX78+fHx8MGXKFDRu3LiyiklERERERERERERErwgGhcgwFQp6y8rJyUmjdHFxcXpbZ3mOHDmCS5cuwc3NDa1bt9ZoGTs7O/j6+sLS0hLZ2dk4ffo0wsPDERERgU2bNjEwRERERERERERERERlMhIEQX9v34n05PHgnnrLyzM2TaN0ZQWFsrOzERYWpvE6fX190blzZ8l5t27dwqhRo2BkZITw8HCNg0JS1q1bh1mzZmHUqFH45ptvdM6HiIiIiIiIiIiIiF59bClEBknI119eMTExFc4jJycHv//+u8bp27ZtKxkUun37NoKDg1FcXIw///yzQgEhABg9ejRCQ0Pxzz//VCgfIiIiIiIiIiIiInr1MShEBkko1F9e+hgrqEmTJhXuXu7WrVsIDg7Gs2fPsGLFCtjb21e4XEZGRmjZsiVu3bpV4byIiIiIiIiIiIiI6NXGoBAZpCI9thQyBDdu3EBwcDCKioqwcuVK2NjY6CXf4uJiJCcnczwhIiIiIiIiIiIiIioXg0JkkIoLjKu6CHpz/fp1BAcHAwBWrVoFKyurMtMnJiaioKAAHTp0UExLT09HgwYNVNKGhYUhIyMDAwcO1GuZiYiIiIiIiIiIiOjVw6AQGaTiIqOqLoJepKam4u2330ZGRgbef/99xMXFqXRD5+XlpdTSJzg4GCkpKUrplixZggsXLsDd3R0tW7ZEXl4eTp06hRMnTqB9+/YICQl5YdtERERERERERERERC8nBoXIIBUVvBpBoaSkJGRkZAB43qpHyurVq8vt/s3d3R3x8fHYsWMH0tPTYWxsjDZt2mDChAkYN24czM3N9V52IiIiIiIiIiIiInq1GAmCIFR1IYhKu+PQV295WV48qLe8iIiIiIiIiIiIiIheVmwpRAap6BUaU4iIiIiIiIiIiIiIyBAwKEQGqaiYQSEiIiIiIiIiIiIiIn1iUIgM0qvUUmjatGnYtm2b5LyvvvoKY8aM0TivTZs2Ye3atUhISICZmRm8vLzwySefwMLCQl/FJSIiIiIiIiIiIqJXFINCZJAKi16doJDo559/Vplmb2+v8fILFizAkiVL4OzsjBkzZuDx48dYvXo1zp49iy1btqB58+b6LC4RERERERERERERvWIYFCKD9Cp2HxcQEKDzsnfu3EFYWBhsbGywZs0aVK/+/NTt1asXhg4dinnz5kkGnYiIiIiIiIiIiIiIRK/em3d6JRQWGevtz1AIgoCsrCwUFRVpvezu3btRVFSEoKAgRUAIADp37gx3d3fs378feXl5+iwuEREREREREREREb1i2FKIDFKBHlsK5eTkaJTOzMxMb+uU4urqiqysLFSvXh1OTk4ICQmBp6enRstevHgRAODk5KQyz8nJCREREbhx44ZW3dERERERERERERER0euFQSEySEWCkd7ykgqkSImLi9PbOktq1KgRgoKCYGdnh9q1a+PmzZtYtWoV3nnnHfzyyy/w9/cvN4/79+8DgOS4QeK0tLQ0BoWIiIiIiIiIiIiISC0GhcggFQiG0+0bAGRnZyMsLEzj9L6+vujcuTMA4LPPPlOa5+PjgyFDhsDf3x/ff/89+vbti1q1apWZX25uLgCgRo0aKvNq1qyplIaIiIiIiIiIiIiISAqDQmSQCvU43FVMTEyF88jJycHvv/+ucfq2bdsqgkJSmjVrhqFDh2L58uW4cOECPDw8yszP1NQUAJCfn68SQHr27JlSGiIiIiIiIiIiIiIiKQwKkUEqgP66j9PHWEFNmjTRe/dyrVq1AgA8fvy43LTNmjXDjRs3kJaWhnbt2inNS0tLAyDdtRwRERERERERERERkciw+ugi+v8KjYz09meoEhISADwPOJVHHCvowoULKvNiYmJQq1YtdOrUSa/lIyIiIiIiIiIiIqJXC4NCZJAKjIz09leVcnJyFN27lXTnzh1s2bIFjRo1goODg9K8+Ph4JCYmKk178803Ua1aNaxevRqFhYWK6bGxsTh79izeeOMNdh9HRERERERERERERGVi93FkkAoMt4GPVu7evYvx48fD29sb7dq1g5mZGW7duoXw8HDk5+fjl19+QY0aNZSW8fPzg4WFBY4cOaKY1r59e4wbNw5Lly5FUFAQAgICkJ6ejlWrVqFhw4b45JNPXvSmEREREREREREREdFLhkEhMkhFehxTqCo1btwYnp6eOHfuHPbs2YO8vDw0bNgQvXv3xnvvvQcbGxuN85oyZQpatmyJdevWYfbs2TAzM4OXlxemTJmCFi1aVOJWEBEREREREREREdGrwEgQBKGqC0FU2gqLMXrL652UtXrLi4iIiIiIiIiIiIjoZcWWQmSQ8l+NhkJERERERERERERERAaDQSEySEUMChERERERERERERER6RWDQmSQCl6RoFBycjL69OlTZprJkydjwoQJ5eYll8vVzjt//jxq166tdfmIiIiIiIiIiIiI6PXBoBAZpIKqLoCeNGzYED///LPkvAULFiA1NRXe3t4a5+fq6orAwECV6TVr1tS5jERERERERERERET0emBQiAzSq9JSyMzMDAEBASrT7969i3v37sHR0bHMFkCltW7dWjI/IiIiIiIiIiIiIqLyMChEBqkQQlUXoVJt3rwZgiBg+PDhWi+bn5+P/Px8mJubV0LJiIiIiIiIiIiIiOhVxaAQGSR9thTKycnRKJ2ZmZn+VlqGwsJCbN++Hebm5vDz89Nq2f3792Pnzp0oKipC/fr14ePjgylTpqBx48aVVFoiIiIiIiIiIiIielUwKEQGqUCPLYWcnJw0ShcXF6e3dZbl6NGjePjwIUaOHKlVIMrOzg6+vr6wtLREdnY2Tp8+jfDwcERERGDTpk0MDBERERERERERERFRmRgUIoNUZGDdx2VnZyMsLEzj9L6+vujcubPkvE2bNgEAAgMDtSrDli1blP4/ICAA9vb2mDVrFkJDQ/HNN99olR8RERERERERERERvV4YFCKDpM+WQjExMRXOIycnB7///rvG6du2bSsZFLp37x5OnjwJGxsb2NjYVLhco0ePRmhoKP75558K50VERERERERERERErzYGhcgg6TMopI+xgpo0aaKX7uXCw8NRXFysdSshdYyMjNCyZUvcunVLL/kRERERERERERER0auLQSEySIbWfZw+FBcXIzw8HGZmZnjzzTf1lmdycjLHEyIiIiIiIiIiIiKichlXdQGIpBSgWG9/huLkyZNITU1F//79YW5urjZdYmIi4uPjlaalp6dLpg0LC0NGRga8vb31WlYiIiIiIiIiIiIievWwpRAZJH12H2coNm/eDAAYMWJEmemCg4ORkpKi1F3dkiVLcOHCBbi7u6Nly5bIy8vDqVOncOLECbRv3x4hISGVWnYiIiIiIiIiIiIievkxKEQGqUAwnBY++vDvv//i6NGjkMlkcHBw0Hp5d3d3xMfHY8eOHUhPT4exsTHatGmDCRMmYNy4cWW2PCIiIiIiIiIiIiIiAth9HBmoIgh6+zMEjRo1wpUrV7Br165y0x45ckSplRAA9OnTB3/++SeOHz+Oy5cv4+LFi9i1axcmT57MgBC9MGfPnoVcLseiRYv0lue0adMgl8uRnJystzxLW7RoEeRyOc6ePVtp63hZ7d69G4MGDYKTkxPkcjlmz55d1UWiV1hl1CGVzdvbm120VpGX8XghzSQnJ0Mul2PatGlVXZRKs2XLFsjlcly6dKmqi0I6kqqDBEFAQEAARo8e/cLKsXXrVsjlcmzduvWFrbMiXsR9ty7rCAoKglwur7QykTI+f5GuXrY671Xj7u6utzHQ6X9mz54NuVyOa9euVXVRlLClEBkkQxoLiIh0t2jRIoSGhmL16tVwd3ev6uJQCTExMfj000/RunVrjBo1Cqamplq3ZIyPj8eePXtw7do1XLt2Dffu3QMAXL16FdWra3+LUVRUhDVr1iA8PBx3795FrVq14ODggAkTJsDZ2VmrvNLS0rBt2zZF2ZKSkiAIAg4cOIC2bduqXS4vLw9hYWHYs2cPUlNTYW5uDjc3N3z88cfo0KGDxuvX929T0p07d9CvXz80bdoUx44dQ7Vq1dSmjY6OxujRoyGXy7Fz584KrbcqxMXFYfXq1bh69SrS0tKQlZWFRo0awdLSEqNHj0bfvn1hZGRUZh6PHz+Gv78/Hj16BGdnZ2zYsOEFlf7lNW3aNGzbtg2HDx9Gq1atqro4FaLrdejs2bMYO3YsJk6ciEmTJlViCelVk52djQULFqB3796wt7ev6uKQHhkZGWHSpEkICQnBvn370K9fvwrnybrm9aPPe0TxGqfOH3/8gR49eij+XzzeynPs2DG0aNFCq7IQaeJlqvO2bt2K6dOna7VM6Q+8STN5eXnYuHEjrl27htjYWNy+fRuFhYWYN28eBgwYoHY5QRCwefNmbNy4Ebdv30b16tVha2uL8ePHw8vLS+P1Hz16FB9++GGZaSIiItCwYUON83wZMChEBulV6z6OiMjQHDt2DIIg4KefftI64CI6ceIEFi9ejGrVqqFt27aoWbMmnj17plNegiBgypQp2L9/PywtLfHWW2/hyZMn+PvvvzFmzBgsXLgQPj4+Gud35coVLFiwAEZGRmjVqhXq1KmDp0+flrlMfn4+3nnnHZw/fx62trYYO3Ys0tLSsG/fPvzzzz9YtWqVxoEzff42pVlaWsLNzQ2RkZE4duwY+vTpozbtli1bAJQ/np2hunr1Kg4dOgRHR0c4OTmhTp06ePjwIY4ePYpJkyZh4MCB+OWXX8rMY+bMmcjJydFp/StXrtRpOSJ6fa1ZswYPHz7E+++/X9VFoUrg4+ODDh06YP78+fD19S33wwSi0irjHnHw4MGwsLBQmV76QygLCwtMnDhRMo8bN27gwIED6NSpU4UDQm+99Rb8/PzQsmXLCuVDr5++ffvCwcEBTZs2reqiwNraWuV8SUlJwbZt22BhYYHBgwdXUclePRkZGfjxxx8BAE2aNEGjRo1w//79cpebOXMm/vrrL1hYWGDkyJHIycnB3r178e677+LHH3/EkCFDtCpHu3bt1LaUMjU11SqvlwGDQmSQil6hlkKnTp3CgQMHcO3aNcTFxSEvLw8///wzAgIC1C5z7tw5LFq0CFeuXIEgCLCzs8OkSZPQpUsXjddbWFiI5cuXIzw8HCkpKahfvz769OmDyZMno0GDBvrYNCJ6iT148AAAKnTD3aNHD0XXc7Vq1YK3tzdSUlJ0ymvPnj3Yv38/nJycsGrVKtSsWRMAMHLkSIwePRpfffUVPDw8NO4y09bWFuvWrYOVlRXMzc0RFBSEyMjIMpdZsWIFzp8/D19fXyxYsADGxs972e3fvz9CQkIwY8YM7Nq1SzG9LPr8baQEBgYiMjISmzdvVhsUysrKwr59+2BqaoqBAwfqbd0v0oABAyRv5rOyshAYGIidO3ciKChI7df427dvx4EDBzBz5kx8++23Wq+/TZs2Wi9DRK+voqIibNy4Ee3atdP5gwsyfIMGDcLcuXMRERGBrl27VnVx6CVTGfeIgwcP1qg1bKtWrdS2zvjkk08APL/HrKiGDRu+cl/U04tRp04d1KlTp6qLAeB5UMja2lpp2tmzZxVBIUNv6fQyqVevHpYtW4bOnTujUaNG+Omnn7B8+fIylzl16hT++usvdOrUCRs3blS8JwgODsbQoUPx3XffoXv37mjSpInG5WjXrt1rtV85phAZpEKhWG9/VW3Xrl3YsmUL8vLyIJPJyk1/4sQJBAcHIzk5GSEhIZg6dSrS09MRHByMEydOaLze6dOnY+7cubC0tMTXX3+NoUOHYseOHRgzZgyysrIqsklUyUr2tZ+cnIwpU6bA3d0ddnZ2GDJkCI4ePaqyTGZmJpYtW4axY8eiR48esLW1hYeHBz788ENcuHBBcj1yuRxBQUG4f/8+PvvsM3h6esLe3h5Dhgwpd/yra9eu4f3334erqyscHBwwZswYnD9/XimNt7e3ojuDsWPHQi6XK/6kbNy4Ef7+/rCzs0PXrl3x1VdfITMzUyXdmTNn8NVXX8HPzw/Ozs6wt7fHm2++idDQUK2/souPj8e0adPQs2dP2NraomvXrpg6dSpu376tkrbk+EealhV43o3ZrFmz0KdPH9ja2sLd3R0ffvihzuMMnDhxAnK5HPPnz1eaHhERofh9xW4oRP/5z38gl8uRlJSk0k9znz59FMtpO7ZT+/bt4eDggFq1aum0LSWJXXpNnjxZERACAHt7e/j5+eHx48fYv3+/xvk1b94crq6uGgeRBEHAxo0bAQCfffaZUuDHx8cHrq6uuHXrVrmBJZGuv42mx6Svry/q16+P48ePq/2KateuXcjJyUH//v11fri6cuUKJk2aBE9PT9ja2qJ379745ptvFEHFksRzJCkpCWvWrIG/vz/s7e0RFBSkkjYmJgbBwcFwcXGBk5MT3nvvPVy+fFklXcljoSRzc3N069YNAJCQkCCZJjU1Fd9//z2GDRum1HWKNqTGFCp5Dp05cwZBQUFwcnKCs7Mz3n//fcTHx6vkU/K3WbFiBfr16wc7Ozv06NEDP/zwg9bX5QcPHuDbb7+Ft7e3or6fOHEirly5opK2rH79pcZ2kcvl2LZtGwDl+qGiYytV5JpTWkJCAj7//HN0794dtra26NatGz7//HOVY0Hb65Bo2rRpiu51QkNDlZY7e/YsNmzYALlcrrbLnocPH8LGxgb+/v6KaSX3w7Zt2zBo0CDY29vD09MT06dPx8OHDyXzysjIwNy5c9G/f3/Y29vDxcUFb7/9Nk6ePKnpz1XpxPMkMzMTs2bNQvfu3WFnZwc/Pz+sXr0agqB+jM/KvM+JiorChx9+qEjv5eWFwMBAyf2Wm5uLpUuXIiAgQNEyccSIEdi9e7dWv8WpU6dw79499O/fX3JbyxpLSWrMk5Lj2mhy77Vx40bI5XJs2rRJabo4xpGDgwPy8/OV5g0bNgx2dnbIy8tTKeedO3cwefJkeHp6wsrKSlGPXLlyBd9//z0GDhwINzc32NnZ4Y033sCcOXPw5MkTlW0rWW8eO3YMI0eOhKOjI7p06YKPP/5Ysh7Xtd7U9r7r0aNHmDFjBrp27Qp7e3sEBAQo6kB1xK5sxNa4uiqvrilNl2tOWdfjEydOYPz48XB3d4etrS18fHzw008/Sbasvn79Oj755BOl687gwYMxe/ZsFBQUSG7fvn37MGzYMDg4OMDNzQ1TpkxRe8+iab1enj179qXbvV0AACAASURBVGDIkCGK+vWzzz7T6GvzF0mf98/6kp6ejoMHD6JWrVplfryqKXX3HuK9wOPHj/HVV1+hW7dusLW1xYABAxAeHq42v5MnT+LDDz9U3I/27NkTEyZMwOnTpytc1tzcXISFhWHIkCFwcnKCk5MT+vfvj++//x6PHj1SpNPkvCouLsaGDRswdOhQODk5wdHREUOHDsX69etRXKz6bkrT69SjR4/w008/wdfXF46OjnB1dYWvry+mTZuGpKQkjbe1sq+L5e0nTeq8ssYU0uW5RNtnd324ceMG5HI5Zs2ahZs3b2LixInw8PCAlZWV4nmnrLF7fvrpJ8jlcslno7i4OEydOlWprvziiy+0Og50kZubi9DQUAwYMEBxPxoUFIRDhw5Jpi8qKsKyZcvg6+urOBZ+/PFH5OTkSG67qakpunfvjkaNGmlcJvH9QUhIiNIzf/v27REYGIicnBzs2LFDh60t3/HjxzF9+nT069cPTk5OcHBwwMCBAxEWFqb2mijl1KlTeO+99xR1Ybdu3TBy5EgsW7ZMJW1WVhYWLVqEN998Ew4ODnBycsJbb72ldh9ogi2FyCAVCEVVXQS9mTJlCr799lvUrFkTW7duLfNFcFFREWbOnIkaNWpg7dq1iubWgwYNgr+/P2bOnImDBw+WOX4E8Pzl8M6dO+Ht7Y0lS5YoptvZ2SEkJAR//vkn/vOf/+hnA6nSpKSkYPjw4WjdujUCAgLw5MkT7N27Fx999BFWrFgBDw8PRdr4+HgsWLAArq6u6NWrF+rWrYt79+7hyJEjOHHiBJYsWSL5UvTJkycYNWoU6tSpgyFDhiAzMxN///03Pv30U9y/fx/jxo1TWebKlStYtmwZHB0dMXz4cKSmpuLAgQMIDg7G9u3b0b59ewDPX8AdPnwYkZGRars0EP3yyy84efIkevfuDS8vL5w9exabNm3C3bt3sXr1aqW0f/zxB+7cuQMnJyf07NkT+fn5OH/+PBYtWoSzZ89i5cqV5Z4jwPML+aRJk1BYWIjevXujTZs2uH//Pg4cOIBjx45h9erVsLGxqVBZr169infffRdPnjxBt27d8MYbbyA9PR2HDh3C6NGjsXjxYvTs2bPcspbk6uoKExMTREREYMqUKYrpZ86cUfw7IiJC0bpCEARERkbCwsICrVu3RlZWFiZOnIhDhw7h+vXrGDt2LOrWrQsAiv++aPn5+YiJiYGpqSlcXV1V5vfo0QM7duzAmTNnMHTo0EopQ2JiIlJTU9GuXTu0bt1asgxRUVE4c+aM0rmnT9ockzVq1EBAQABWrVqFrVu3YsKECSr5bd68GQAwfPhwncojdtEGPA9CtWzZElevXsWGDRtw+PBhbNiwQXK8mdmzZyMqKgo9e/ZEz549Vc7HixcvYunSpejatSveeust3L17FwcPHsS5c+ewfPlyyWOgtNzcXMUxL/XBhSAImDZtGurUqYPp06cjIyNDl5+gTMeOHcPhw4fRvXt3jBw5EvHx8fjnn39w+fJl7NmzR/IL2R9++AFRUVGKQN3JkyexatUqREVFYcOGDWqDYCUlJSVh9OjRePDgATw8PDBgwADcu3cP+/btw7Fjx7Bo0SL07t1b5+1SVz/o46tNXa45pV26dAnvvPMOsrOz4e3tjY4dO+L27dvYtWsXDh8+jJUrV8LOzg6AdtehksSuKrdt2wY3Nze4ubkp5llYWMDW1ha//vortmzZggkTJqgc4+Hh4SgsLJTstnHlypU4deoU/Pz80L17d0RHR2Pr1q2Kln8lj5uUlBQEBQUhJSUFrq6u6N69O3Jzc3H06FGMGzcOs2bN0ssX3fqQn5+P4OBgZGZmYsCAASgoKMD+/fsxe/Zs3LlzBzNnzlRZpjLvc44fP44PPvgA5ubm8Pb2RrNmzZCRkYHbt29j/fr1St3BPH36FG+//TZiY2NhY2ODoUOHori4GCdPnsTUqVNx8+ZNpettWSIiIgAALi4uuv6UkjS99/L09FSUo+SxIdaXeXl5iImJUbQoyMzMRGxsLFxcXFReUCcmJiIwMBDt2rWDv78/8vLyFC9dNm3ahEOHDqFLly7o2rUrioqKEBsbixUrVuD48ePYtGmT5EcZBw4cwIkTJ+Dj4wM3Nzdcu3YN+/fvVwRbxe0oSZt6U9v7rvT0dIwcORJJSUlwcXGBi4sLHj58iJkzZ5Y5FoGFhQWaNWuG06dPQxAEnbuQK6+uKUmXa05Z1+PQ0FAsWrQI9evXR69evdCwYUPcuHEDy5cvx/Hjx/HXX38p9uH169cRGBgIIyMjeHt7o1WrVsjKykJiYiI2bNiAyZMnw8TERGnd69evx5EjR+Dt7Y0uXbrg0qVL2Lt3L65fv44dO3agRo0airTa1OtlWblyJX788UfUrVsXgwYNUhwvo0aN0vgjoZdVdHQ0rl69isLCQrRq1QoeHh5atdTZtm0b8vPzMWjQINSrV68SS/q8zh01ahRq1KgBX19fPHv2DPv378eMGTNgbGys0iXXwoULsXjxYpiZmcHHxwctWrTAgwcPEBMTg507d1aotd6TJ08wduxYXL9+HZaWlhg6dChMTEyQlJSE8PBw9O3bF40bN1Zapqzz6rPPPsPu3bvRokULDBs2DEZGRjh06BC+/fZbREdHY+7cuYq0ml6ncnNzMWrUKCQmJsLLywve3t4QBAGpqak4fPgwfH19JZ9dSqvs66Im+0mbOq80XZ9LtHl217ebN28iMDAQVlZWCAgIQHZ2NszMzHTO7+DBg/jkk08gCIKiLk5NTcWePXtw7NgxrFu3Dh07dtTjFjyXl5eHsWPH4tKlS5DJZIoPzffv34+QkBBMmTJFZTyeGTNmYPv27WjZsiVGjRoFY2NjHDp0CLGxsWV+LKSNs2fPwsjICN27d1eZ16NHD6xcuRJnzpzR6PlCW6GhocjIyICdnR369OmDnJwcREVFYe7cuTh//jyWLFlS7r3B3r17MWXKFDRo0ADe3t5o3Lgx0tPTcfPmTWzevFmp3I8ePUJQUBBu374NBwcHDB8+HPn5+Thx4gRCQkLw+eef47333tN+QwQiA9S9pbfe/gxJeHi4IJPJhO3bt0vOP3PmjCCTyYRp06apzFu8eLEgk8mEM2fOlLueL774QpDJZMLZs2dV5vXt21fo3bu39oWnFyYpKUmQyWSCTCYTFi1apDTv+PHjgkwmE8aNG6c0/enTp8K///6rkte9e/cELy8voV+/firzxHV8/PHHQlFRkWJ6YmKi0KVLF8HGxkZITExUTBePT5lMJoSHhyvltWHDBkEmkwkzZ85Umr5w4cIyj1vxWO3Zs6eQkpKimF5QUCCMHj1akMlkwsWLF5WWSUxMFIqLi1Xymj9/viCTyYQ9e/aUW4aMjAzB1dVVcHNzE27evKmU/saNG4Kjo6MwaNCgCpW1oKBA8PHxEWxtbVXOxbS0NKFbt26Cl5eX8OzZM8nfpiyjR48WrK2thadPnyqmBQYGCoMGDRLc3NyETz/9VDH92rVrgkwmE6ZPny65PUlJSVqvX53evXsLMplMKCgo0Gq5GzduCDKZTHjzzTcl51+6dEmQyWTCsGHDdC7bmDFjBJlMJiQkJEjOP3r0qCCTyYQPPvhAcv7ff/8tyGQy4T//+Y9O6y/vt9HlmLx165Ygk8kEb29vlXMiNjZWkMlkwoABA3Qqb1ZWluDm5iZYWVkJ586dU5q3dOlSQSaTCe+8847SdPGY6tatm1LdISpZh6xZs0Zp3sGDBwWZTCb07dtXqT4SJSQkCAsXLhTmz58vfPnll0K3bt0EmUwmzJ07V7L8K1asEORyuXDq1ClBEP5Xr44cOVKr36F3794q10zxWm5tbS2cPn1aad6vv/4qyGQyISwsTGm6+Nu4ubkJycnJiulFRUXCxIkTBZlMJoSGhmpUpnfffVeQyWTCf//7X6Xp0dHRgrW1teDm5iZkZWUpppdVD4u/yxdffCFZXn3WD7pecxYuXKiYVlxcLPTr10+QyWTCjh07lPLfs2ePIJPJBF9fX6X8y7sOqSO1/pK+/fZbQSaTCUeOHFGaXlxcLHh7ewsODg5KdbRYDhsbG+Hq1atKy8yePVuynh4zZowgl8uF3bt3K01/8uSJMHDgQMHOzk54+PChRtsTHh4uLFy4UOO/0tf5soj128iRI5Wuaenp6UKfPn0EmUwmREZGKqa/iPsc8by6du2ayjKl8xGP99LnbV5envDuu+8KcrlciI2NLedXeG748OGCTCYTHj9+rDJP3fkmEq9TJely79WrVy/Bw8ND6brg5eUljB07VrCyshLmz5+vmC7WvSXrn5L7R10dm5ycLBQWFqpM37RpkyCTyYSlS5cqTRfrTalzZuXKlYJMJhPGjh2rNF3belOX+64vv/xSkMlkwuzZs5XSX7p0SejcuXOZdcBHH30kyGQylWu2tsqraypyzVF3PY6IiBBkMpkwYsQI4cmTJ5LrK/mb/Pjjj4JMJhMOHjyokldGRoZknevk5CRcv35dKe0nn3yicq+ur3o9KSlJsLGxEbp06aJ07Sp5vJQ+v8py8OBBrerMFStWaJx3abrePwvC/36L0n+2trbC/PnzJZ+ZpIj7IDo6WusylFWu0tdesXwzZsxQqkNu3rwpWFtbC/3791dKf+LECcW9blpamsp67t27V6Fyisfk119/rXL/mZmZqXQdL++82rVrlyCTyYRBgwYp3YdlZ2cLgwcPFmQymbBz507FdE2vU4cPH5aspwRBEJ49eyZkZmZqtK2VeV3UZj9pWueVvOZV5LlEm/cMmhDLP2bMGLVp4uLiFMd66ft1kZubm9rntDlz5ggymUy4dOmSYtqDBw8ER0dHwcvLS+V59vLly4Ktra0watQorbdHk3LNmzdPkMlkwqRJk5TO27S0NMHLy0uwsrJSOh6OHTsmyGQywd/fX+lcyM3NFYYMGaLRM6r4G5S+BxY9fPhQkMlkgpeXl+R88V6mT58+5W6zIAjCkSNHBJlMJrzxxhuSdXzpuvHu3bsqeRQXFwvfffedIJPJhOPHjyvN+/777wWZTKb0O40dO1aQy+WS9Unpc3LChAmCTCYTNmzYoDQ9OztbGDlypGBtbS1ZpvKw+zgySAUo1ttfTk6ORn+G4OLFiwAAJycnlXniNE26nLp48SKMjY3h6OioMs/R0REpKSn4999/K1haqmwWFhYqX/93794dLVu2VDkO6tSpI/k1WPPmzdGvXz/cvn0bqampKvOrVauGTz/9VKmrrNatWyMoKAgFBQWSzW2dnZ1VxvgYOnQoqlevrnOXaCEhIUoDkVavXl2xjtJ5tm7dWvKri7fffhsANOpmcfv27Xj69Ck+/vhjla9pOnXqhOHDhyM2Nha3bt3SuazHjh1DYmIixowZo/QVFAA0a9YM48aNw8OHDxVfFWvD09MTRUVFiq7MsrKycOXKFXTt2hXu7u5KeYr/Fr8eNkRi8311X3GKLRSkujN50WWorK4GdDkmO3ToABcXFyQnJ6scR2LXQbq2Ijh8+DAyMjLg5+en0nLn3XffhYWFBU6dOiVZr4wbN67MLxbbtm2L0aNHK00Tvxq/e/cuoqKiVJa5e/cuQkNDsWTJEmzatAnp6en4/PPPJb/ev3XrFubNm4eRI0dW6lgPfn5+KueV+HtLdfcAPG+5UvJLSGNjY3z++ecwNjYus9sUUVpaGk6ePImWLVuqfPXm7OyMAQMGICMjAwcPHtR2c14IXa45JZ0/fx63b9+Gk5OTyjhZfn5+cHFxwZ07dxAdHV0p5S9p1KhRAIC//vpLafrJkyeRnJysttvGgQMHonPnzkrTJk2ahDp16mD37t2Krr2uX7+OyMhIvPHGG4quqkR169bFpEmTFF9Xa2Lbtm0IDQ3V+K+87rOkTJ06Venr//r16+Ojjz4CAMluYF7EfY5U67uS+aSnp2Pnzp2wtbXF+PHjVZb97LPPIAiCxl0cpqamwsTERO/jd2pz7+Xh4YHHjx8jLi4OwPM68eHDh/D19UXnzp2VWhaL/5a6R2jcuLHaAektLCwkW2UPGzYM5ubmars39PDwUGnJOGbMGLRp0wZnzpyRHFdF03pT2/uugoIC7Nq1C7Vr11YZP8DOzk6p+0cpYusBqeOuMuhyzVF3PV6zZg0A4LvvvlNpJT5kyBBYW1tLHvNS3Z3Vq1dPcqxFqe4QxZbLJcurr3p9165dKCgowJgxY5RaC5Q8XrRx6NAhrerMym5xoI6VlRV++OEHHDp0CJcuXcLRo0fx/fffo27duliyZIlKd9NSIiMjcfv2bXTq1OmFjIVmamqK6dOnK9UhHTt2hLOzM+Lj45W6hly7di2A512BNWvWTCWv5s2b61yOf//9F3v37kWTJk3wxRdfqBwj5ubmktdxdeeVWB9NnToVtWvXVkw3MzPDZ599BuB/rfhLKu86JZI6/2rUqKF1K7jKuC5W5n4CKvZcos17Bn2zsLDA+++/r5e8tmzZgpycHEydOhVt27ZVmmdra4uAgABER0dXyjUpPDwc1atXxxdffKF03jZr1gzjx49HcXGx0vV4+/btAJ73PlDyXKhVqxYmT56slzJV1rN7QkKCZB0fExOjlE5q3FkjIyPFOylNu3k2NjYu95xMTk7G4cOH0bVrV4wcOVIpnZmZGaZMmYKioiLs3btXo3WWxO7jyCAV6rH7OKkAixTxwakqif0dl3Uh1aRP5LS0NDRo0EDpwbx0PmlpaVr110kvnpWVleQDd/PmzSX7z4+Ojsbq1atx4cIF/Pvvvyp9md6/f1/phggAWrRoIXlTKz5Mx8bGqsyztbVVmWZiYoJGjRrp/NJeKs8WLVoAgErf9Dk5OVi9ejUOHjyIhIQEZGdnKzVBlupTuDTx97t+/ToWLVqkMl/svzw+Pl7lBb2mZRXXkZqaWu46tO1CzsPDA4sWLUJERAT69OmDc+fOobCwEJ6enrCwsMD+/fsRHx+PDh06KF74VFaXZy+CuH9LBgO3bt2q8vLIzc1No0F2K1KGyqLrMRkYGIjo6Ghs2rRJEQDJy8vDrl27ULNmTZ37hRfPfanjpnr16ujSpQtSUlIQGxurUq/Y29uXmbeLi4vkyxk3NzdERkYiNjZW5YVejx49EBcXh4KCAty7dw87d+7E/Pnzce7cOSxcuFBxvSsoKMDnn3+OJk2aKB7AK4s29Zao9HYBz4MiLVq0QEpKCp4+fVpmN47ifnFxcVHpqgd4vr927tyJ2NhYDBo0SKPteJF0ueaUJM5Xd557eHggOjoasbGx6NKlSwVLW7ZOnTqhS5cuOH78OO7du6fY92JAVgwalSZ1DNSpUwfW1taIjIxEfHw8rK2tFQ+fYv/hpT1+/BgAJMfAkyK+BK4s1atXl7znLmvfVuZ9jr+/Pw4cOIDAwED0798fHh4ecHZ2VnkxdfnyZRQVFcHIyEjydy4sLASg+e+ckZFRKV2xanPv5e7urhjzzMrKSinwk5KSgpUrVyIrKwvm5uY4c+YMzMzMJOttKysryWcJ4Hld+9dff2HPnj2Ij49HZmam0ngZ6p5XpM7LatWqwcXFBYmJibh27ZpKF0Ka1pva3nfdvn0bubm5cHV1lXzx6+bmVmZwtH79+gCev0B9EXS55qi7Hl+4cAEmJibYt28f9u3bpzK/oKAAjx8/Rnp6Oho0aKAYHywkJAS+vr7o2rUrnJ2dJV+KiaS6e5Mqr77qdTEfqTQljxdNzZkzB3PmzNE4fVXp27ev0v+3bNkSw4cPR+fOnTFixAgsX74cwcHBZXYlJ37cINXlaWVo27at5ItcsX7OzMxUzL9w4YLa7qEq6vLlyyguLkaXLl206tJL3XkVGxsLY2NjyTqrS5cuqFatGq5du6aYpul1ys3NDc2aNUNYWBiuXr2Knj17wtnZGdbW1krX0KdPn2LVqlUq63777bdRt27dSr0uVuZ+Air2XKJL3akvNjY2GnVrrwnxGnf58mXJcYDF+i0+Pl7lN6iIBw8e4OHDh7C0tJTs4k/cJyXv80o+r5Sm7+511dH12b1Xr15YunRpuekyMzOxYsUKHDlyBHfv3kVubq7SOjV5b+vv748zZ85g4MCB8PPzg7u7O5ydndGkSROldGLjgfz8fMlzMjs7GwAkxxgsD4NCZJAKiw1rTKHs7GyEhYVpnF78Ek9bubm5ACD5ACZGj8U0ZcnLy1PbF7CYtyb5UNVS91KhevXqKgNVHjx4EB9//DFq1qyJrl27ok2bNjA1NYWxsTEiIyMRGRmpMrAwAJU+kktPl/qyQptyaUrqYVy8gSqZZ0FBAd5++21Ff7Z+fn5o2LAhqld/fjkLDQ2V3M7SxPFFSg/EXJpUK0JNyyquQ+phu7x1lMfBwQFmZmaKFz0REREwMTGBi4uL4mYtIiICbdu2xblz59CxY0eVmwtDIv6m6gaNFqeX/O23bdumaCklmjhxos5BIV3KoE+6HpP9+/dXfCH6+PFjNGzYEPv27UNmZiYGDhyoc7/w4rmv7rgRp0vVEerqlfLmi9PV7QPg+UvQNm3aYOLEiahRowbmzp2LNWvWKPpQXrp0KWJjY7F69WqlL9Mqg1RdKNZF6upCdR9jNG7cGCkpKcjMzCzzhXJF9osh0OWaU5I4v2nTppLzX/T2jx49GufOncPmzZvx8ccf4+HDhzhy5Aisra3VvjQq6xgA/ld2sU44deoUTp06pbYMhtLavUGDBpIvPsraJ5V5n/PGG29g6dKlWL58ObZu3ap46WljY4OpU6cqxosRf+fLly+rbW0B/O+Buzy1atXCs2fPNEqrDW1+q5LjCgUHByMiIgLNmzeHpaUlPD09sWzZMpw7dw52dna4efMmevbsqai7SiqrLp8yZQoOHjyI1q1bo0+fPmjcuLHiGWPVqlVqB1nWpQ7QtN7U9r5LXFd556Q6eXl5AKS/3q8Mulxz1G1DRkYGCgsLJQeXLyknJwcNGjSAvb091q1bh99//x379+9XtOq0tLTExIkTJQdL1/R+WV/1uji/rGNMm6DQy87GxgZ2dnY4f/48Lly4AG9vb8l0GRkZOHDgAGrVqqXzh0TaKqs+A56PsyzKzMxEvXr1KuU8EwPqUh/klkXdMSaWVepdTvXq1dGgQQOl3lo0vU6Zm5tj06ZNWLhwIY4cOaJogdCgQQOMHj0aEyZMgImJCZ4+fSp5Tg8ePBh169at1OtiZe4nMX9At/tfTeuiylDedUQb4n5Zt25dmen0fV+oy2+flZUFY2NjyWC0mZlZhcZVElXls7s4ztfNmzfRuXNn+Pv7o0GDBqhevTqePXuGP/74Q6N3UsOGDUPt2rWxZs0abNy4UbFvnZyc8OmnnypaxYn7PioqSrJHDZEu+55BITJIRdBf5Vy6mZ8ucnJy8Pvvv2ucvm3btjoFhUxNTQFAsgIRHzDFNGWpVauW2kpInK5JPvTy+O2332BiYoLw8HB06NBBad7XX3+t8vJc9OjRozKnV9YLcF0dPnwYly5dwuDBg1W+3nvw4EG5D7cicbt27NgBKysrvZez5Dr++9//ok+fPnrN28TEBM7Ozjh58iQePHiAiIgIODk5wdTUFJaWlmjevDlOnz6Nzp07Izs72+BbCbVt2xbVqlVDUlISCgsLVV5O3b17FwDQrl07xTR9f/VuaWkJALhz547kfKky6JOux2TNmjUxcOBArFmzBjt27MA777yjCCxV5ItPsTwPHz6UnC9Ol6ojyhtUs7x6R9NuMHr06IG5c+ciMjJSERQSBy8NCgqSXOb8+fOQy+WoU6dOmTfVleXff/+VHEhd0zpXnK/uNxT3S8nfUNwfJV+yiF508Kii1xxNj8sXNaC4OAD1li1bEBISgvDwcBQWFpZ57qnrvrf0byD+9//+7/8wduzYCpdVqnVlWSwsLFS6KytLeno6ioqKVAJDZdUV2tDlPqdXr17o1asXcnJycPHiRRw7dgwbNmzABx98gO3bt6Njx46KcgUHB2P69OkVKiPwPMCQkJCAgoICldZ8YgtJ8Svr0vTVRWqzZs1gaWmpCJRFRkYq7kPEVoanT59WvDBRd4+gri6/fPkyDh48iK5duyIsLExpO4uLi7Fs2TK1ZdOlDtC03tT2vktMX945qY74ksaQe15Qtw/Nzc0hCILa5wMpTk5OWLp0KfLz83HlyhWcOHECa9euxdSpU9GwYUOdu2vVV71e8vrYqVMnlfnl7c/SDh06pNSqozx16tRBcHCwVuuobOIL2bI+Bt2+fTvy8/MVgQNDU6dOHWRkZCAvL0/vAQdxezX5or8kdedVnTp18OTJE8n6v7CwEOnp6SrHsSbXKeB5K6offvgBgiDg1q1bOHPmDNatW4fFixejuLgYkydPRqtWrcrt/aayrouVuZ/E/AHdnkuqUlnPRMbGxlrdD4jHzqFDh8rsplvfdHn2MDc3x6NHj/D48WOVa6S+hu9o3Lgx6tati0ePHilaP5dUmc/uu3fvxs2bNzF27Fj83//9n9K8+Ph4/PHHHxrn1b9/f/Tv3x9ZWVm4cOECDh8+jM2bN2P8+PHYvXs3LCwsFNs2adIktd366opBITJIBXpsKaSPKHSTJk1eSPdy4lcqUjcmaWlpSmnK0rx5cyQkJCA/P1/lSxUxn4r260qG5e7du+jUqZPKi5Li4uIy++C+d+8ekpOTlfreBqB4SNQluFmS+AJEX1/hJCYmAnj+ZVVp586d0zgfBwcH7N+/H9HR0ZUWFHJwcADw/IsOfQeFgOdfAp88eRJ79+7FzZs3lfrD9/DwwOHDhxX7z5DHEwKet2B0cnJSfP1S+gXV8ePHAVRuF3ht2rRBy5YtkZCQgKSkJJWb7couQ0WOycDAQKxZswabN29Gjx49EB0djfbt26v0ua0Na2trAM/rAnEMAFFhYaGiXtGljjh//jyKi4tVupDTtt4Rr5UlX0J7eXlJjuWRk5ODvXv3onHjxujVq1eVfRgRnM/ISQAAIABJREFUGRmp0rVNUlIS7t27BwsLi3JfyIi/TXR0tGQA9ezZswCef/UpEluL3bt3TyW/K1euSK5H33W3qKLXnJLHpRRxesnt13VbxONKKpgmMjExwbBhw/D777/j6NGj2Lx5M8zMzMociyQyMlKla7/MzExcu3YNNWvWVFzHS15D9BEUkmpdWRY3NzetgkKFhYWIiYlRqXf0dT+h630O8PxZwNPTE56enqhbty4WLlyI48ePo2PHjrC3t4exsbHegsRyuRwJCQm4c+cOZDKZ0jzx/BbvxUvKyspSdG+mD56enli/fj3Wr1+Pp0+fKq5dpqamcHR0xJkzZxQvZbS9RxDvxby9vVVefF66dEnRgkaK1L1aUVGRYh+K53hJmtab2t53tW/fHqamprh27RoyMzNVXiaWd77cvn0bxsbGKvtZW5rUNfrm6OiIY8eO4ebNm5IBlLLUqFEDzs7OcHZ2Rtu2bfHFF18oxjrQhS71upTOnTvjwIEDOHfunMoxLR4v2jh06JBWY6tZWFgYVFCooKBA0YVTWS+QKzoGZWVzdHTE0aNHceLECZWu8ipKrP/PnTuHnJycCr83sra2RkREBKKiolSOwXPnzqGoqEjttbCs61RJRkZG6NSpEzp16gQfHx/06tULhw8f1nqcFn1fF7XZT7rUeZX5XFJV6tati/v370MQBJXg0dWrV1XSOzo64uTJk4iKinqhQaGmTZuiSZMminpU7HpPJPXsYW1tjYSEBERHR6u8t9HnuJ/u7u44ePAgTpw4gf79+yvNq8xndzHg5OvrqzJPm3vtkszNzdGtWzd069YNNWvWxIoVK3D69GkMHz5cMVZ8ZYyZqt1oe0QvSKFQpLe/l4nY1YhU6yZxWnljNYhpiouLFX1PlnThwgVYWFgY9FdtpD0LCwskJCQoBRQFQUBoaKjSwPSlFRUV4ddff1V6WZaUlIQ1a9agevXqKgO+akvsb11fAx6KXaOVvtgmJSXh119/1TifIUOGoG7duggNDZUcYLK4uFhxg6OrPn36oE2bNli/fj3++ecfyTQxMTE6d+Uo3uCEhYVBEASlhw8PDw9kZmZi/fr1avu2riqpqamIj49X2W5x/I0FCxYodb1z6dIl7N27Fw0bNpS88dIXIyMjxcCNv/zyi9I5cejQIURFRaFjx44qv6W67dFWRY5JmUwGR0dHxMfH4+uvvwZQ8Yd7Hx8f1K9fH3v27FEZ22PVqlVISkpC165ddeqzOiEhAevXr1eadujQIURGRqJt27ZKL5WjoqIkuyF6/Pix4pzv1auXYvpbb72F2bNnq/xNnToVwPPg3+zZs/Hll18q5ZeYmIj4+Hi1XR7py+rVq5VaaxQXF+Pnn39GcXGxygv4Bw8eKMbqEDVv3hxeXl5ISUlR6Tf+4sWL2L17N+rVqwcfHx/FdPG+YevWrUpfJN67dw+LFy+WLGd5dffZs2chl8vVtshSp6LXHBcXF1haWiI6Olqli6h9+/bh3LlzaNeunVJ/5bpeh8TlynuROGLECFSrVg2zZs1CcnIy/P39y/yiXRzzqaRFixYhMzMTAwYMUHzMY2dnB1dXVxw8eBBbtmyRzCsuLk5tK4fS1qxZg7i4OI3/dGmNOXfuXKWW6hkZGViyZAkAaBVgkqLtfU5ERIRkcEL8vcQvmRs1agR/f39cuXIFixcvlvxqNzExEUlJSRqVU7xGSN2Dm5ubo3379jh//rxSmYuKivDjjz+WGUzRVsl7BAAq9wg3btzAkSNHUL9+fa0/RFB3L/bvv/9i1qxZZS575swZHD16VGna2rVrkZiYCHd3d8nxCjStN7W97zIxMYG/vz+ys7NV+ui/fPmy0iDqpeXn5+PatWuwtrZWCeYvWrQIcrlcst9/KZrWNfokBi+++uoryY8Rc3JylK79UVFRki1LS59PutClXpfi7+8PExMTrF27Vmm8jZLHizbmzJmjVZ155MgRrfLXltT9ZlZWlmRrpvz8fPzwww9ITU1F+/btJcdUAZ7v1/j4eMhkMjg7O5e5/qCgIMjl8go/H2lrzJgxAJ7vD6ljtfS0+Ph4jcfVaNiwIfz8/PDw4UP89NNPKsdIdna2Vi2qhw4dCuD5tbDkfsrNzcXcuXMBPO8uSqTpderGjRuSY8iILTc0Pf8q87qozX7Spc6rzOeSqmJvb4+cnBzs3r1bafratWslz+vAwECYmZlh3rx5uH79+v9j774DrCjP/uFfu+y60usKiF2MovgYsaGIimKhGNHErlGMvZf4xMQENdYYJYkiYCMgPkSJXQQbYkGjKHaNoiaigBQRpCmyu+f9wx/7ui4gyJ69Yefz+Ws553Bf18ycM6d8Z+6pdn9ZWVm11+ekSZNiyy23XOYUn6vikEMOiSVLllT7DD9jxoy45ZZboqCgoMr78dKDn2666aYqZwV9/fXX8be//W21evmupb8f3HTTTVWmkfvPf/5TeaBWPqbFXPpZ5fvr+6OPPlrp9/6IiPHjxy9zhqelr+2lBzFuvPHG0a1bt3jhhRdi2LBhy3w/++ijj1b5rMcIZwqxhirP5XduzzXVTjvtFO3atYtHH300zj777MoUfsGCBfHPf/4z2rVrV+XHsiVLlsQnn3wS9evXr/IGeNBBB8UDDzwQQ4YMqXJk3dixY2Py5Mlx2mmn1d5CUSuOP/74uOSSS+Lggw+O/fbbL4qKiuLVV1+Njz76KLp161btC/hSW265Zbz55ptxyCGHRJcuXWL+/PkxZsyYmDdvXlx44YUrvIDsyujcuXMUFhZG//7944MPPqj84nz66af/qPG6desWG2+8cfz973+PSZMmRYcOHeKzzz6LcePGxV577bXSP/o1b948brjhhjjjjDPisMMOi1133TXat28fhYWF8dlnn8Vrr70Wc+fOXeE8yj+kuLg4brzxxjjxxBPj5JNPju233z46dOgQ6667bkyfPj3eeuut+PTTT2P8+PE/6qyFrbfeOpo1axazZ8+udpHopT/+zJ49Ozp27Ji36SC++OKLuPbaayv/vfRiyxdffHHlEU8nnXRSlSO7f/Ob38SECRPijjvuqHL9n169esXjjz8ejz32WPTp0ye6desWc+fOjTFjxkRFRUVcfvnlqzwl1EUXXVT599KLoV533XWV15r5xS9+UWWf2rdv3xg3blw89thjceihh8auu+4an332WTz66KNRv379uOqqq6qd3bK85VnVdbO6z8nDDjssXn/99XjllVdinXXWqXYmwqpq2LBhXHnllXHuuefGMcccEwcccECsv/768c4778T48eOjtLT0B3/8W56uXbvGNddcE88++2xstdVWMXny5HjiiSeipKQkrrzyyirr+PLLL4/PP/88OnXqFG3bto169erF1KlT45lnnomvv/46unfvXvklfHUcf/zxMXXq1Bg7dmy1s1hqUqdOnaJPnz7Ro0ePaNy4cYwfPz7ee++92GabbeKkk06q8tj+/fvH/fffH1dffXWVL1qXXXZZHHnkkXHttdfG888/Hx07dqx8nhYWFsZVV11V5bWy3XbbxU477RQvv/xyHHroodG5c+f4/PPPY9y4cbH77rsv80v5rrvuGrfffnv84Q9/iP333z8aNGgQTZo0qfzSv/TLyKpePHd133MKCgriT3/6U/Tt2zfOO++8GDVqVGy22Wbx3//+N5588slo2LBhXHvttVWeQz/2fWjTTTeN1q1bxyOPPBLFxcXRtm3bKCgoiIMOOqjKD9frr79+7LnnnpU/CP7QtI1du3aNI488Mnr06BGlpaUxceLEmDhxYrRr1y5+/etfV3ns9ddfH8cdd1xcfPHFMXz48Nhuu+2icePGMX369Jg0aVJMmjQp7r777jXiQJ/S0tL45ptvonfv3rH33ntHWVlZPProozFr1qw46qijVniB+JWxqp9zrrnmmpg6dWrsvPPO0a5duyguLo533nknXnzxxWjXrl306tWr8rH9+vWLyZMnxw033BAPPfRQdOrUKVq1alUZzL711lvRv3//lToyt3v37nHVVVfFc889V+1o5oiIX/3qV3HxxRfHkUceGQcccECUlJTESy+9FEuWLImtttpqmT/0/Bi77LJLFBYWVk699t2ZBjp37hw33nhjfPHFF7H//vv/4JSf37fttttGp06d4vHHH48jjjgiOnXqFLNnz45nn302Nt100+VeGybi289xZ555ZnTv3j023njjeO+99+KZZ56JZs2axSWXXLLM/7Oy+80f87nrvPPOi3/9618xbNiwePvtt2OHHXaIWbNmxejRo2OPPfZY7g/9S7fZsg5WWdX948rua2rSrrvuGhdccEH0798/9t9//9hjjz1igw02iEWLFsW0adPi5Zdfjk6dOsXtt98eERFDhgyJ559/PnbeeefYcMMNo0GDBvHhhx/Gs88+G02bNl2t6Wp/zH59WTbYYIO44IIL4pprromDDz64yvNl/vz5seWWW9bKzB8ro6Y+P8+dOzf69OkTHTp0iC233DJKS0vjiy++iJdeeimmTJkSzZs3j/79+y933S29pszKHEj0Y9/3V9fuu+8ep59+egwcODB69OgR3bt3j7Zt28bnn38eEydOjJ/+9KdVphTv2bNnRMRKb+t+/frFBx98EHfddVdMmDAhdt999yguLo4pU6bE+PHjY9CgQSt9vdIDDzwwxo4dG2PGjIlevXpF9+7do6CgIJ588smYMmVK9OjRo8rBLyv7PvXCCy/ENddcE9tvv31sttlm0bJly5g+fXqMHTs2CgsLK6dQ/iH5fF9cle30Y/Z5+fxekspxxx0Xo0ePjosuuiiefvrpWG+99eLtt9+Od999N7p27RrPPfdclce3bt06+vfvH+edd14cfPDBsdtuu8Xmm28euVwupk+fHq+++mq1YKimXrennXZaPP/88zFq1Kj48MMPY/fdd4+FCxfGmDFjYu7cuXHWWWdVOUtrr732it69e8eoUaOid+/ela+FsWPHRps2baJp06bL/OwxYMCAygB06WwG//jHPyrXxa677lol5OnSpUscfvjhcffdd8fPfvaz2G+//Spnh1i4cGFcddVVebmuco8ePWLgwIFx4403xptvvhnt27ePKVOmxLhx42KfffaJ0aNHr9Q4/fr1i4ULF1b+DlxYWBhvvPFGTJw4MTbffPMq14K76qqr4vjjj4+rrroqRo4cGdtvv300a9YsZsyYER9++GG8++67ceutt67yNdKEQqyRyiqWPbfm2ui9996r/EKxNPEfO3Zs5RFve++9d+URevXq1YtLLrkkTjvttDj66KPj2GOPjeLi4rj77rtjxowZMWjQoCo79BkzZkTPnj1j5513rnJE52677Va5Ez711FNjn332iSlTpsSwYcNis802ixNPPLG2Fp9acsQRR8Q666wTw4YNiwceeCBKSkpixx13jKuvvjoef/zx5YZCTZs2jVtvvTX+/Oc/x3333RcLFiyI9u3bxwknnLDC6W9W1uabbx7XXHNNDBkyJEaMGFF5BsiPDYUaNGgQw4YNi+uuuy4mTJhQefr06aefHn379l3pN+CIbz9UPPTQQzFkyJDKU7GLi4tjvfXWi86dO9fIWSlbbbVVPPjgg/H3v/89nn766bjvvvuisLAwSktLY+utt46zzjprmVNdrYylZwA9/vjjsdNOO1WZRqpNmzaxySabxMcff5zXKdcWLVq0zKk1Hnjggcq/Dz744GrT/SxLQUFB9O/fP+6888649957484776x8Hp922mk/eATjsiyrt8cff7zy75133rlKKLTOOuvE0KFD45ZbbolRo0bF0KFDo1GjRrHPPvvE2WefXW0KhxX5MetmdZ6TPXv2jKuvvjrmz58f++23349+Xn1X9+7dY8SIEXHzzTfH+PHjY8GCBdGqVas44ogj4vTTT1/lD51LbbfddnHGGWfE3/72t7jzzjsjl8tF586d49xzz612Nmzfvn1j7Nix8e6778b48eNjyZIl0axZs+jcuXMcdNBB0aNHj1X+QTOl3/3ud/HEE0/EyJEjY+rUqdGsWbP45S9/Geecc06UlJSs1Bgbbrhh3HvvvTFw4MB49tlnY8KECdGwYcPo2rVrnHrqqcs8o3jgwIFx7bXXxtixY2P48OGxySabxIUXXhhdunSJMWPGVHt8165d46KLLoqRI0fG0KFDY8mSJdGuXbvKUGjSpEkREVV+QFgZNfGes91228U999wTgwYNin/9618xbty4aN68efTq1StOP/30atce+bHvQ/Xq1YsBAwbE9ddfH2PGjImFCxdGLpeLHXbYodqPFj//+c/jqaeeio4dO/7gFEfHH3987LvvvjFs2LAYPXp0NGjQIA455JA477zzqoU7bdq0qdwfPv744/Hwww9HeXl5tGrVKtq3bx/HHHPMak9dVVOW7j/79+8fjzzySMyZMyc23HDDOPnkk1f5jLJlWdXPOaeccko8+eST8fbbb8e//vWvKCgoiPXXXz9OPfXUOO644yqnVYz49gye4cOHx8iRI2PUqFHx+OOPx+LFi6NVq1ax8cYbx29/+9uVnhqrTZs2lSHVl19+WaVOxLcHI+RyuRg6dGjcf//90bRp09hnn33ivPPOi7PPPnu119NSzZo1iw4dOsQ777xT7XPAdtttFw0aNIhFixb9qM8I9erVi0GDBsVf//rXePbZZ2P48OHRunXrOPTQQ+O0005b4X5hv/32i8MPPzwGDx4czzzzTBQVFcV+++0X559/fuW1/b5vVfabq/q5q0WLFvGPf/wj+vfvH+PGjYu33347Nt1007j00kujXbt2yw2FHnjggcrpI79v0qRJUVhYWG0qm+VZlX1NTTr55JOjU6dOMXz48Jg4cWI89dRT0ahRo2jdunUcdthhVY4sP+qoo6Jp06bxxhtvxKuvvhrl5eXRunXrOOqoo6Jv376r3eeq7teXp2/fvlFaWhq333573H///dGwYcPYfffd48ILL6wWuqdUU5+fmzVrFscee2y8+eabMX78+Pjyyy+juLg4NtxwwzjppJOib9++yz1o4Msvv4zHHnss1l133R88kn7pdWzatWtXOY1RbTrnnHPipz/9adxxxx3x9NNPx6JFi6Jly5bRsWPH1T4LoGnTpnHXXXdVviePHDkyCgsLo23btvHzn/98lT77R3x7QM9OO+0U9957b2Xotvnmm8cJJ5xQeVbDUiv7PtW1a9f47LPP4uWXX46xY8fGggULYr311osuXbrE8ccfv9LfkfL9vriy2+nH7vPy9b0klY4dO8Ztt90Wf/vb3yoPjttpp51i5MiRcc8991QLhSK+PbBi6cHfL7zwQkyYMCFKSkqitLQ09thjj2rfFX/s5/Xvq1+/fgwfPjxuv/32GD16dNxxxx1RXFwcW2+9dfzyl79c5tT+f/rTn2LLLbeMe++9N0aMGBEtWrSIAw44IM4888zYddddl3mw51NPPVVt6ryXX365curZZZ35c9lll8U222wTd911V/zjH/+IevXqxbbbbhsnn3xydOnSZbWWe3maNWsW//d//xfXXXddTJw4MV588cXYaKON4sILL4wDDzxwpX+TOuuss2LcuHGV33OLioqibdu2cdZZZ8Wxxx5bZUrLFi1axMiRI2PEiBExZsyYeOSRR6KsrCxKS0tj0003jX79+sX222+/ystSkMvlcqv8vyDP2jarublAP5v77g8/KI/uu+++FV6g7/tHAEd8O7XCTTfdVJmOd+zYMc4444xqX9ymTJkS++yzT7VQKOLbs4iGDBlSeWHhZs2axd577x3nnntu5UUnybYtt9xymc8dAGrWRRddFPfff3/ez0SqLWeeeWa8+eab8eSTT1a7duHy1OX3nBtvvDEGDBgQV1xxxTLPDvnuY75/VmFdsPRIxnxPn7S2ePXVV+PII4+M3/72t2vUNUZSWvp9aFnfe5ZnTd1vzp49O/bee+/o3bt3XHnllVXuW3qQQ+fOnWt0ihxI6b333ouDDjoo+vXrF0cffXTqdoCV9Ic//CHGjBkTTz/99CrPuJEv7777bhx88MFx6KGHxhVXXJG6ncxzphBrpIo6NH3cIYccssrzqC/9MvFDNthgg+WeGl1cXBynnHJKnHLKKatUGwBgeXK5XLzyyitx6qmnrnQgVJctWLAg7rrrrmjWrNlqz9lO3dCpU6c44IAD4tZbb43DDz/8R00Ry5pr8ODBUVhYGOecc061+yZNmhRz5871/Ys65eWXX45WrVot88w4YM01YcKEOProo5MEQjNnzozS0tIqMzosWLCgchrBfffdt9Z7ojqhEGukJRXlqVsAAOB7CgoK4sUXX0zdRnJPP/10vPPOOzFu3Lj4/PPP4ze/+Y0f/6n0m9/8Ju69996YMmVKbLHFFqnboYbkcrkoLS2NP//5z8u8dtKadN0aqCnHHntsjUwDCtSuxx57LFntwYMHx7PPPhs77rhjtGrVKmbNmhXPP/98zJo1K/bff//Yc889k/XG/08oxBqpTCgEZMhLL70UEyZM+MHHNW7cOK9T0QwdOjTmz5//g4/beeed69z0R1lw4403rtTjunfvHh06dMhzN7B2e/TRR+P++++PVq1axSmnnGKaMKpYf/3146yzzkrdBjWsoKAgTj755NRtAMAabc8994yPP/44nnvuucrrnW266aZx0kknVV6jlPRcU4g1Uv36G9fYWF99NbnGxgLIh6XXmvghK7rocU3Ye++9Y+rUqT/4uDPPPNOPXWuhLbfccqUetyrXfAAAAADWLkIh1kgl625YY2Mt/vrTGhsLAAAAAADWVkIhAAAAAACADChM3QAAAAAAAAD5JxQCAAAAAADIgKLUDQBrtmkxLW9jv/5qad7G7tmpOG9jP/7hEXkbe7Mr8jZ0/P73XfM29t3dZuVt7HzLfXpp5d+L3xmbpof5n6ep+9X8JHXjm6/T1F2cqG55WZq6S75JU7e8PE3diorar5lq26aa/TnFOk5ZN5embq4iY9s3lUTbN2zf2pG15XVVgPzL2nMK6pJC50TUhgbn3py6BVaBVwUAAGs3P9QAAADAShEKAQAAAAAAZIBQCAAAAAAAIAOEQgAAAAAAABkgFAIAAAAAAMgAoRAAAAAAAEAGCIUAAAAAAAAyQCgEAAAAAACQAUIhAAAAAACADBAKAQAAAAAAZIBQCAAAAAAAIAOEQgAAAAAAABkgFAIAAAAAAMgAoRAAAAAAAEAGCIUAAAAAAAAyQCgEAAAAAACQAUWpGwCAFXmwff88V7g0z+OTebmK1B3UfYWFEeVlqbuo+yoSPZcTvYZyFbkkdTMn1T4y1fZN9TpKVTeVXMa2b5bYN9cOn1+pS8rL09QtcC4Gay7PTgAA1m4CIQAAAFgpQiEAAAAAAIAMEAoBAAAAAABkgFAIAAAAAAAgA4RCAAAAAAAAGSAUAgAAAAAAyAChEAAAAAAAQAYIhQAAAAAAADJAKAQAAAAAAJABQiEAAAAAAIAMEAoBAAAAAABkgFAIAAAAAAAgA4RCAAAAAAAAGSAUAgAAAAAAyAChEAAAAAAAQAYIhQAAAAAAADKgKHUDQHZt0HhO3sZ+84O8DR1DRl6Rt7GviN/nbezzf79/3sa+O+7M29gHfXh+3saOiMh99++yxXmttVxLvlG3NuQq0tQtSHQMTsm6aeqmWt7CBHXrJfoonWJZI9Jt20QKUu0zUqlItLyp6qaS6nmVaj1nbXlTydJ6zty2zf3wY/Iha+s5a8vrM07dlmq/wVolW9/sAACoe1KFJAAAALCW8Q0aAAAAAAAgA4RCAAAAAAAAGSAUAgAAAAAAyAChEAAAAAAAQAYIhQAAAAAAADJAKAQAAAAAAJABQiEAAAAAAIAMEAoBAAAAAABkgFAIAAAAAAAgA4RCAAAAAAAAGSAUAgAAAAAAyAChEAAAAAAAQAYIhQAAAAAAADJAKAQAAAAAAJABQiEAAAAAAIAMKErdAAD8kAfb98/j6JfmcWxIqLwsTd2CBMcclUdEYYK6FRW1XzMizbJGpNm21J5coudzKqlev9Zz7bCe627dXK72a6aUatumkrXlta+q27K2v2Kt4psdAGu0/AZCQJ2QKiQBAACAtYxv0AAAAAAAABkgFAIAAAAAAMgAoRAAAAAAAEAGCIUAAAAAAAAyQCgEAAAAAACQAUIhAAAAAACADBAKAQAAAAAAZIBQCAAAAAAAIAOEQgAAAAAAABkgFAIAAAAAAMgAoRAAAAAAAEAGCIUAAAAAAAAyQCgEAAAAAACQAUIhAAAAAACADBAKAQAAAAAAZIBQCAAAAAAAIAOKUjcAkA+tyz7N4+hN8zg233fQh+fndfzcd/4uu+v2vNZabg9zFiapW7FwSZq6X5cnqZsry/3wg/KhIk3ZVAqKCtIUTnCoU7plTVSXuq0iW/vIXKrlTSVr6znZ8qapm0yC5U22jjO2bbP2XE61vFlbz5HL1mfYrG3f+sel7oBV4UwhAADWbj7RAgAAwErxFRoAAAAAACADhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABgiFAAAAAAAAMkAoBAAAAAAAkAFCIQAAAAAAgAwQCgEAAAAAAGSAUAgAAAAAACADhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABgiFAAAAAAAAMkAoBAAAAAAAkAFCIQAAAAAAgAwoSt0AAKzIg+3757nCpXkenzVGRZqyuUR1kynLpamb4lCnVNu2MM06LigsSFKX2pGrSPTaTSXZe0Ki9Zyx96Jk773Wc/5Zx3W6bipZW97IZeszXda2b64iW9uXH8eZQgAArN18ogUAAICV4is0AAAAAABABgiFAAAAAAAAMkAoBAAAAAAAkAFCIQAAAAAAgAwQCgEAAAAAAGSAUAgAAAAAACADhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABgiFAAAAAAAAMkAoBAAGwixOAAAgAElEQVQAAAAAkAFCIQAAAAAAgAwQCgEAAAAAAGSAUAgAAAAAACADhEIAAAAAAAAZUJS6ASC7Wpd9mrexZxRtmLexI+blcWy+76APz8/r+Lnv/F10xK/yWmu55s1OUjb31fwkdeObr9PULS9LU7eiIk3dwkTH/hQkqptieesl+iidtW2bSi7RazeVVPuqVHVTSfW8SrWes7a8qWRpPWdu2+Z++DH5kLX1nLXl9Rmnbku132CtkrFvdgAA1DmpQhIAAABYy/gGDQAAAAAAkAFCIQAAAAAAgAwQCgEAAAAAAGSAUAgAAAAAACADhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABgiFAAAAAAAAMkAoBAAAAAAAkAFCIQAAAAAAgAwQCgEAAAAAAGSAUAgAAAAAACADhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABhSlbgAAVuTB9v3zXOHSPI8PiZSXpalbkOCYo/KIKExQt6Ki9mtGpFnWiDTbltqTS/R8TiXV69d6rh3Wc92tm8vVfs2UUm3bVLK2vPZVdVvW9lesVXyzAwBg7ZYqJAEAAIC1jG/QAAAAAAAAGSAUAgAAAAAAyAChEAAAAAAAQAYU1VahsrKymDNnTixYsCByLrRFHVZQUBAlJSXRpEmTaNiwYRQUFKRuCQAAAAAAaicUyuVyMWXKlFi4cFEUFBREYWG92igLSeRyFbFw4aKYO3dutGzZMtZbbz3BEAAAAAAAydVKKDR//vxYuHBR1K/fMJo1a+kHcuq8srIlMWfO5zF79uxo2LBhNGrUKHVLAAAAAABkXK1cU2jevHmRy+WiSZPmAiEyoaioOJo3bxUVFbmYN29e6nYAAAAAAKB2QqElS5ZEvXr1ol4908aRHUVFxVGvXr1YvHhx6lYAAAAAAKB2QqFcLhcFBbVSCtYoBQWFkcvlUrcBAAAAAAC1EwoBAAAAAACQllAIAAAAAAAgA4RCAAAAAAAAGSAUAgAAAAAAyACh0GqaNm1adO7cKf74x0tW6f+ddtpJcfTRh0VFRUWeOltzzZw5M/bcc9e4+eaBqVsBAAAAAIDMEAol8NRTT8Zrr02ME088JQoLs7cJ1ltvvTj44J/HiBF3xowZ01O3AwAAAAAAmVCUuoGsyeVycfPNA2OjjTaOvfbaO3U7yRx99HHxz3/eHUOG3Bq//e0fUrdDHdS67NM8jt40j2PzfQd9eH5ex8995++yu27Pa63l9jBnYZK6FQuXpKn7dXmSurmy3A8/KB8ydlJwQVFBmsKJjrNJsryFidYxdVtFtvaRuVTLm0rW1nOy5U1TN5ksreeMbdusPZdTLW/W1nPksvUZNmvbt/5xqTtgVWTvNJXEJkx4KSZP/jh69uwdBQXZ2hl+V2lpaey00y7x2GNjYsGC+anbAQDWZlkKhAAgw7L2IysA5INQqJY9/PADERHRvft+1e4bNeqh6Ny5U4wa9VC89NKLccopJ0S3bl3igAP2jssvvyTmz/82PHn//ffiggvOjn333TO6desSv/71uTFt2rSV7qGm6/Tp0yv69Om1zFq33jo4OnfuFBMnvlLtvn333T++/vrreOKJx1a6dwAAAAAA4McRCtWiXC4XEye+HC1btooNNthwuY977rln4oILzo5mzZrHwQf/IjbccKN45JGH43//9/x4++0345RTTojy8vI48MA+8T//s12MH/9sXHDB2VFRsWqHzNRWneX5n//ZLiK+PXsKAAAAAADIL9cUqkWTJ38cc+bMiS5duq7wcePHPxs33jg4OnXaISIiKioq4pxzzoiXX34pzj//7Ljoot/HAQf0rHz8lVdeFg8//GCMH/9s7LHHXivdT23VWZ4NN9woGjduHK+//upqjwUAAAAAAKyYM4Vq0YwZ0yMiolWrVit83L777l8Z1EREFBYWRo8e307Pttlmm1cJaiIievToHRERkya9v0r91FadFWnRomXMmTMnFi9eXGNjAgAAAAAA1QmFatGXX34ZERGNGzdZ4eM6dNi62m2tWpVGRMRWW3Wodl9p6bf3zZw5c5X6qa06K9KkSdOIiPjyy7k1NiYAAAAAAFCdUKgWlZSURETEN998s8LHNWzYqNpt9erVW8F9384CWFZWtkr91FadFVl6htDSdQMAAAAAAOSHUKgWNW/eIiLq3lkxhYWFUV5evsz7FiyYv8L/O2/e3KhXr6jyjCEAAAAAACA/hEK1aLPNNot69erF5Mkfp26lRjVu3Di++OKLKCtbUu2+f//738v9f1999VXMmjUr2rdvHwUFBflsEQAAAAAAMk8olAfTpk2Lzp07RZ8+varc3qhR49hii5/Ehx9+EF9//XXe+5g48ZXo3LlTnHbaSXmts/XWHaO8vCxGjXqoyu2jRj0Ub775+nL/37vvvh3l5eWxww475bU/AAAAAAAgoih1A3VRLlcRERFFRfWq3det2z7x3nv/jokTX44uXbrWSh9LrxOUL4cddkQ88shDce21V8fLL0+I1q3bxAcfTIq33nojunTpGs8//9wy/99LL70YERHduu2d1/4AAAAAAABnCuXFRx99GBER3bvvX+2+Aw/sE8XFxTF69Kha62Pffav3UZM23XSzuOGGQfE//7NdjB//XDzwwH1RXFwct946NLbaqsMy/09FRUU8+ujo2GKLn8S2226X1/4AAAAAAABnCq229ddfP1588dUqt7366sRYd91144gjjqr2+BYtWkSvXgfG6NGjYvbsz6Nly1aV9/Xu/bPo3ftny6yzww47Vquzoh6W9lFaul707Nm7yu01XSci4qc/3T4GD7692u1bbPGTOOmkU6vd/vzzz8XMmTPitNPOXOZ4AAAAAABAzXKmUB689trEOOigg6NZs+bLvP+kk06LoqLi+Pvfq4coNSWXy8Ubb7wWRx99bBQXF+etzo+Ry+Xi1ltvjg4dto4DDuiZuh0AAAAAAMgEZwrlwbBhI1Z4f8uWLePSS6+I//73o6ioqIjCwprP5goKCuLRR5+q8XFrwuzZn0fXrnvEnnt2i4KCgtTtAAAAAABAJgiFEtljjz1jjz32TN1GEq1alS5zSjkAAAAAACB/TB8HAAAAAACQAc4UAmCN9mD7/nmucGmex2eNUZGmbC5R3WTKcmnqpjjUKdW2LUyzjgsKTftbl+UqEr12U0n2npBoPWfsvSjZe6/1nH/WcZ2um0rWljdy2fpMl7Xtm6vI1vblx3GmEAAAazefaAEAAGCl+AoNAAAAAACQAUIhAAAAAACADBAKAQAAAAAAZIBQCAAAAAAAIAOEQgAAAAAAABkgFAIAAAAAAMiAotQNRER81fzL1C1UU39O09X6/5988kk89tjomDDhpZg6dUosWrQw2rRpGzvttEscd1zfaNWqtIY6rV2ffr4wdQtVbNiqYd7Gnjz543joofvj/fffj0mT3o95876MAw/sExdf3C9vNQEAAAAAIF+cKZQnDz/8QNx55x1RWloav/zl8XHuuRdEx47bxn33/TOOOuqw+Pjj/6ZukR/w1ltvxv/93/CYNm1qbL311qnbAQAAAACA1bJGnClUF+29d/c49tjjo0mTJpW39enz8+jYcdu45por49ZbB8eVV/4pYYf8kK5d94jHH386mjRpEtOmTYtDDumduiUAAAAAAPjRnCmUJx06bF0lEFpq3333j4iIDz/8oLZbYhU1bdpsmdsQAAAAAADWRkKhWjZz5syIiGjevHniTgAAAAAAgCwRCtWym28eGBERvXsflLgTAAAAAAAgS4RCtWjo0Nvj6aefij337Ba9eh2Yuh0AAAAAACBDilI3kBV33z0iBg++KTp12jEuu+yKKCgoSN0SEVFeXh5z586pcltRUXE0bdo0UUcAAAAAAJAfQqFaMGLEnXHDDf1jxx13juuu+0usu2791C3x/8yYMSMOOaR3ldu2336HGDTo1kQdAQAAAABAfgiF8mz48KFx0003ROfOu8Wf/nR9lJSUpG6J72jZsmXccMOgKrc1adI4UTfZ03jWR3kbu8Eeh+Vt7BMOPyJvY8cV+Ru6/xWP5W/wbvkb+qAPz8/f4BGR+87fBcXFea213B7WSfN2XLCkPE3ditwPPygfKiqSlM19k2Z5c2VJykZFluomeirn0jyVs1c3l+bM/nTrOc3M4rlEr6NUchWpnleJ6tq+1LBU+2aAtUVBQcbefPlRhEJ5NGzYkBg0aEB06dI1rr76z7HOOuukbonvKSkpiZ133iV1GwDAakgVRAEAAMDaRiiUJ/fcMzIGDRoQLVq0jG7d9o6xY5+ocn+DBg1izz3zeGg9q23BgvkxcuTdlX9HRHzwwfsxZMhtERGxxRZbRNeueybrDwAAAAAAVoVQKE/effediIj44ovZccUVl1W7v02btkKhNdy8efPjllsGVrntvff+He+99++IiOjZ80ChEAAAAAAAa401IhSqP6dp6hZqXL9+l0W/ftXDoLXdhq0apm6h1qy//vrx4ouvpm4DAAAAAABqRJqriQIAAAAAAFCrhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABgiFAAAAAAAAMkAoBAAAAAAAkAFCIQAAAAAAgAwQCgEAAAAAAGSAUAgAAAAAACADhEIAAAAAAAAZIBQCAAAAAADIAKEQAAAAAABABhSlbgAAVuTB9v3zXOHSPI8P5FthUURFWeouak+uoiBR3SRlI5fL2PKm2r65JGWTSfc6ytb2TbW8qaTaX6WSaj+ZJRUZe04Bq6/QboOVsEaEQle80S91C9X8frs/1uh4FRUVcdJJx8c777wdO+64cwwYMLhGx68t30x/L3ULVazTZqvVHuOOO/4e77//Xrz//nsxdeqUKCwsjOeff7kGugMAakOWAiEAAABYHWtEKJQFd901Iv773/+kboNlGDjwxmjcuHH85CdbxldffRVz585J3RIAAAAAANQ41xSqBVOnTolbbhkYp5xyeupWWIZ77nkwnnjimbjppltio402Tt0OAAAAAADkhVCoFlx99eWx2Wabx6GHHpG6FZZhgw02TN0CAAAAAADknenj8uyBB+6L1157LYYOvTMKC2VwAAAAAABAGlKKPJo1a1YMGPDXOOqoY2KLLX6Suh0AAAAAACDDhEJ59Oc/Xx1NmzaLX/3q5NStAAAAAAAAGWf6uDx54onH4tlnn44bbhgU6667bup2AAAAAACAjBMK5cE333wT/ftfG7vs0jnatm0bn376SZX7Fy9eHJ9++kk0aNAwWrZsmahLAAAAAAAgS4RCebB48eKYM2dOvPTSi3HooX2q3f/WW2/EoYf2if337xGXXXZlgg4BAAAAAICsEQrlQf3668ZVV127zPt+97v/jc03bx+/+tXJ0aZN21ruDAAAAAAAyCqhUB4UFRXH3nt3X+79zZu3WOH91K4xY0bFZ59Nj4iI6dM/i1wuF0OG3FZ5/wknnJiqNQAAAAAAqDFCITLvoYcejNdem1jltltuGVj5t1AIAAAAAIC6YI0IhX6/3R9Tt1BrXnzx1dQtrJZ12myVuoUaN2jQralbAAAAAACAvCtM3QAAAAAAAAD5JxQCAAAAAADIgDVi+jhgzXX909fnbex9mlyTt7F75m1kattBH56f1/Fz3/1HyTp5rbVchQVJyua+qUhSt2JBeZK6ZQuSlI2yr9Icg1P2TaK6i+ulqVtW+8tbnqBmRERZWZp1XF6RZl9VVp5mPZdXJKqbS/SekKhueSR6XqVaz4mWN9V6TvNJI13d8oJU6znV87n2JXtOJdq2KdZxRMr1nKhuotdQKsmeV9lazcleR6m2b/tEdflxnCkEAMBaLUUgBAAAAGsj36ABAAAAAAAyQCgEAAAAAACQAUIhAAAAAACADBAKAQAAAAAAZIBQCAAAAAAAIAOEQgAAAAAAABkgFAIAAAAAAMgAoRAAAAAAAEAGCIUAAAAAAAAyoCh1AxERLW5olLqFar44e0HqFtZIJW89krqFKhZv2yt1CwAAAAAAsFZYI0KhumzhwgUxfPiwGDdubEyf/lmUlJTEBhtsFIceenj06CHQSO2TTz6Jxx4bHRMmvBRTp06JRYsWRps2bWOnnXaJ447rG61alaZuEQAAAAAAaoRQKI9mzpwZZ5xxcnz55dzo2fPA2GyzzeOrr76KTz+dHNOnf5a6PSLi4YcfiJEj74ouXXaPffbpHuuuu268/fZbcd99/4zHHhsTt9wyJDbZZNPUbQIAAAAAwGoTCuXRH//4h1i0aFEMH35XtG7dJnU7LMPee3ePY489Ppo0aVJ5W58+P4+OHbeNa665Mm69dXBceeWfEnYIAAAAAAA1ozB1A3XVG2+8Hq+88nIce+xx0bp1mygvL49Fixalbovv6dBh6yqB0FL77rt/RER8+OEHtd0SAAAAAADkhTOF8uSFF56LiIh27TaIiy76dYwf/2yUlZVFaWlp/Pznh8Uvf9k3CgtlcmuqmTNnRkRE8+bNE3cCAAAAAAA1QyiUJx9//HFERFx11R+jXbsN4ne/6xcFBRH33XdvDB58U8yYMT1+85uL0zbJct1888CIiOjd+6DEnQAAAAAAQM0QCuXJwoULIyKiQYOGMWjQbVFcXBwR305LdsQRv4gHHrgvjjji6Nh4400SdsmyDB16ezz99FOx557dolevA1O3A5n3YPv+ea5waZ7HB/KtqKgiysqcgU3dUFiQS1K3PFeQpG4qhZFoPUea9VyQaHkj0fICALB8vj3nSUlJSUR8GwItDYQiIoqKimP//Q+IXC4XEye+kqo9luPuu0fE4ME3RadOO8Zll10RBQW+xADAmk4gBAAAACvHmUJ50rp1m4iIaNmyZbX7WrYsjYiIefO+rNWeWLERI+6MG27oHzvuuHNcd91fYt1166duCQAAAAAAaozDKvOkY8dtIyJixowZ1e6bMeOziIho0aJ6YEQaw4cPjRtu6B+dO+8W11//N4EQAAAAAAB1jlAoT/bYY89o3LhxPProI5XXF4qIWLRoUYwe/UgUFRXFLrt0TtghSw0bNiRuuumG6NKla1x7bf/Kqf8AAAAAAKAuMX1cnjRq1DjOO+/C+OMf+8UJJxwbP/tZn4iIePjhB2PWrJlx6qlnVE4xRzr33DMyBg0aEC1atIxu3faOsWOfqHJ/gwYNYs89uyXqDgAAAAAAas4aEQp9cfaC1C3kRc+evaNZs+YxfPjf47bbbo6Kilxsvnn7uPzyq2PfffdP3d6PsnjbXqlbqFHvvvtORER88cXsuOKKy6rd36ZNW6EQAAAAAAB1whoRCtVlu+3WJXbbrUvqNliOfv0ui379qodBAAAAAABQ17imEAAAAAAAQAYIhQAAAAAAADJAKAQAAAAAAJABQiEAAAAAAIAMEAoBAAAAAABkgFAIAAAAAAAgA4RCAAAAAAAAGSAUAgAAAAAAyAChEAAAAAAAQAYUpW4AyK4NGs/J29hvfpC3oWPIyCvyNvYV8fu8jX3+7/fP29h3x515G/ugD8/P29gREbnv/F102Kl5rbXcHuZMTVN33uwkdWPhvDR1Fy1MU/frr5KUzSWqG4u/SVN3yZJaL5n7pqzWa0ZEkmX9tm6a5U22nssztrxlFUnK5soT1U20vFGW++HH5EGuIk3dZMubsfWcS7TbiAQvo1yil26qdZxseRPVjVxBmrLJ1nPGltf2hTWGM4UAAFi7pQpJAAAAYC0jFAIAAAAAAMgAoRAAAAAAAEAGrBHXFDr1ys9Tt1DN4Itb5XX89977d9xxx9/j9ddfi/nz50WzZs1iyy07xPnn/2+sv/76ea29OtYd9ZfULVTxde/zVuv/z507JwYM+Fu8996/Y+bMmfH1119Fq1alsc02HeOXv+wbW2zxkxrqFAAAAAAA0lojQqGsefzxR+Oyy/rFFltsEUcccXQ0b94s5syZE++++07Mm/flGh0K1TXz58+PyZM/jp122iXatGkb9evXj88+mxaPPPJw9O17TFx//Q2xyy6dU7cJAAAAAACrTShUyz75ZHJceeVlsd9++8cf/nBZFBaawS+lDTfcKG69dWi12w855NDo06dn3HHHEKEQAAAAAAB1gkSilt155x1RVlYe55xzfhQWFsbXX38VS5YsSd0W39OiRYsoKVk35s9fkLoVAAAAAACoEc4UqmUvvPBcbLLJJvH222/FgAF/i48//m8UFhbGNtt0jNNPPyu2336H1C1mUlnZkliwYEGUl5fH9OnTY8SI4bFo0cLYffeuqVsDAAAAAIAaIRSqRQsWzI/PP/88vvlmSVx00a/j4IN/EaeeekZMmfJpDB16e5x11mkxYMDg+OlPO6VuNXPeeOONOOOMkyv/3ahRozj22OPjhBNOStgVAAAAAADUHKFQLVq0aFFERMyb92Ucf/yv4tRTz6i8r0OHreOMM06Jm266MW699e+pWsysLbb4Sdxww6BYsuSb+OSTyTFmzOhYtGhhLFmyJIqKvEwAAAAAAFj7+bU7D8rLy2Pu3DlVbisqKo6SkpLKf/fqdWCV+3fYYado06ZNvPPOW/H111/FuuvWr5Ve+VaTJk1i5513iYiILl26Rq9eP4tjjz0ipk6dGn/964DE3QEAAAAAwOoTCuXBjBkz4pBDele5bfvtd4iBA2+J+vXrx1dffRUtW7aq9v9atmwV06dPj/nzFwiFEmvSpEl07bpH3HPPyJg2bVqsv/76qVsCAAAAAIDVIhTKg5YtW8YNNwyqcluTJo2joKAgtt56m5g48ZWYMWN6bLrpZlUeM3PmjKhXryiaNGlSm+2yHIsXL46IiPnz50WEUAgAAAAAgLWbUCgPSkpKKqci+76ePQ+MiRNfiXvvHRm//vVFlbc//fRTMWvWrOjcebcq08yRX7Nnz46WLVtWu33atGnxzDNPR6NGjWKTTTZN0BkAAAAAANQsoVAt69GjVzz22Ji4556RMWfOnOjUaceYOnVK3HPP3dGoUaM455zzU7eYKXfcMSQmTHgpdtutS7Rtu35EFMTHH/83xox5JL76alH84Q+XCekAAAAAAKgT1ohQaPDF1a+vU1cVFhbGn//8lxg+fGg8+ujoeOaZcdGwYaPYY4+94uSTT4uNNto4dYsr9HXv81K3UKO6dNkjZs2aFU89NTbmzPkiysvLo2XLVtGlS9c4/PAjY5ttOqZuEQAAAAAAasQaEQplTUlJSZx44ilx4omnpG4l83beeZflTvUHrBkebN8/zxUuzfP4QN4VF0csWZK6C4A1V0UudQcAAKwhClM3AAAAq0UgBAAAACtFKAQAAAAAAJABQiEAAAAAAIAMEAoBAAAAAABkgFAIAAAAAAAgA4pSNwAAAAAAAGTLBx98EKNGjYr//Oc/sWjRorj99tsjImLatGnx9ttvR+fOnaNJkyaJu6x7hEIAAAAAAECtGTBgQAwcODAqKioiIqKgoKDyvrKysjjnnHPi4osvjmOOOSZVi3WW6eMAAAAAAIBaMXr06BgwYEB07tw57r333jjppJOq3L/RRhvFNttsE0899VSiDus2oRAAAAAAAFAr7rjjjthoo41i8ODBsc0220RJSUm1x7Rv3z4+/vjj2m8uA4RCAAAAAABArXj//feja9eusc466yz3MaWlpTF79uxa7Co7hEIAAAAAAECt+e41hJbliy++WGFoxI8nFAIAAAAAAGrFRhttFK+//vpy76+oqIiJEyfG5ptvXotdZYdQCAAAAAAAqBU9evSId955J4YNG7bM+2+77baYPHly9O7du5Y7y4ai1A1ERFx995qXTf328IpaqTNp0vvRt++xUV5eFpdccnn06NGrVur+WGXXn5m6hSqKLhhQ42NWVFTESScdH++883bsuOPOMWDA4BqvAQAAAACQRccdd1yMGTMmrrnmmhgzZkzl7dddd1288sor8cYbb8S2224bhx9+eMIu6641L43JkLKysrjyysuipMTciGuSu+4aEf/9739StwEAAAAAUOfUr18/hg8fHr169Yo333wzXn/99cjlcnHbbbfFG2+8ET179owhQ4ZEcXFx6lbrpDXiTKGsGjFieHz66adxzDHHxy23DEzdDhExdeqUuOWWgXHaaWfGX/5yXep2AAAAAADqnCZNmsR1110Xv/vd7+LNN9+MuXPnRqNGjWK77baL0tLS1O3VaUKhRD75ZHLcfvstccYZ50SDBg1St8P/c/XVl8dmm20ehx56hFBoLde67NM8jt40j2PzfQd9eH5ex8995++ykWmmi6yYNSdN3TmLktQtn1uWpm6axY0lC9OcmF32TaK6i+ulqVtW+8tb9k2iZS1Ps23LKxI9p1Itby7NV6UlFWlmESjPFaSpm2jyivJIs7xp3gEjygvSLG9FovVcnqRqREWi9ZxueWu/ZqrXbopljYionQsbVJf74YfkRdbWc7Ltaz3Xiqy9js5Zjf/bokWL2GuvvWqqFVaCUCiBXC4XV131x2jffov4xS8Oi9GjR6VuiYh44IH74rXXXouhQ++MwkIzKwLA2iJFIAQAAMDqmzlzZvz73/+O+fPnR+PGjaNDhw6x3nrrpW6rThMKJXDvvSPj7bffiqFD/0/4sIaYNWtWDBjw1zjqqGNiiy1+krodAAAAAID/j707D4uq7v8//hpAUARUEPd9XyNyzdyXmxQtM1MzrcTtLm3T27vlLu8yu8u7sm+lUmpptlpmKi6paKaIuKCpt1pqZqLighsIyjKc3x/m/CLIsJj54MzzcV1d15xzPufzfp0zM4q9Oee4rSNHjmjSpEnauHFjvm233XabJk6cqBo1ahhI5v5oCrnYiRPJmjFjmu67b6jq1atvOg5+8eqrL6tMmbIaPnyU6SgAAAAAAAAA4LaSkpI0aNAgnT17VlWrVtUtt9yi8uXLKyUlRdu3b1dcXJwGDRqk+fPnq3r16qbjuh2aQk5gt9t1/nze50P4+JRQmTJl9MorLyk4OLmDSKMAACAASURBVFhRUTQfiovVq1dq/fp1euutaJUsWdJ0HAAAAAAAAABwW6+//rrOnj2rp556SkOHDpW39/9/XqvdbtcHH3yg//73v5o6dareeOMNg0ndE00hJzh58qT69eudZ114eAsNHHivEhLi9dRT/9KpUycd286dOytJOnv2rJKSjig0tALNCRfJysrS1Kn/VZs2bVW5cmUlJR3Jsz0zM1NJSUfk719aISEhhlICAAAAAAAAgHvYtGmTOnbsqAcffDDfNm9vb0VFRSk+Pl7x8fGuD+cBaAo5QUhIiN56KzrPuqCgQH333Q5J0iuvvFTgfm+//YbefvsNvfVWtFq3buP0nLjS9Dl37pw2b07QPff0zbd99+6duueevoqI6KkXXij4fQMAAAAAAAAAFE5WVpYaN258zTFNmzZVYmKiixJ5FppCTuDn51dgU6d06QBVqFAx3/rt27dpwYLPNWDAvbr55nCeNeRCpUqV1H/+898Ctz3zzD9Vt249DR8+SpUqVXZxMgAAAAAAAABwPw0bNtTRo0evOSYpKUkNGzZ0USLPQlPIhapXr6Hq1WvkW5+RkSFJaty4ibp27e7qWB7Nx6fENc95uXLBvCcAAAAAAAAAUERGjhypxx57TP369dNtt92Wb/uGDRu0atUqvf322wbSuT+aQgAAAAAAAAAAwCUyMjLUsWNHjRgxQu3bt1erVq0UEhKiM2fOaMuWLdq4caO6dOmiixcvKiYmJs++ffr0MZTafRSLptDTA3NNRzCqd+871Lv3HaZjFIrP+GmmI7hMQsJ20xEAAAAAAAAAwK1MmDBBNptNlmVpw4YN2rBhg2P5qrVr1+qbb75xLFuWJZvNRlOoCBSLphAAAAAAAAAAAHB/L774oukIHo2mEAAAAAAAAAAAcIl77rnHdASP5mU6AAAAAAAAAAAA8Aw5OTmmI3g0mkIAAAAAAAAAAMAlOnfurDfeeENJSUmmo3gkmkIAAAAAAAAAAMAlsrKy9O677yoiIkIjRoxQbGyscnNzTcfyGDxTCAAAAAAAAAAAuERcXJyWL1+u+fPnKy4uThs3blT58uV1zz336J577lHlypVNR3RrNIUAAMXa4npTnVzheSfPj+LC4peO3JaPT65ycrgAHkUr17KZjgDc8CzTAVzM044XAIA/y9fXV3379lXfvn31448/6tNPP1VMTIxmzJihd999Vx06dNCgQYPUqVMn2Wz8XF7U+NczAAAAbmg0hAAAAADgxlS3bl09++yz2rBhg1555RWFhYVp3bp1euihh9S1a1fNmDFDKSkppmO6Ff4FDQAAAAAAAAAAjPH19VX37t0VGRmpihUryrIsJScn66233lLXrl01ZcoUZWVlmY7pFrh9HAAAAAAAAAAAMGL37t2aP3++li1bpsuXL8vf31+DBw/W3Xffrb1792ru3LmaO3euMjMzNXHiRNNxb3g0hQAAAAAAAAAAgMtkZGQoJiZG8+fP1759+2RZlho2bKh7771Xd9xxh/z9/SVJTZs2Vb9+/RQVFaXly5fTFCoCNIUAAAAAAAAAAIBLTJw4UcuWLVNGRoZ8fHwUGRmpwYMH65ZbbilwvLe3t9q2bastW7a4OKl7oikEAAAAAAAAAABc4vPPP1fVqlU1evRo9e/fX8HBwX+4T6tWrTR69GgXpHN/xaIp9ElCadMR8hncNt0p88bHb9RXXy3QwYMHdP78OXl5eatSpUrq1q2HBgwYpICAQKfULSrHH+xjOkIeVebGFMk86ekX9eGHH+ibb9boxIlk+fn5qVq1GrrnnoHq2TOySGoAAAAAAAAAgKd755131KlTJ9lstkLv07JlS7Vs2dKJqTxHsWgKeZJDhw5Kknr3vkMhIeWVk5OjvXv36L33Zmn16pWaM+dDlSxZynBKz3Lq1CmNGTNKFy6cV69efVSnTl1dunRJSUk/68SJZNPxAAAAAAAAAOCG1r59ew0fPlzDhg1T586dTcfxaDSFXGzIkAc0ZMgD+dbXqlVbM2a8pbVr16hXr94GknmuSZOeU0ZGhj788DNVrFjJdBwAAAAAAAAAcCspKSlKT3fO3blwfbxMB8AVVapUkSSlpaUZTuJZdu78Ttu2bdXQoQ+oYsVKstvtysjIMB0LAAAAAAAAAIAix5VChmRkZCgrK1MZGZf0ww/7NH36W/Lx8VGbNm1NR/Mo8fEbJElVq1bTU0/9Q3Fx65WTk6PQ0FDdffcA3X//MHl50TsFAAAAAAAAANz4aAoZ8tprU7R8eYxjuU6dunr11TdUq1Ztg6k8z+HDhyVJ//nPJFWtWk3PPDNRNpu0cOGXeued6Tp58oSefPJfZkMCAAAAAAAAAFAEaAoZMnToA7r99l66cOG8du3aqZ07d+jChQumY3mcq/ex9Pcvrejo2SpRooQkqUePCA0a1F+LFi3UoEH3qWbNWgZTAgAAAAAAAMCNbeXKlfrpp5+ua5/XX3/dSWk8F00hJ7Db7Tp//lyedT4+JVSmTBnHcu3adVS7dh1JVxoQa9eu0TPPTJC3t7d69IhwaV5P5ufnJ+nKe3C1ISRdeb8iIm7Xe+/NUmLiNppCAAAAAAAAAPAXHDhwQAcOHCj0eJvNRlPICWgKOcHJkyfVr1/vPOvCw1soOnrW7+7TpUtX+fuX1sKFC2gKuVDFipUkSSEhIfm2hYSESpJSU7mCCwAAAAAAAAD+ioiICEVE8P++TaMp5AQhISF6663oPOuCggKvuY/dbldOTrbS0lKdGQ2/0axZcy1c+IVOnjyZb9vJk8mSpODg/A0jAAAAAAAAAEDh1a9fX7169TIdw+PRFHICPz8/tW7dpsBtZ86kKCSkfL71CxcuUFZWlpo3v8nZ8fArHTt2UmBgoL7+epmGDRuh0qVLS5IyMjK0fPky+fj4qE2btoZTAgAAAAAAAADw19EUcrHBgweoefOb1KhRY1WoUFGpqRe0fXui4uPjVLlyFQ0fPsp0RI8SEBCoJ56YoEmTJioqaqjuuKOvJCkmZrFOnz6lv/99jOMWcyh6FXOSnDb3SZ/qTptb4oo+V7rz4Dinzm/96rXPgL87tdbvZjh3zEzd1DNG6ird0HcoI91M3cuXjJS1DNVVZpaZutnZLi9pZeW4vKYkI8d6pa6Z4zV2nu1mzrOx483JNVLWshuqa+h4lWP98RgnsHLN1DV2vB52ni1Df2zIwNfIMvTVNXWOjR2vobqybGbKGjvPHna8vL9AsUFTyMUGDrxXW7YkaOHCBbpw4YJ8fUuoevUaiooaqUGD7lNQUJDpiB6nV6/eKlu2nD78cI5mz35XubmW6tatpxdffJnnOwEAcCMw1SQBAAAAAOAGUyyaQoPbGvrNXQOiokYqKmqk6Rh/WpW5MaYjOEW7drepXbvbTMcAAAAAAAAAALczbtw4tWzZ0nQMqJg0hQAAAAAAAAAAgHsaNYrHphQXNIUAAAAAAAAAAECxMHXqVHl7e6tXr16qX7++6Thuh6YQAAAAAAAAAAAoFmbOnCmbzaZ3331XXbp00ejRo3XTTTeZjuU2aAoBAAAAAAAAAIBiYdy4cbIsS/v379fWrVs1cOBA7du3z3Qst0FTCAAAAAAAAAAAFAu/ff7Qzz//bCiJe/IyHQAAAAAAAAAAAKAgNWvWNB3BrdAUAgAAAAAAAAAALjF+/HitWrXqmmNiY2M1fvx4FyXyLDSFAAAAAAAAAACASyxbtkz79++/5pgDBw5o+fLlLkrkWWgKAQAAAAAAAACAYiMrK0ve3t6mY7glmkIAAAAAAAAAAMBlbDbb7267dOmSEhISFBoa6sJEnsPHdAAAAAAAAAAAAOC+2rdvn2f5vffe06effppvXG5urlJTU2W323Xfffe5Kp5HoSkEAAAAAAAAAACcJiAgwHF10JkzZ+Tr66vAwMB847y9vVWnTh21bdtWI0eOdHVMj0BTCAAAAAAAAAAAOM3XX3/teN2oUSMNGTJEY8eONZjIcxWLptCmn3xNR8jn1tpZTpl3w4ZvtX79t/rf/3bp5MkT8vX1VbVq1XXnnXepZ8/e8vEpFm8JAAAAAAAAAABFbv78+apUqZLpGB6LDoSLvfzyZPn5+aljx06qXbuu0tPTFRu7Ui+9NEnr1q3Va6+9ec2HbAGAp1lcb6qTKzzv5PkBOF2JElJ2tukUAFB85VqmEwAAADiEhYWZjuDRaAq52PPPT1arVq3zNH4GDRqshx8eqY0b47Rp00a1a9f+GjMAAAAgDxpCAAAAAFBszZ8/X5IUGRmpgIAAx3JhDBw40FmxPBZNIRdr3bpNvnXe3t7q2rWHdu78TgcPHqApBAAAAAAAAABwC//+979ls9nUunVrBQQEOJYt69pXM9tsNppCTkBTqJg4ffqUJKlcuXKGkwAAAAAAAAAAUDSmTr3yaICKFSvmWYYZNIWKgVOnTmrRoi8VFBSkjh27mI4DAAAAAAAAAECR6NWr1zWX4Vo0hQzLyMjQhAlPKD09XS+//KrKlCljOhIAAAAAAAAAAHBDNIWcwG636/z5c3nW+fiUyNfwycjI0Lhxj2j//h80fvyT6ty5qytjAgAAAAAAAAAAD0JTyAlOnjypfv1651kXHt5C0dGzHMvp6el64olHtHv3Tk2Y8LT69evv6pgAAAAAAAAAABQrgwYNkre3tyIjI9W/f3/5+vqajuRWaAo5QUhIiN56KzrPuqCgQMfrixfT9PjjY7V37x4988xz6tOnr6sjAgAAAAAAAABQ7Hz33XeSpMTERM2YMUMPPvigRowYYTiV+6Ap5AR+fn5q3bpNgdsuXkzTo4+O0Q8/7NNzzz2vnj17FzgOAAAAAAAAAABPM3/+fOXm5mr//v3asmWLPvroI5pCRYimkIs98shD2rdvrzp27CzJphUrluXZXq9efdWv38BINgAAAAAAAAAATAoLC5MkhYeHa+DAgYbTuB+aQi62b99eSdL69eu0fv26fNuHDx9FUwgAAAAAAAAAABS5YtEUurV2lukILpOQsN10BAAAAAAAAAAA4IGKRVMIAAAAAAAAAAC4n6lTp/6p/Ww2m5544okiTgOaQgAAAAAAAAAAwClmzpz5p/ajKeQcNIUAAAAAAAAAAIBTzJ8/33QE/ApNIQAAAAAAAAAA4BRhYWGmI+BXaAoBcEsVc5KcOHsZJ86N37rz4Dinzm/96nXO5+84tdbvyT19zkzdcxlG6trP55ipa+ZwlZ3uZaRuTpahupneZurmuP54c7IMHavdzHtrzzX0mTJ1vJaZfypl5/oaqWu3bGbqytD7KzPHa+ZvQMluM3O8uYbOs91IVSnX0Hk2d7yur2nqu2viWCUp10zZPP9GciVPO8/G3l/Os0t42vfoMTNl8SfRFAIAAMANzURDCAAAAABQdLKysgpc7+tr5pem3BlNIQAAAAAAAAAA4DLJycl6++23FRcXp5SUFFlW/uurbDab9u7dayCde3NJU8jLy0u5ubmyLEs2Q5dTA65mWZZyc+2y2UqYjgIAAAAAAAAAxcLx48fVv39/paamqnHjxjp16pRq1KihUqVK6aefflJWVpaaN2+uMmV4hIMzuOReG35+frIsuy5cOFdgxw9wN3a7XefPn5FlWQoICDAdBwAAAAAAAACKhenTp+vChQuaM2eOvvjiC0nSHXfcocWLF2vNmjXq2rWrLly4oFdffdVwUvfkkiuFKlasqMzMTKWnp+rSpYvy8jLzUF7AFXJzc3+5Qsim0qX9Va5cOdORAAAAAAAAAKBYiI+PV4cOHdSqVat820JDQzV16lRFRkbqzTff1PPPP+/6gG7OZbePq1Gjhk6ePKnMzEzl5ua6oixghM1mU4kSJRQUFKTAwEBumQgAAAAAAAAAvzh9+rR69erlWPb29lZmZqZjuWTJkrrtttu0bt06A+ncn0uaQtKVxlDlypVdVQ4AAAAAAAAAABQzQUFBysrKciyXKVNGJ06cyDOmdOnSOnfunKujeQSXPFMIAAAAAAAAAACgatWqSk5Odiw3atRImzZtUnp6uiQpJydH69ev5yITJ6EpBAAAAAAAAAAAXKJdu3ZKSEhwXC109913KyUlRQMGDNCLL76oAQMG6NChQ+rdu7fhpO7JZbePAwAAAAAAAAAAnq1///4KDg7WhQsXFBoaqsjISH3//feaM2eOfvzxR0nSXXfdpVGjRhlO6p5oCgEAAAAAAAAAAJeoXr26HnjggTzrxo8fr1GjRunYsWOqWrWqAgMDDaVzfzSFAAAAAAAAAACAS2RlZcnHx0deXnmfbhMYGKhGjRpJkizLUnZ2tnx9fU1EdGs8UwgAAAAAAAAAALhEWFiYoqOjrznmnXfe0c033+yiRJ6FphAAAAAAAAAAAHAJy7JkWVahxqHo0RQCAAAAAAAAAADFxoULF1SyZEnTMdwSzxQCAAAAAAAAAABOExcXl2f5yJEj+dZJkt1uV3JysmJiYlS7dm1XxfMoNIUAAMXa4npTnVzheSfPj+LCyjWdAM7i45OrnBwugEfRyrVspiMANzxPu+GLpx0vAADXY8SIEbLZrvyMbbPZFBMTo5iYmALHWpYlb29vPfvss66M6DFoCgEAAOCGRkMIAAAAAIq3cePGOV5PnTpV7dq1U9u2bfON8/b2VtmyZdW6dWtVr17dlRE9Bk0hAAAAAAAAAADgNKNGjXK8/uqrr9StWzfdd999BhN5LppCAAAAAAAAAADAJVasWGE6gkejKQQAAAAAAAAAAFzKsixt2rRJe/fuVVpamgICAtS0aVO1bdtWXl7cJtxZaAoBAAAAAAAAAACX+e677zRhwgQdPXpU0pUGkSTZbDZVq1ZNU6ZM0S233GIyotuiKQQAAAAAAAAAAFzi0KFDioqKUkZGhtq1a6e2bdsqNDRUp0+fVkJCguLj4zVy5Eh9/vnnqlu3rum4boemEAAAAAAAAAAAcInp06fr8uXLmjFjhrp27Zpn26hRo/TNN99o7Nixio6O1muvvWYopfvixnwAAAAAAAAAAMAlNm/erL/97W/5GkJXdenSRd27d1dCQoKLk3kGmkIAAAAAAAAAAMAlzp8/r5o1a15zTK1atXThwgUXJfIsNIUAAAAAAAAAAIBLhISEaP/+/dccc+DAAQUHB7sokWehKQQAAAAAAAAAAFyiXbt2WrdunRYuXFjg9iVLlmjdunVq166di5N5Bh/TAQAAAAAAAAAAgGd4+OGHtWbNGv3rX//Sxx9/rDZt2qhChQo6ffq0tmzZov/9738KDAzUww8/bDqqW6IpBAAAAAAAAAAAXKJ69eqaN2+ennzySe3Zs0d79uyRzWaTZVmSpIYNG+qVV15R9erVDSd1TzSFAAAAAAAAAACAyzRq1EiLFy/Wnj17tHfvXqWlpSkwMFCNGzdWs2bNTMdzazSFAAAAAAAAAACA08yZM0fh4eG6+eab86xv2rSpmjZtaiiVZ/IyHQAAAAAAAAAAALivKVOmKC4uznQMiCuFABgUePpHp83t33GA0+aOGjjIaXNrsvOmnjp5pfMm7+K8qe88OM55k0uyfvXaZ8DfnVrrdzOcO2ambuoZI3WVdt5M3cuXPKquZep4M7PM1M3OdnlJKyvH5TUlGTlWSZLdbqSslWOmrrINvb+51h+PcQIrJ9dIXZl6f02dZ7uh8+xpnytDZS1D51k5ht5fE8frae+tseM1U9fU8ZriaefZ2PEa4mnHixsLVwoBAADgxmaqSQIAAAAAwA2GphAAAAAAAAAAAIAH4PZxAAAAAAAAAADAqU6dOqU9e/Zc1z5NmzZ1UhrPRVMIAAAAAAAAAAA41RdffKEvvvii0ONtNpv27t3rxESeiaYQAAAAAAAAAABwqvLly6tChQqmY3g8mkIAAAAAAAAAAMCpBg4cqLFjx5qO4fG8TAcAAAAAAAAAAACA89EUAgAAAAAAAAAA8AA0hQAAAAAAAAAAADwATSEAAAAAAAAAAOA0ZcuWValSpUzHgCQf0wEAAAAAAAAAAID7SkhIMB0Bv+BKIQAAAAAAAAAAUCycP39eFy9eNB3DbdEUAgAAAAAAAAAAxcKtt96qVq1aadSoUUpMTDQdx+3QFAIAAAAAAAAAAMVCUFCQgoKCtH79eg0ZMkRDhgwxHcmt8EwhAAAAAAAAAABQLGzevFmSdPLkSW3ZskVbt241nMi90BQCAAAAAAAAAADFSsWKFdWnTx/16dPHdBS3wu3jAAAAAAAAAAAAPABXCgEAirXF9aY6ucLzTp4fgNOVKCFlZ5tOAXdjM/X7c3ZDdQEAAAB4AppCAAAAuLHREAIAAACAG0Zhbgfn5eWlgIAA1a1bVz169FCHDh1ckMwz0BQCAAAAAAAAAAAucerUKUnShQsXHOtKlSqlS5cuOZbLlCmj9PR0JSYm6osvvlBERITeeOMN2Ww2l+d1NzxTCAAAAAAAAAAAuMS6devUoEEDNWvWTLNnz9aOHTsc/82aNUvNmzdXgwYNlJCQoIULF6pVq1ZauXKlPv74Y9PR3QJNIQAAAAAAAAAA4BJvvvmmTpw4oU8++UTt27dXqVKlJF25WqhDhw768MMPdeLECU2fPl1NmjTRjBkzFBISokWLFhlO7h5oCgEAAAAAAAAAAJf4+uuv1b17d/n6+ha4vWTJkurWrZtWrFghSQoICFD79u116NAhV8Z0WzSFAAAAAAAAAACAS5w5c0a5ubnXHGNZls6ePetYDg0NVU5OjrOjeQSaQgAAAAAAAAAAwCWqVq2q1atX6/LlywVuv3TpklavXq0qVao41qWkpCgoKMhVEd0aTSEAAAAAAAAAAOAS/fv31/Hjx3XvvfcqNjbWcUXQ2bNnFRsbq8GDBys5OVn9+/d37LNt2zY1bNjQVGS34mM6AAAAAAAAAAAA8AxRUVE6cOCAFi9erEceeUSS5OXl5bilnGVZ6t27t6KioiRJp0+fVseOHdWxY0djmd3JdTeFLMtSenq6UlNTlZmZKcuynJEL8Dg2m00BAQEqV66cfHzo1wIAAAAAAABwP15eXpoyZYp69eqlRYsWad++fbp48aJKly6tJk2aqG/fvurUqZNjfGhoqJ577jmDid3Ldf2fZ8uydOrUqV8eBGXJ29tbNht3oAOKQm6uXRkZl5Senq6aNWvKZrOZjgQAAAAAAAAATtGpU6c8zR+4xnU1hdLT03XmzBn5+PiqXLny8vEp4axcgMexLEvnz59Renq60tLSeHAaAAAAAAAAALfTp08ftWvXTk8//bTpKB7pui7zSU1NVW6uRUMIcAKbzaagoHKyLEupqamm4wAAAAAAAABAkTt69Kj8/PxMx/BY19UUyszMlLe3Nw0hwEm8vb3l5eWt7Oxs01EAAAAAAAAAoMjVqVNHx44dMx3DY11XU8iyLJ4hBDiZl5eXLMsyHQMAAAAAAAAAitzgwYO1du1aHTp0yHQUj3RdzxQCAAAAAAAAAAD4sxo1aqQ2bdpo0KBBGjp0qJo3b67y5cvLZrPlG9u0aVMDCd0bTSEAxjy/t4/T5v5vR6dNDRe78+A4p87/6+vy0h4184DDtOO+RupeTC1ppG7aZTPHm55r5seeDJu3kbqXC/hh2hUueZmpm2mgbLaZQ1Wmoc9UtqG6dpm5gtrUzXxzbGaO19R16rnG6nrWlfmmjjbHUGVTx2vqzytT3yMTx2vqu+tp761l6HhzDN01xdyfGWbeYU/7u9fU59lu6PNs6jwvvs7xd999t2w2myzL0owZM645dt++fX8+GApEUwgAAAA3NBMNIQAAAADAnzNs2DDTETwaTSEUmePHj6tfv97q1auPJk58wXQcAAAAAAAAAEAx8+STT5qO4NFoCl3D4cM/acGCz7V9+zadPHlSmZmXVbZsWTVo0EidO3dVRERP+fn5/am5H3popHbsSFRCwvYiTg0AAAAAAAAAAJAfTaHf8d57M/XeezOVm5urZs2aq1ev3vL3L6WzZ89q+/ZE/ec/k7Rw4ReaO/dj01GLjQoVQvXZZ18qICDAdBQAAAAAAAAAAPAbNIUKMHfue5o16x1VrFhJL700Rc2aNc83Ji5uvT755CMD6YovH58SqlWrtukYAAAAAAAAAIBi7ttvv1VcXJxOnjyprKysfNttNpuio6MNJHNvNIV+4/jx45o9+135+Pho6tS3VLduvQLHtW/fUa1bt3UsL126RHFx67V//w86cyZF3t4+qlu3nvr166+ePSPzzN+vX2/Hctu2tzheh4e3UHT0LMfyqVMnNW/eHMXHb9Tp06dUqpS/bropTFFRI9WkSdN8mVJSTis6epri4+OUkZGhGjVqatCg+1SpUmWNGTNKw4eP0siRf8+zz5EjRzRnzixt27ZF586dU9myZdWqVRsNGzZSNWrUyDN21qx39N57MzV9+kylpJzW/Pmf6qefflSZMmW1aNGyaz5T6PLlS5o//1PFxq5SUtIR2Ww21a1bTwMG3Ku//e32PGMty9Ly5Uu1aNGXSko6ooyMDJUtW061a9dW7953qkePiALfEwAAAAAAAABA8ZaTk6OxY8fq22+/lWVZstlssizLsf3qss1mM5jSfdEU+o1lyxYrJydHPXpE/G5D6CpfX1/H61dffVm1atXWzTffovLly+vChfOKj9+oF154TkeO/KzRox+WJAUGBmr48FFatixGJ04ka/jwUY45Kleu4nj9/ff79NhjY5SaekFt2tyqzp276vz581q//huNHh2lKVNeV7t27R3jz549q5Ejhyk5+bjCw29R8+ZhOnMmRa+++rLatLm1wPx79+7RI488pIyMdHXo0Em1a9fW4cOHtXLlCq1f/62mTXtHjRs3ybffJ598qK1bN6t9+45q0aKlLl68eM3zlJaWpjFjRmv//u/VsGEj9e59pywrV5s3b9LEic/o0KEf9fe/j3GMf+edafrggzmqUqWqunXroYCAAKWkpGjfvr1auzaWphAAAAAAAAAA3KDef/99rVu3fsRPWwAAIABJREFUTg8++KDuv/9+de3aVaNHj1a/fv20ZcsWvfnmm2rTpo1eeOGFP54M142m0G/s3PmdJKlly9bXtd/HH3+uatWq51mXnZ2tJ54Yq3nz5uquu/qrQoUKCgwM1MiRf9f27Yk6cSI535U70pVO6bPPPqlLlzI0ffpM3XJLC8e206fHKipqiF56aZK++mqpozEVHf22kpOPa8iQBzR27GOO8YMG3aeoqKH5aliWpRdeeE7p6Rf1/POTdfvtvRzbVq9eqeeee1rPP/+sPv10gby8vPLsm5i4VbNmzVXDho0KdW7eeOM17d//vcaMeVRDhz7oWJ+ZmaknnxynDz54X127dleDBg0lSV99tVChoRX0ySefq2TJUnnmOn/+XKFqAgAAAAAAAACKn6VLl6phw4Z66qmnHOtKlCihmjVrqmbNmmrRooX69eun8PBwDRkyxGBS9+T1x0M8S0pKiiSpQoUK17XfbxtC0pUP8t13D5DdnqNt27YUeq74+DgdPXpU99wzME9DSJJCQ0M1ZMgDOnMmxTFndna2Vq1aqYCAAA0bNiLP+Pr1G6hnz976rV27durnnw+refOb8jSEJKlHjwiFhd2sn38+rJ07d+Tbt2/ffoVuCF24cF4rVy5X48ZN8jSEJMnPz09jxjwmy7K0cuWKPNt8fHzk5eWdb76yZcsVqi4AAAAAAAAAoPg5cuSIWrZs6Vi22WzKyclxLNepU0edO3fW559/biKe2+NKod+4eu/C671f4YkTyfrww7natm2rTpw4oczMy3m2nz59qtBz7d6965c5T2jWrHfybU9KSpIk/fTTT2rXrr1+/vmwMjMvq3HjcJUuXTrf+LCwm7VkyVd51v3ww/eSpBYtWhWYoWXLVtq58zvt3/+DwsPzNqaaNGlW6GPZu3eP7Ha7bDZbgcdy9ct++PBPjnURET31xRefafDg/uratccvt8O7SQEBgYWuCwAAAAAAAAAofry8vOTv7+9Y9vf31/nz5/OMqVatmtatW+fiZJ6BptBvhIaG6uefD+vUqcI3cY4dO6qoqPuVlpaqsLBwtW7dVgEBAfLy8lJycrKWL49RVlZWoee7cOGCJGnNmtXXHHfpUoYkOZ7pExwcUuC44ODgfOuu7lO+fPkC9wkJCZV05XlA+bcVXKcgV49l79492rt3z++Ou3TpkuP144+PV7Vq1RQTs1jz5s3RvHlz5O3to3btbtOjjz6h6tVrFLo+AAAAAAAAAKD4qFixok6cOOFYrlmzpnbu3JlnzIEDBxQYyEUCzkBT6DfCwm7Wtm1btW3bFt1xR99C7fPppx/pwoXzevbZ59W79x15tq1a9bWWL4+5rgwBAQGSpP/+9w117NjpD8dfvTro7NkzBW4/e/bs79Y4c6bgfc6cOZ1nXF6Fv4rq6v6DBt2nxx8fX6h9vL29NXDgYA0cOFhnz57Vzp07FBu7SmvWrNZPP/2oTz5Z4HiWEgAAAAAAAADgxhEeHq7ExETHcteuXTV9+nRNnjxZf/vb37RlyxZt2LBBERERBlO6L54p9BuRkXfKx8dH33yzRj/9dOiaY69e/XP06JXbuXXp0i3fmB07EvOtkyRv7yun3m6359vWrFlzSdLOndsLlblWrdry8yupgwcPKD09Pd/2nTu/y7euQYOGkqTt27cVOOf27VdyF/bZQb+nSZNm8vLyKvDZRIURHBysLl266aWXpqhly1Y6evSoDh06+JcyAQAAAAAAAADMiIyMVEhIiI4ePSpJevDBB1WvXj199NFHeuCBBzRt2jRVrFhR48cX7iIDXB+aQr9RpUoVjRgxWtnZ2Ro37lHt27e3wHGbNm3UE0+MlSRVrlxFUv4GS0JCvJYsWVTg/mXKlJUknTx5It+2jh07qVq1alqw4AvFx8cVuP/u3Tt1+fKVW66VKFFC3bv30MWLFzVnzuw84w4c2K8VK5bm2z8s7GbVrFlLO3d+p7VrY/NsW7s2Vjt2bFeNGjUVFhZeYP3CCg4OVkRET+3bt1fvvz8rzwPDrjp6NEnHjx+TdKXRtnXrZsezna7KyclWamqqJMnPr+RfygQAAAAAAAAAMOO2227TJ598omrVqkm6crepL7/8Ui+//LJGjx6tF198UUuWLHFsR9Hi9nEFePDB4bLb7XrvvZkaNmyImjcPU+PGTVSqVCmdPXtW3323XUlJR9S4cRNJUr9+92jp0iX617+eVOfO3RQaGqpDh35UQkK8unXrodjYVflqtGzZSmvWrNZTT/1Dt956m/z8Sqpy5Urq2bO3fHxK6OWXX9Pjj4/VuHGPqnnzMDVo0EAlS5bUyZMntW/fXh07dlTLlq1SyZKlJEkPP/yoEhO36qOPPtCePf/TTTfdpJSUFK1Zs1rt2rXXt99+Iy+v/98DtNlseu65F/Toow/r2WefUocOnVSrVi39/PPPWr9+nfz9S2vixEl59vmz/vGPJ5WUdEQzZ0ZrxYplCgu7WcHBIUpJOa3Dh3/S3r179OKLL6tKlarKzMzUI488pMqVq6hp02aqVKmysrKytGVLgg4f/kkdOnRS7dp1/nImAAAAAAAAAIBrbN26VVWrVlWVKlUK3O7r66u77rrLxak8E02h3zF8+Ch17dpdX375hbZv36alS5coKytTZcqUVf36DTR06IO6/fZekqT69Rto+vSZevfd6dq0KU52u1316jXQK6+8poCAwAKbQnfccZdOnEjW6tWr9NFH82S35yg8vIV69uztmPPDDz/Tp59+pI0bN2jp0hh5edkUElJeDRo01IgRox1XG0lSSEiIZs6cq3femab4+Djt3fs/1ahRUxMmPK1SpUrp22+/cTx76KpmzZprzpwPNWfObG3dukVxcRtUtmxZ9egRoaiokapZs1aRnMvSpQMUHT1bixZ9qVWrvtY336xVVlamgoNDVL16dT3++Hi1bt1GklSqVEmNGfOoEhO3affuXb80qPxVtWo1/fOfz6hPnzuLJBMAAAAAAAAAwDXuv/9+jRkzRmPHjjUdxePZrN/ep+saDh06pKysHFWsWNWZmVDEoqOn6YMP3tf//d80tW3bznQc/IGTJ4/J19dHdeoUjyuixq9z3r07vb+f7LS5//v3Uk6be9XBQU6bu47zTomefbaD0+ae3+W00+ZeXG+q0+aWpDu+SXW8Tono5NRavyfthK+ZuhfM3I7zYqaZ403PNfO7MBk2bzN1vWxG6mbaTNV1fc0sM4dqrG62qboq9D9XirauoeO1GzreXCNVzck1dJ7NVDX3/nraeTb1/c3xoPNs7ljN1PW0vxNyC/+/KIuUqfNs6nPleX8nGPpcGfo8mzrPi4/kf3zJbzVq1Ehjx46lKVQM8EwhN3L6dP7/KXvw4AF98cVnCgoqo/DwFgZSAQAAOJeJhhAAAAAAADcibh/nRoYNu0/VqlVXnTr1VKpUSSUlJWnjxjhZVq4mTnxGfn5+piMCAAAAAAAAAABDaAq5kb5979b69eu0evXXysjIUEBAoNq2bavBg+9XixYtTccDAAAAAAAAAHgom6HbjSMvmkJuZMSI0RoxYrTpGAAAAAAAAAAA5DFt2jRNmzat0ONtNpv27t3rxESeiaYQAAAAAAAAAABwKsuynDoehUNTCAAAAAAAAAAAONXYsWM1duxY0zE8npfpAAAAAAAAAAAAAHA+mkIAAAAAAAAAAAAegKYQAAAAAAAAAACAB6ApBAAAAAAAAAAA4AF8TAcAAAAAAAAAAADua82aNQoKCjIdA6IpBAAAAAAAAAAAnKhq1aqmI+AXNIUAAAAAAAAAAECx0K1bN/n4+CgyMlL333+/ypYtazqSWynSplDwTa8W5XRF4uyuCX95jnnz5uiHH77XDz98r2PHjsrLy0sbN24tgnTF09Yzw01HyKdVyHt/af/ExG0aM2ZUnnXe3j4qX7686tdvoEGDBqtly9aObXv2/E8rV67Q/v3fa//+/crISNeoUQ8rKmrENets3rxJS5Ys0p49u3X27FnZbF4KDS2vxo2bqkuX7urcuYu8vHiUFwAAAAAAAAAU5NixY5KkGTNmaM6cORo4cKCeeuopw6ncB1cKFcKMGW8rMDBQDRo01KVLl3T+/DnTkfAnde3aXR06dJIkZWdn68iRn7VkySJt3LhBU6a8ro4dO0uS4uPjtGDBfFWvXkMNGzbSjh2J15w3KytLkyZNVGzsKlWrVk3du0eoWrVqkmxKTj6urVs365lnJmj48JEaOfIhJx8lAAAAAAAAANyY1qxZo9zcXO3fv19btmzRli1bTEdyKzSFCmHBgsWqVq26JOmhh0bSFLqB1avXQD17RuZZFxZ2syZMeEJLly5xNIX69btH9913v/z9/Qu8yui3XnttimJjV2nAgHv12GPj5O3tnWf7Qw+N1c6d3+no0aQiPR4AAAAAAAAAcCdXnz9UvXp1devWzXAa90NTqBCuNoTgnsqXD5UklShRwrEuJCSk0Pv/+ONBxcQsUrNmzfXEE/+QzWYrcFxY2M0KC7v5r4V1MzVrlnLa3LsOnHLa3O9/Ptlpc0/Ws06be9yzEU6be74+ctrcdx4c57S5Jcn61etSHWs6tdbv8Ttt5pcNgs9lGKlrT001U/eikbLKuWTmtqHZl83Uzcn0/uNBzqib4/rjtRuoKUk5OYbOsd3M8dpzC/7Zytlyck0dr6G6MnSeLTN1TR2vqbq5RqpK9t/5t5Gz5Ro6z9YfD3GKHEPn2cTxmvosG/qryOM+y+bOs2fxtPfXFGN/XhmqixsLDzeBR8nMvHL7v/Pnz+nUqVNKTNym11+fIh8fH/Xt2+9Pzbl2bawsy9Kdd971uw0hAADgPCYaQgAAAACAP6dx48aaPn36NcdER0erSZMmLkrkWbhSCB7lgw/m6IMP5uRZFxpaQW++OV0tWrT6U3MeOvSjJKlBg0b5tqWlpcluz3Ese3l5Kygo6E/VAQAAAAAAAIAbnWVZsqw/vm6tMGNw/WgKwaNERvZRREQvSZLdnqPjx4/ryy8/1z//OV6vvfaGwsNbXPecFy9euR9R6dKl820bPTrK0TSSpEqVKmvRomV/Mj0AAAAAAAAAuL/U1FT5+fmZjuGWaArBo1StWl2tW7fJs65HjwgNGNBXkye/oPnzF8rH5/q+FgEBAZKk9PT0fNueeeY5ZWRckiS9+OLEP5kaAAAAAAAAAG5cW7duzbN87NixfOskyW63Kzk5WTExMapdu7ar4nkUmkLweEFBQWrePEwbNnyro0eTVKvW9f1hU6dOXX3zzRr98MP3atgw7y3kmjW7yfHaz89POTn2IskMAAAAAAAAADeKoUOHOp7HbrPZtGjRIi1atKjAsZZlycvLS08++aQrI3oMmkKArnSgpYKv9vkjXbp00/vvz9KSJV+pT587HX+4AQAAAAAAAACkMWPGyGazybIsTZ8+Xa1bt1br1q3zjfPy8lLZsmXVpk0b1a1b10BS90dTCB7vzJkU7dr1nfz8Sqp27TrXvX+9evUVGdlHS5cu0f/932t69NFx8vb2zjeO56IBAAAAAAAA8ESPPPKI4/VXX32l7t276/777zeYyHPRFCqEFSuWKjn5hCTpxIlkWZal99+f7dgeFTXCVDRcp4MH92vFimWSrt6f8piWLFmsixcvauzYx+Tv7y9JSk4+rhUrlv/y+pgkaceORL3//pV5wsPDFR7ewjHvhAlPKyMjQ/Pnf6qNGzeoc+duqlatuiRLp06dUlzceh07dlS33NLSdQcLAAAAAAAAAMXM2rVrTUfwaDSFCmHJksXasSMxz7qZM2c4XtMUunGsXRurtWtjJV25d2VAQIAaNmyk8eP/qc6duzrGHT9+PM97LElbt27W1q2bJUnDh4/K0xTy8/PTf/7zX8XHx2nZshitXr1S586dlc1mU/nyoWrSpKmiokaqY8fOzj9IAAAAAAAAAAAKUKRNobO7JhTldMVGdPQs0xFcqlXIe6YjFLkWLVoqIWG708Zf1a5de7Vr1/669wMAAAAAAAAAT3H48GHNmzdPu3btUmpqquOZ779ms9kUGxtrIJ1740ohAAAAAAAAAADgEjt27NCwYcN0+fJl+fj4KCQk5Hee0c5D2p2BphAAAAAAAAAAAHCJqVOnKisrSy+88ILuvvtu+fjQpnAlzjYAAAAAAAAAAHCJ3bt3KyIiQgMHDjQdxSN5mQ4AAAAAAAAAAAA8Q4kSJVS5cmXTMTwWTSEAAAAAAAAAAOAS4eHh2rdvn+kYHoumEAAAAAAAAAAAcIlx48Zpx44dWrRokekoHolnCgEAir3F9aY6cfbnnTg3YI7NZqiul+XymiV87bJnu/53nbxK2JWd7e3yujab68+xybqSmQ+zoa+QuffX0Ntr6rcULWPvsGd9jyxjh2umcK6h8+xl6ETnGvhhw1uGvkV8ll3CwI+RV+qaKatcQ38V5Zopa+z9NcbQ+3ujXAESGxurtm3b6umnn9aCBQvUtGlTBQYG5htns9k0ZswYAwndG00hAECx5tyGEAB3YKIhJMlIQwgAAE/maf9PGQDc1bRp0xyvt23bpm3bthU4jqaQc9AUAgAAAAAAAAAALjFv3jzTETwaTSEAAAAAAAAAAOASrVu3Nh3Bo90otxkEAAAAAAAAAADAX8CVQgAAAAAAAAAAwKWOHz+uRYsWad++fUpNTVVgYKCaNGmiO++8U1WrVjUdz23RFAIAAAAAAAAAAC7z+eefa/LkycrOzpZlWY71sbGxio6O1r/+9S8NGjTIYEL3VaRNoeCbXi3K6YrE2V0T/tL+iYnbNGbMKI0a9bCiokYUUari7aEzc01HyCc65MG/tP/V9/HXvL19VL58edWv30CDBg1Wy5b//16We/b8TytXrtD+/d9r//79yshI/93PwPHjx9WvX2+Fh7dQdPSsAus/9NBI7diRqIULl6pKlSp/6VgAAAAAAAAA4Ea1adMm/fvf/1bp0qU1fPhwtW3bVqGhoTp9+rQSEhL04YcfatKkSapZs6ZuvfVW03HdDlcKwaN07dpdHTp0kiRlZ2fryJGftWTJIm3cuEFTpryujh07S5Li4+O0YMF8Va9eQw0bNtKOHYkGUwMAAAAAAACAe5g9e7ZKly6thQsXqkaNGo71derUUZs2bXTXXXepX79+mj17Nk0hJ6ApBI9Sr14D9ewZmWddWNjNmjDhCS1dusTRFOrX7x7dd9/98vf3L/AqIwAAAAAAAADA9du9e7d69uyZpyH0azVq1NDtt9+uVatWuTiZZ6ApBI9XvnyoJKlEiRKOdSEhIabiAAAAAAAAAIDbunz5ssqVK3fNMcHBwbp8+bKLEnkWmkLwKJmZl3T+/DlJUlZWtpKSjig6+m35+Piob99+htMBAAAAAAAAgHurUqWKEhISrjlm8+bNqly5sosSeRaaQvAoH3wwRx98MCfPutDQCnrzzelq0aKVoVQAAAAAAAAA4Bl69Oih2bNn6/nnn9e4ceMUFBTk2JaWlqY333xTu3bt0ogRIwymdF80heBRIiP7KCKilyTJbs/R8ePH9eWXn+uf/xyv1157Q+HhLQwnBAAAAAAAAAD3NXr0aK1du1afffaZYmJi1KhRI4WGhiolJUX79u1Tenq66tSpo9GjR5uO6pZoCsGjVK1aXa1bt8mzrkePCA0Y0FeTJ7+g+fMXysfHeV8Lm81pUwMAAAAAAABAsRcQEKDPPvtMr776qmJiYpSYmOjYVqpUKQ0YMEDjx49XQECAwZTui6YQPF5QUJCaNw/Thg3f6ujRJNWqVfu69vfz85MkZWb+/oPPLl++9MvYkn8+KAAAAAAAAAC4gcDAQE2aNEkTJ07UoUOHlJaWpsDAQNWuXVslSpQwHc+t0RQCJNntdklSenr6de9btmxZ+fuXVlLSEdntdnl7e+fZnpOTo6SkIypdOkBly5YtkrwAAAAAAAAAcKPz8fFRgwYNTMfwKF6mAwCmnTmTol27vpOfX0nVrl3nuvf39vZWx46dlJaWppiYRfm2x8Qs0sWLF9WxYyd5efGVAwAAAAAAAOB5Pv74Y7377rvKzs7+3TFZWVl699139cknn7gwmWfhSqFC2rEjUe+/X/C2qKgRrg2DP+3gwf1asWKZpCtXByUnH9OSJYt18eJFjR37mPz9/SVJycnHtWLF8l9eH5OU9zMQHh6u8PAWjnkffvhRbd+eqFdeeUnbtm1V8+Y3SZJ2796l2NhVqlChoh566BFXHSYkVcxJcuLsZZw4N37rzoPjnDq/9avXPoMedmqt381wxpmf12vUTT1jpK7SU83Uzbj+q0GLxC+3EHU1KzPTSF2ZqpuV5fKSVlaOy2tKkq7xDyjn1jVzvFaO3Uhdc8eba6SuDJ1ny27qeM3UtXKtPx7kDDlm6nK8LmLoa2QZOM+WoWM1do45Xrdm6ng97TzLMvOAb487z4Wwfft2TZ48WQ8//PA1bw/n6+ur7Oxsvfjii2ratKnCwsJcmNIz0BQqpK1bN2vr1s0FbqMpdONYuzZWa9fGSpJsNpsCAgLUsGEjjR//T3Xu3NUx7vjx45o5c0aefX/9GRg+fFSeplCFChU0d+7HmjdvjuLj47R+/TpJUqVKlXXvvUM0dOiDCg4OdvLRAQDgoQw0hAAAAAAAhbdo0SL5+/srKirqD8dGRUVp7ty5+vLLL2kKOUGRNoXO7ppQlNMVCy1atFRCwnbTMVwqOuRB0xGK3PW+j3/mfQ8ODtbjj4/X44+Pv954AAAAAAAAAOC2tm3bpltvvVWlS5f+w7H+/v669dZbtW3bNhck8zw84AQAAAAAAAAAADhNcnKyatasWejxNWrUUHJyshMTeS6aQgAAAAAAAAAAwGnsdrtstsI/48nLy0u5uTycyRloCgEAAAAAAAAAAKcJDg7WkSNHCj3+559/Vrly5ZyYyHPRFAIAAAAAAAAAAE7TvHlzxcfHKy0t7Q/HpqWlKT4+XjfddJMLknkemkIAAAAAAAAAAMBpIiMjdfHiRb3wwgt/OHbSpElKT09XZGSkC5J5HppCAAAAAAAAAADAaSIiIhQeHq5ly5ZpyJAhio+PV1ZWlmN7VlaW4uPjNXToUC1dulS33HKLIiIiDCZ2Xz6mAwAAAAAAAAAA/h979x5mZVnvj/+zZgZBxQOKeEB3VqQoGrk9oSmplJqIgGxP7Wy7tTIttuKhrL2/OzMiLbNv2s6+epUbKxO3ycFTmph5SkE3itnB8wkU0+E0MszMWuv5/eHPSQKUQda6mblfr+viuoY1z9zv+36edZp5r2ct6LlKpVJcdtllccopp8RDDz0Up5xySjQ2Nsbmm28epVIpFi5cGJVKJYqiiMGDB8ell16aeso9ljOFAAAAAACAmurfv39MmTIlzjjjjNh2222jXC7Ha6+9Fn/961+jXC7HtttuG2eeeWZce+21seWWW6aebo/lTCEAAAAAAKDm+vTpE6eddlqcdtpp8corr8Srr74aEREDBgyIbbbZJvHs8qAUAgAAAAAA6mqbbbZRBCXg7eMAAAAAAAAy4EwhAAAAAABgvfDVr341mpqaYuTIkTFs2LDU0+lxlEIAAAAAAMB6YerUqRERcf3118fuu+8eX/jCF+KQQw5JPKueY52WQvccve26HG6dOPCGl9f6Z//9378SM2f+Jq688qrYffehq93uK185O373u9/G5MnXxM47D17rvPXFaT9a+31WK5ef/t6uWw8//FB88YufX+Gyxsam6N+/f3zoQzvF8cd/Kvbaa5/O7916681x2223xDPPPBOLFy+K3r17x3bbDYwjjhgVo0ePjd69e68y58EHfx8zZkyLxx9/LJqbm6NUaoittuofu+wyJA4++ONx0EEHR0ODd20EAAAAAFiVb3/721GtVuOJJ56IWbNmxfjx4+Pxxx9PPa0ew5lC7+Coo8bGzJm/iRkzpq+2FGpubo777rsndt55cI8ohHq6Qw75eBx44MciIqKjoyNeeOH5mDFjWtx33z1x0UXfi+HDD4qIiL/85c+x8cZ94+ij/yn69dsi2traYs6ch+OSS74Td9/927j00stXKHfa29vjggv+M+644/bYfvvt4+MfPyy23377iCjFyy/Pj9mzH4yvfe3cOOWUz8XnPndagpVD9zV90CU1Tji/xuMDNbfBBhEd5frnNpTqnxkRkeoFJsnWK7cn55aqaXKLVOtNkhpRNBRJckuJVpzdeiPRepsSrLecZq1pUhPeZyTKLaV6DW01US51UVQT3Uemek7XQ4wdO3aF/7e0tCSaSc+kFHoH++yzb2y77XYxc+btMWHCObHRRhuttM0tt9wY5XI5jjpq7CpGYH0zaNBO8clPjlzhsqFDPxLnnjshbrppRmcpdOaZZ6/0s8cee3xcdNGkmDr1+nj00Tmxxx57dn7v4osvijvuuD2OPfaEOOOMs6KxsXGFnz3ttC/Fo48+Ei+99OK6XxQA5C5FIQQAAEBd9O3bN/UUehTvY/UOSqVSjBo1JpYtWxYzZ96+ym1uvHF69OnTJw477PA6z451pX//rSIiolevXu+67XbbbRcREUuX/q2dfvrpp+LGG6fFbrvtHhMmnLNSIfSWoUM/EiNHjloHMwYAAAAAgK5zptC7OPLIo+InP/l/MWPG9Bg1aswK33vkkTnx/PPPxRFHjIq+fTdJNEO6oq2tNRYtWhgREe3tHfHiiy/E5ZdfFk1NTTFmzNErbd/SsjTK5XK0tLTE3LmPxs9+Njk22WSTGDr0b28neOedd0RRFDF69NgolZwaCgAAAACwOtOmTVvjbceMGfPuG9ElSqF3MWDAgBg2bP+477574tlnn4n3v/8Dnd+78cY3r7xHHeWK2V1MnnxVTJ581QqXbbXVgPjBD/4r9txz75W2P/fcs2LOnIc7/z9kyG5xzjnnxWabbd552TPPPB0RETvttPJnSi1dujQqlb+9pU1DQ2Nsuumm73kdAAAAAADd0XnnnfeuL67E557/AAAgAElEQVQviiJKpZJSqAaUQmtg9Oij47777ombbpoe48dPiIiIN954I+6884543/t2jI98ZI/EM2RNjRw5Kg477IiIiKhUyjF//vz41a+uiy9/+ey4+OLvr/A5QRERZ5wxIZYsWRrNza/HrFkPxvPPPxtLlixeYZu3Puhs4403Xinv1FNP7iyNIiK22WbbmDbt5nW9LAAAAACAbuHb3/72Ki9fsmRJPPbYY3HLLbfEoYceGgcddFB9J5YJpdAa+OhHD4itttoqbrnl5jjttC9FU1Ov+M1vfh2tra1x1FFjU0+PLhg4cIfYZ599V7jsE584LI49dkxMnPiNmDLlhmhq+tvNYvDgXTu/PvzwI+IXv/hZTJgwPn7845/Ehz/85lvIvfVBZ2+88cZKeV/72v+JZctaIyLim9/8z3W+HgAAAACA7mTs2Hf+m/q4cePi85//fJx44ol1mlFeGlJPoDtobGyMI44YFQsXNse9994TEREzZkyLXr16xRFHHJl4drxXm266aey++9CYN++leOmlF99x25Ejj4xqtRrTpt3QedkHPvDBiIj4y1/+vNL2u+324dhnn31jn332jd69e6/biQMAAAAA9DD77bdfHHjggXHppZemnkqPpBRaQ0cdNSZKpVLMmDEtnnrqyfjjHx+P4cMPin79+qWeGutApVKJiFWf7fN2bW1tERGxdOmSzssOPnjE/3/dmBpFUdRukgAAAAAAGdhxxx3jD3/4Q+pp9EhKoTU0cOD2seeee8eDD/4+fvrTKyPizaKI7u/111+LuXMfid69+8T73/+BKJfLsXjxolVue+2110RExO67f7jzskGDPhQjR46KP/zhsfi///fizoLp7+mLAAAAAADe3dNPPx2lUin1NHoknynUBaNHj42HHpoVd955R2yzzbax9977vvsPsV556qkn4tZbb46IN88OevnleTFjxvRoaWmJL33pjNhoo41i6dKlMWrU4TF8+EHxwQ8Oii237B8LFzbHfffdG3PnPhI77TQ4jjnm+BXGPffcr8ayZctiypRfxn333RMHHTQitt9+h4go4tVXX41777075s17Kf7xH/dKsGoAAAAAgPVbtVqNl19+Oa677rq4++67Y/jw4amn1CMphbrgoIMOic033zwWLVoUo0aNjoYGJ1p1N3feeUfceecdERFRKpWib9++sfPOg+Pss78cBx10SERE9OnTJ4455riYM2dOPPTQrFi6tCX69OkTO+64Y4wff2aMG3ds9OnTZ4Vxe/fuHZMmfSfuv//euPnmG+M3v7ktFi5sjlKpFP37bxW77jokTj75czF8+EH1XjIAAAAAwHpj8ODB73gWUFEUsfnmm8eXv/zlOs4qH+u0FDrwhpfX5XDrnV69esWvf31n6mnU3OWnb5t6CuvcnnvuFQ888L9rtG2vXr1i/PgJa5Wz//4HxP77H7BWPwsAAAAA0NPtvffeq7y8oaEhNttss9h9991j3LhxscUWW9R5ZnlwphAAAAAAAFAXP/vZz1JPIWve/wwAAAAAACADSiEAAAAAAIAMePs4AAAAAACgblpbW+P666+PP/3pT7FgwYLo6OhYaZtSqRSTJ09OMLueTSkEJHPyaxNrNvaTgz5fs7EjltRwbP7e6KfOqun4xdu+Ll/7o5pmrU71rwvT5C5cliS3sqScJrclSWyUW9OcmN2xPE1uua0xTW65/uutJMiMiCiXE+3jSpr1VqqlJLnlapr9XKn2SpMbifZzkSY31XpT5VaTpEZUSqnWmya3ePdNaqKcaD+nWG+q63Kih6Lsrsvp9nNecju+qSS7v0qUe2oXt//zn/8cp5xySjQ3N0dRrP5aWUr0GNfTKYUAAOjWUhRCAAAArJ1JkyZFc3NzjB8/PsaMGRNbb711NDameVFWjpRCAAAAAABAXTz66KNx6KGHxumnn556KlnyskoAAAAAAKAuNtpoo9huu+1STyNbSiEAAAAAAKAuhg0bFnPnzk09jWwphQAAAAAAgLo466yz4umnn44rrrgiiqJIPZ3s+EwhAAAAAACgLnbYYYe45ppr4oQTTojrrrsudtlll+jbt+9K25VKpZg0aVKCGfZsSiEAAAAAAKAuXnnllTj99NNj8eLFsXjx4njppZdWuZ1SqDaUQgAAAAAAQF1MmjQpnnvuuRg3blyMHTs2BgwYEI2NjamnlY11Wgq9PuGUdTncOrHl93+yzsbq6OiIUaMOi0WLFsXnP39anHzy51baZsyYkfHKKy/HAw/87yrHuPLKH8dPfnJF/Md/nB9HHnnUOpvbuvTkaS+nnsJKPnT5tu/p5x9++KH44hc/v8JljY1N0b9///jQh3aK44//VOy11z6d37v11pvjtttuiWeeeSYWL14UvXv3ju22GxhHHDEqRo8eG7179+7cdv78+XH00UfGHnvsGZdffuUq80877XMxZ87DccMNN8V22233ntYCAAAAANBdPfDAA3HAAQfEt771rdRTyZIzhbrgrrvujEWLFsX22+8QM2ZMi5NOOiUaGhpST4suOOSQj8eBB34sIt4s+V544fmYMWNa3HffPXHRRd+L4cMPioiIv/zlz7Hxxn3j6KP/Kfr12yLa2tpizpyH45JLvhN33/3buPTSyx17AAAAAIAuqlarsdNOO6WeRraUQl0wffrUeN/7dozTTx8fX/nK2TF79oOx7777pZ4WXTBo0E7xyU+OXOGyoUM/EueeOyFuumlGZyl05plnr/Szxx57fFx00aSYOvX6ePTRObHHHnvWY8oAAAAAAD3G0KFD48knn0w9jWw51WENzZ8/Lx5+eHaMHHlUfPSjB0S/flvEjBnTUk+LdaB//60iIqJXr17vuu1bb/22dGlLTecEAAAAANATTZgwIWbNmhU333xz6qlkyZlCa2j69KnR0NAQn/zkyGhq6hWHH35EXH/9lFi4cGH069cv9fRYQ21trbFo0cKIiGhv74gXX3whLr/8smhqaooxY45eafuWlqVRLpejpaUl5s59NH72s8mxySabxNChQ+s9dQAAAACAbu+uu+6KYcOGxTnnnBPXXnttDBkyJPr27bvSdqVSKb74xS8mmGHPphRaA5VKJW655cbYd9/9Yqut3jyr5Mgjj4pf/vLnccstN8U///OJiWfImpo8+aqYPPmqFS7baqsB8YMf/FfsuefeK21/7rlnxZw5D3f+f8iQ3eKcc86LzTbbvOZzBQAAAADoaX74wx92fj179uyYPXv2KrdTCtWGUmgN3HffvfHXv/41Jkw4t/OyD35wUOy665C48cZpSqFuZOTIUXHYYUdERESlUo758+fHr351XXz5y2fHxRd/f6XPCTrjjAmxZMnSaG5+PWbNejCef/7ZWLJkcYqpAwAAAAB0e1dffXXqKWRNKbQGpk+/ITbccMMYNOhDMX/+/M7L99tv//jJT66MRx6ZEx/5yB5dGrNUKq3rabIGBg7cIfbZZ98VLvvEJw6LY48dExMnfiOmTLkhmpr+drMYPHjXzq8PP/yI+MUvfhYTJoyPH//4J/HhD3f9LeQcdgAAAAAgZ/vss0/qKWRNKfQuXn311XjggfujUqnEsceOXeU2M2ZM6yyFevfuHRERy5e3Rp8+G6607fLlrStsR3qbbrpp7L770Ljnnt/FSy+9GDvu+P7Vbjty5JFx2WXfj2nTbugshd46lm1ty1f7c3877n3W4cwhD9MHXVLjhPNrPD6kkeqFCKWGou6ZvTaoRKWjoe65lbonvqlUqv8+TpkbkebKnOq1PMmOb6LDW/9b7puKZEc4r9tRkWy5aYKrifZzQ6IdXU3wZCPVfUa6m25u1+UkscmuV9VED0XVNLHJjm8yiY5vsvtJuhWl0Lu46aYZUalU4pxzzuv8PKG3mzr1V3Hnnb+Js846J/r23SQGDtw+nn/+uXjuuWdXOMvkLc8992xERAwcuH3N586aq1Te/LPOG2+88Y7btbW1RUTE0qVLOi/bfPPNY6ONNo4XX3whKpVKNDY2rvAz5XI5Xnzxhdh4476x+eY+iwgA1rUUhRAAAAB0R36DfgdFUcRNN02P7bYbGP/0T8fGxz528Er/xo4dF8uXL4/bbvt1REQcdNAhERHxy1/+IqrVFbv3p556MmbNejC23Xa72Gmnneu+Hlbt9ddfi7lzH4nevfvE+9//gSiXy7F48aJVbnvttddERMTuu3+487LGxsYYPvxjsXTp0rjxxmkr/cyNN06LlpaWGD78Y9HQ4CYHAAAAALA6I0aMiMMOOywuvfTSWLRo1X+nZe05U+gdzJr1YMyfPy/++Z8/s9pthg3bPzbaaOOYMWNqjBt3TBxxxJHxm9/cFrfddmvMnz8/DjxwePTtu0k899yzMWPG1CiVSnHeef+x0tkk1MdTTz0Rt956c0S8eXbQyy/PixkzpkdLS0t86UtnxEYbbRRLly6NUaMOj+HDD4oPfnBQbLll/1i4sDnuu+/emDv3kdhpp8FxzDHHrzDu6af/W/zv/z4cF174rXjoodmdpdFjj82NO+64PQYM2DpOO2183dcLAAAAANCdzJs3LyIifvSjH8VVV10Vxx13XJx33nmJZ9VzKIXewYwZUyMi4pBDPr7abXr37h0HHHBg3H77r+Mvf/lz7Lzz4Pj+9y+N//mfKXH77b+O//7vn0RbW3tsscUWMXz4wXHiif8SH/rQTvVaAn/nzjvviDvvvCMiIkqlUvTt2zd23nlwnH32lzvP8urTp08cc8xxMWfOnHjooVmxdGlL9OnTJ3bccccYP/7MGDfu2OjTZ8XPBhowYED893//Iq6++qq4//574+6774qIiG222TZOOOHTceKJJ8UWW2xR17UCAAAAAHQ3M2fOjGq1Gk888UTMmjUrZs2alXpKPUqpKNb8EwmfeeaZaG8vx9ZbD6zlnCBrCxbMiw02aIoPfOADqacSERFn33V2zcae+GK/mo395LDP12zsSdctefeN1tLEJ/+jZmM3L59Ys7H3ve/nNRt7+qBLajZ2RMRRv/3b8XzjW6s/M7SWqn9dmCZ34bIkuZUl5TS5LUlio9ya5q1Dy22Jctvrn5vqM4U6OtKc+V2pJDq2meVWqolyizSfSpxdbqJ3Uk/14d6VRJ92nSo33Ye3p9rPaVRL9V9vqs+pT3Xbze26nOr4ppLu+Kbh+PZsp7xUu78Lse75gBMAAAAAAIAMKIUAAAAAAAAy4DOFAAAAAACAumltbY3rr78+/vSnP8WCBQuio6NjpW1KpVJMnjw5wex6NqUQAAAAAABQF3/+85/jlFNOiebm5iiK1X/iVCnB59flQCkEAAAAAADUxaRJk6K5uTnGjx8fY8aMia233joaGxtTTysbSiEAAAAAAKAuHn300Tj00EPj9NNPTz2VLDWkngAAAAAAAJCHjTbaKLbbbrvU08hWl0qhUqkURVGt1VyAiKhWq94vEwAAAADokYYNGxZz585NPY1sdakU6t27d1QqlSiXO2o1H8hapVKJarUSvXr1Sj0VAAAAAIB17qyzzoqnn346rrjiiiiKIvV0stOlzxTadNNNY9GiRbFw4WvRr1//aGryh2tYV4qiiCVLFkapVIpNN9009XQAAAAAANa5HXbYIa655po44YQT4rrrrotddtkl+vbtu9J2pVIpJk2alGCGPVuXSqGNN944ttxyy3j99ddjwYJ50djYGKWSjyWCdaFarURRFLHxxhvFJptskno6AAAAAADr3CuvvBKnn356LF68OBYvXhwvvfTSKrdTCtVGl0qhUqkUAwYMiI033jiWLFkSbW1tTu+CdaRU6hV9+/aNfv36+UwhAAAAAKBHmjRpUjz33HMxbty4GDt2bAwYMCAaGxtTTysbXSqFIt4shvr27bvK07kA1hdbl1+s4eib1XBs/t7op86q6fhvf2lD0/Gn1zRrtXN4vZbX13fIXfJ6ktx4Y0ma3GVvpMld3poktmhrS5IbqXLb2+seWbSX654ZEREdiT7fsyPNeotyJUluuvVWk+RGov1cVFKtN01uUU30ospymlzrrZNEN6MiwX4uEq012T623h4t1Xpz289RpHnhdXb7uYseeOCBOOCAA+Jb3/pW6qlkyXu/AQDQvSUohAAAAFg71Wo1dtppp9TTyJZSCAAAAAAAqIuhQ4fGk08+mXoa2VIKAQAAAAAAdTFhwoSYNWtW3HzzzamnkqUuf6YQAAAAAADA2rjrrrti2LBhcc4558S1114bQ4YMib59+660XalUii9+8YsJZtizKYUAAAAAAIC6+OEPf9j59ezZs2P27Nmr3E4pVBtKIQAAAAAAoC6uvvrq1FPImlIIAAAAAACoi3322Sf1FLLWkHoCAAAAAAAA1J5SCAAAAAAAIAPePg4AAAAAAFgvjBgxIpqammLkyJHxmc98JjbffPPUU+pRnCkEAAAAAACsF+bNmxfPP/98/OhHP4qDDz44LrzwwtRT6lGcKQQAAAAAAKwXZs6cGdVqNZ544omYNWtWzJo1K/WUehSlEAAAAAAAsF4YOHBgRETssMMOMWLEiMSz6Xm8fRwAAAAAAEAGnCkEAAAAAADUxFe/+tW1+rlSqRSTJk1ax7NBKQQAAAAAANTE1KlT1+rnlEK1oRQCYL02fdAlNU44v8bjAzW3wQYRHeX65zaU6p8ZEdGQ6B2gk61Xbk/OLVXT5Bap1pskNaJoKJLklhKtOLv1RqL1NiVYbznNWtOkJrzPSJRbSvUhF9VEudRFUU10H5nqOd16aubMmamnwNsohQAA6N5SFEIAAACskYEDB6aeAm+TqoMHAAAAAACgjpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZKAp9QSAfLX85emajb31iXvWbOyTjzu+ZmPHxNoNfcnE22o3+MG1G3r0U2fVbvCIKN72dfXh22uatdo5LHglTe7rC5PkVhe1JMktli5PklttKSfJrSyrJsmtptnNUWkr1T2z3Jbm9VWVjrxyy+VE602UW1Trf12OiKhUG5PkFkWa3FSqRZrjWyTLTRIblWqa22+q41vJ6HpViTRrraa6Lid6LXeaZ5EJj2+S1Igi0XrLpUT3GUlS0x3faqL9XEmSGnFcolzWjjOFAADo1lIUQgAAANAdKYUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA0ohAAAAAACADCiFAAAAAAAAMqAUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA02pJwAA72T6oEtqnHD+374sihpnrUa1mig30Xrp0YoEV+eGXkVU2ur/WqeiWqp7ZtLcIq/cVKrJ9nOS2GRS7efc5LafM7sZRaJnsElUI7frcl7rTSXRUzp6OGeAsCZcTwAA6NZSFEIAAADQHfkNGgAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA0ohAAAAAACADCiFAAAAAAAAMqAUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADLQlHoCwPrtkt9dUrOxRxzdXrOxj6jZyNTb6KfOqun4xdu/Xthc06zVzmHh4iS51UUtaXIXtybJrSwpp8lNs5uj3JrmtT/ltkS57fXPrXQkWmu5MVFuovVW0uRWq6UkuZVqmvVWirzWW02SGlFEmv1cLd59m1qoJHodam7HN80znDTrTXTXHNVSovvIJKnp1pvorirZfUay63Oi+6pUxzeVdMcX3p0zhQAA6NZSFEIAAADQHfkNGgAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA0ohAAAAAACADCiFAAAAAAAAMqAUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMhAU+oJAMA7mT7okhonnF/j8ddAg9do9GSlRIe31FCkCU6gaYNqlNvdjqA7KpUS3VcVpTS5mSlFqseivI5vqkfASqLcnKQ6ttVEuQDUh9+eAQDo1hRCAAAAsGb8Bg0AAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZKBVFUaSeBLD+Kn2jVLOxH/3UgpqNXUuTrltSs7EnPvkfNRu7efnEmo29730/r9nYtVa8eH7n1+0vPZZkDtXXX0ySWyx+NUluLF2UJre1JU3usjeSxBbLlyfJjba2RLntdY8sOjrqnhkRSdYaEREd5SSxRbmSJDfZetvT5Ea5miS2qCTKTbTeKKf59TvZehPFFsn2c6LcRPs5xfEtEt1FptrHueVGUbu/P6yP0h1f+7knKxLdjgb+/s4kuawdZwoBANC9pSpJAAAAoJtRCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGmlJPAKAWti6/WMPRN6vh2KRUvv6HSXKrC15Lk9vckiZ3UXuS3PKSapLcSmspSW5Ha5rX/pTbGtPkttd/vR0didZaTpRbSXSdSpRbKdL8qtRR3SBJbqVIc19VSfQ6xUqkWW85SWpEpZTq+KbJTfOIn24/p1pvOcF6i7onvqma5tAmO7b2c8+W7HqV6Pimktv16vTUE6BLnCkEAEC3lqIQAgAAgO7Ib9AAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQgabUEwDytXX5xZqNvaBph5qNHbGkhmOTUtM/fSlJbvX12t0W3kmx+NUkubF0UZLY3q0tSXJj2RtJYovly5PkRltbotz2ukcWHR11z4yIJGuNiIiOcpLYolxJkptsve1pcqNcTRJbVBLlJlpvlIskscnWmyi2SLafE+Um2s8pjm+R6C4y1T7OLTeKUqLgNNIdX/u5Jysyux2xdpwpBABA95aqJAEAAIBuRikEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGWhKPQGAWti6/GINR9+shmOTUvn6HybJrS54LU1uc0ua3EXtSXLLS6pJciutpSS5Ha1pXvtTbmtMk9te//V2dCRaazlRbiXRdSpRbqVI86tSR3WDJLmVIs19VSXR6xQrkWa95SSpEZVSquObJjfNI366/ZxqveUE6y3qnvimappDm+zY2s89W7LrVaLjm0pu16vTU0+ALnGmEAAA3VqKQggAAAC6I79BAwAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABloSj0BIF+b/PXpmo290fBjazb2yccdX7OxY2Lthr5k4m21G/zg2g1dT70+/ZUkudW/Pp8kt1j8aprcloVJcnu/sSRJbixvzSq3aE203o6O+me2tdc/MyKKFGuNiOgoJ8pNs96iXEmSG6lyK2lyi2qRJDfZfk613kS5RZHq+FaTxCa7Pqc6vuUEucn2cZrYdNepNLGp1lskeoqTaj+nUqRab7Lrc165dC/OFAIAoHtLVZIAAABAN6MUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA0ohAAAAAACADCiFAAAAAAAAMqAUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAw0pZ4AALyT6YMuqXHC+TUefw2UvEajLuzn+mhIsJ97945oa6t/LtB9pbivioiIaqLYIk1uKg2lNLm57WfoIVL9mpDsHiPRQxGw/vDXEQAAujeFEAAAAKwRpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkoCn1BIB8/euMfWs29rE+MYsAACAASURBVJThNRuaOhv91Fk1Hb9429cdv7y4plmrU52/IE3ua0uT5JZfa0uS27EoSWy0t6R5utXemia3LVHu8vb65y4vp1lrazXRPk70erJlDb2S5L7RsEGS3GWJXrbXkiq3VLz7RrXIjUqS3NaoJsltKcpJclsjTe6yROttq6bJXZ5svR11z1yeIDMioj3RsS0Xae6r2hPt53I1zXpT5VaqaR4TOlKtt0iz3mqq3ETHN80zq0j0iM/acqYQAADdWopCCAAAALojpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkoCn1BADgnUwfdEmNE87/25fVao2zVqNaJIktymnWW5STxEZRKSXJrSbKLZfTvPanXKl/blNjNVrbe9U9t72aZh93RJrrVFspt9wkselyI81jUUei3HKy9aZ57K0kWm+lSPQcJ1FubkoJ7p8bS2kee3s1NCbJTXSXkewl5A2JnuOUUuWWKoly06y3UiR6DEz0e36llCa3mmg/0704UwgAgG4tRSEEAAAA3ZFSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA0ohAAAAAACADCiFAAAAAAAAMqAUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADLQlHoCQL7+88l/reHod9ZwbOpp9FNn1XT84m1f9zp+Qk2zVqe64LkkuY3N85LkbrCkOUluLF2cJLZ4oyVJbrSkyS2WtSbJjda2JLHVN5bXPbNoba97ZkREtaUjUW4lSW450U23Y1ljkty2ljS/GrYtT5PburxXktw3OhLlFr2T5C4rbZgkt7UhzetflyV62e3yRLmtiXLbVngGXx/LS/XPjIjoSLDWiDT7OCKiI6pJcivJ1psmN9l6i7yObzWz40v34kwhAAC6t4wKIQDIWaqyAgB6EqUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkIGm1BMAgHcyfdAlNU44v/OrolKucdaqFdWOJLmRaL3JcsuJ9nNHqtxE+7k9QW5jYxTLWuufm2KtEVEsT5VbTZJbbU8SG5W2NK+fK6fKLafJ7ehoTJLbXkmT21Gk2c+VKCXJrZbS5BZJUtNJs5cjGhPs6KZE16leqa5UqQ5uIg2JXrvekeheoyFRbkekeU7XUEr0HKdIs58rmV2v6F6cKQQAQLeWpBACAACAbkgpBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABlQCgEAAAAAAGRAKQQAAAAAAJABpRAAAAAAAEAGlEIAAAAAAAAZUAoBAAAAAABkQCkEAAAAAACQAaUQAAAAAABABpRCAAAAAAAAGVAKAQAAAAAAZEApBAAAAAAAkAGlEAAAAAAAQAaUQgAAAAAAABkoFUVRpJ4EAAAAAAAAteVMIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUAAAAAAAAyoBQCAAAAAADIgFIIAAAAAAAgA0ohAAAAAACADCiFAAAAAAAAMqAUAgAAAAAAyIBSCAAAAAAAIANKIQAAAAAAgAwohQAAAAAAADKgFAIAAAAAAMiAUggAAAAAACADSiEAAAAAAIAMKIUA1qHZs2dHc3Pzar/f3Nwcs2fP7vK4ixYtesd/ixcvjra2tvcy9W7ptddei2984xvxiU98Iv7xH/8xZs2aFRFv7ufzzz8/Hn/88cQzBAAAAID1R1PqCQC8m9bW1pg3b14sWrQoiqJY6ft77713glmt2mc+85n4zne+E6NGjVrl9x944IE4++yz409/+lOXxh02bFiUSqV33a5fv35x4IEHxpe+9KXYYYcdVrnN7bff3qXstxx66KFr9XO18sorr8Sxxx4bS5Ysid122y1eeumlqFQqERGxxRZbxIMPPhilUimGDBmSeKYA5GbevHnR3NwcW221VWyzzTapp1NTOa0VAAB6AqUQ0CXTpk1bq58bM2ZMl3+mtbU1LrzwwrjhhhuiXC6v9P2iKKJUKnW5YKmlVZVWb1epVKKhoesnaf7rv/5rzJo1Kx5//PHYY4894oMf/GBERDz11FPxyCOPxG677Ra77rprPPvsszF9+vS46667YsqUKbHjjjuuNNa//du/RalUete5RkTndu91P48YMSK+9rWvxYgRI1b5/d/+9rcxceLEmDlz5hqP+YMf/CDa29tjxowZ0bdv39h///1X+P7BBx8cd99991rPeU0tWbIkWltbY8MNN4xNN9205nlv197eHo888kg0NzdH//79Y+jQodGrV6+6zqGeUqzX8a0Px7bnHtuI+q33wQcfjGnTpsVjjz0Wr7zySixfvjz69OkT22yzTXz4wx+O0aNHx7777rvO8n73u9/FLrvsEgMGDOi87KGHHorzzz8/nn766c7Ldtlll7jgggtit912W2fZq7JgwYK4//77O/fzRz/60ejfv/86GXt9W2tquRVhOa03p7VG1H+9HnvrJ7f1Rrj99nQ5rTentZKOUgjokvPOO2+NC4W3lEqltSqFLrjggpg6dWqMGDEi9t5779hss826PMbqfPWrX33XbUqlUkyaNKnLY7/TGT1z5syJfv36dXnMYcOGxZQpU+LnP/957LXXXit8b/bs2XHqqafGGWecEQceeGDMnj07Tj755Piv//qv+O53v7vSWD/+8Y+7nP9ezZs3L5YtW7ba77e2tsb8+fO7NOY999wTn/rUp+If/uEfYuHChSt9f+DAgbFgwYIuz/XdFEURU6dOjWnTpsUf/vCHaG1t7fzehhtuGLvvvnuMHj06xo4du0Znd62JX/ziF3HAAQfE+973vs7Lbr755vjmN78Zixcv7rxsyy23jG9+85tx8MEHr5Pc1Zk7d27cfffdnb9kHnLIITF48OB1Nn7K9eZ+fB3bnntsI3ru8a1UKvG1r30tZsyYEUVRxLbbbhuDBg2K3r17R1tbWyxYsCBuuOGGmDp1ahx55JFx4YUXRmNj43vO/cIXvrDC2cF//OMf4+STT45qtRqHHnpoDBw4MJ577rn43e9+FyeddFJMnTp1tWfxdsVbmbvsskvnZVdeeWVceumlUS6XO5+j9enTJ77yla/ECSec8J4zU6317ZR+tSv9ItKu17HtucfWY2/Pfex9i9tvz739RuR9fHv6sY2IeOGFF2LGjBmrPb4jR45c5QuN6RlKRVf+sgtk763PbOmqffbZp8s/s/fee8fHP/7x+Pa3v71Wme9kTZ6Ir+nZMZMnT46rr746It4sP7bYYovYcMMNV9puyZIl0dLSEuPGjYuJEyd2ab7HHXdc7LXXXnHuueeu8vsXXXRRPPzww3HddddFRMTXv/71mDlzZtx7771dyqmVwYMHx3e/+93Vvq3e1VdfHd///vdjzpw5azzmbrvtFl//+tfjmGOOiYULF8Z+++0XV111Vey3334R8eYvSN/5znfi0UcfXSdriIhYvnx5nHrqqfHggw/GhhtuGEOGDImtt956hT88Pv7447F8+fLYa6+94oorrljldaGrdtlllxX+GPf73/8+Tj755Nh0001j3LhxnX+M+9WvfhXt7e3xP//zPyv8sXBtnXHGGfGZz3wm9txzz87Lzj///JgyZcoKxXCpVIrPfvazcfbZZ7/nzIh0683p+Dq2PffYRuR3fK+88sr43ve+F//yL/8SJ598cmy99dYrbbNgwYL46U9/GpMnT46zzz47Pve5z73n3L9/bDv11FNj9uzZcc0116zwPOOhhx6Kk046KY4++ui44IIL1nnurbfeGhMmTIgddtghTjrppNh+++3j2WefjZ/+9Kfx2muvxeTJk9/zW+2mWmvEqku/v7/9vvzyy1EqldZp6ff31+c//vGPcfzxx0e1Wo0RI0asUIRtuOGG3br0i0izXse25x7bCI+9ET37sdftt2fffnM6vrkd27dceumlccUVV0S5XI7GxsbYYostOo9vc3NzVCqVaGpqis9+9rNx5plnrrNc1iMFwHpqzz33LKZMmVK3vHK5XDz77LPFv//7vxfHHXdcsXTp0jX6uRtuuKH49Kc/XXz6058uBg8eXHzyk5/s/P9b/0488cTi1FNPLS6//PJi2bJlXZ7b0KFDi2uuuWa137/mmmuKoUOHrvD/IUOGdDlnXZo1a1Zx2WWXFZdddlmx8847F+PHj+/8/9v/TZw4sdh///2LE044oUvjH3zwwcV3v/vdoiiKorm5udh5552L+++/v/P75513XnH44Yev0zVdfPHFxa677lpMnjy5aGtrW+U2bW1txeTJk4tdd921uPji/6+9+w6L4nr/h/8eNBQFDSqiIBpbdrEAKmoU/ShixYIooLGAktghGo29RGNNjGgUxV5QUcAGfjExgiHGKFgSEzV2AyJICSBSpZ3fHzzsI7LoLju7s+zcr+viumTmcM65vRlmds7MOd/z0q5EImHh4eGy7ydMmMB69OjBUlJSKpR7+vQps7OzY/PmzVNLu0FBQUwikbCxY8ey6Oho9ujRI3bhwgXm4uLCpFIpu3Dhglra1VS8Ysov5bYyXcmtvHZ1Pb+DBg1iixYtUqjswoUL2aBBg3hp9814S0tLmY2NDfPz85NbdsmSJaxfv368t8sYY6NGjWL9+vVjubm5Fcqlp6ez7t27s5kzZ/LapiZjZYyx3bt3M4lEwtatW8eSk5PllklOTmbr1q1jEomE7d69m5d23/5/njp1KuvUqRO7d+9ehXLXr19n7du3Z8uXL1dLu+fOnWMSiYT179+fHTlyhEVHR7MDBw6w3r17M2tra3bt2jW1tKuJeCm3uptbxujcq+vnXjp+dfv4FVN+xZZbxhgLCQlhEomE+fj4sBs3brCioqIK+4uKitj169fZrFmzmFQqZSEhIby1TbQHTR9HCNFa9vb2ePDggcbaq1WrFj766COsWbMGn3/+Ofz8/LBixYr3/pyrqytcXV0BlD1JO2PGjCrfiKmuOnXq4M8//6zyqZQ//vgDderUkX2fl5eHunXrKtVGTk4O7t27h6ysLJSWllbaP3DgQKXqi42Nhb+/P4CyJ+J+/vln/Pzzz3LLtmjRQqEp/d70v//9DydOnMDEiROhr69fYd+ff/6Js2fPYtKkSUrV+T4REREYP348PD09qyyjr68PT09PPHv2DBEREbw9BViutLQUf/75J3x9fSu8ag4ALVu2xOjRo3HhwgVe2yx35MgRSCQSHD16VLY2Vps2beDg4IChQ4fi2LFj6N+/P69tajJeMeeXcqu7uQV0P7+JiYn4/PPPFSprb2+Pc+fO8dLum3Jzc/H69Wt07NhR7v4OHTogPDyc93aLi4tx7949LFiwoMJ1AAA0aNAAo0ePrvZ6kFXRdKwnT56Eq6vrO68TzM3NsXjxYmRlZeHkyZO8vAn2JsYYYmJiMGnSpEpvm9vb28PFxQW///47r22W27t3LywtLREWFibLcZ8+fTBixAg4Ozvj4MGDKr8J9jZNxUu51d3cAnTu1fVzLx2/un38ijm/up5boOzvU79+/bBt2za5+2vXrg17e3vY29tj+vTpOHLkCNzd3Xlrn2gH5Vc7J4QQDfnqq69w7tw5nD9/XuNt9+3bt1rt3r9/n/cBIQBwcnLC2bNnERAQUGEu7vz8fOzYsQP/93//V+FDxa1bt5Sa+9XPzw8ODg7w9PSEr68vZs+eXelLWV5eXoiKikJkZCQYY1iyZAmioqIqfF28eBExMTE4f/58lTeXqjJz5kzUrl0brq6u8PPzA8dxOHPmDL788ktMnDgRZmZmCt8kVFRaWho+/vhjhcpKpVKkpaXx2j5QNuBXXFyMtm3byt3ftm1bpKen895uUVERnjx5gjFjxsg+2JYzMjKCi4sL7ty5w3u7moxXrPml3FakS7kFxJHfDz/8EA8fPlSo7P3793ldo7B8DYy6devC0NAQhYWFcssVFRVVeoCBD69fv0ZpaWmV5/yPPvqowpoSqhAq1sTExArTMb2Lvb290msUKkKRgbDU1FTe2y0f9Js4cWKVg363bt3ivV1NxUu51d3cAnTu1fVzLx2/un38ijW/YsgtAMTFxSm8vpiTkxPi4uJ4a5toD3pTiBCitdq0aYO1a9fCx8cHZmZmsLKyqnRRzXEcDh06xHvb+fn5yM7O5r3e6vrqq69w+/Zt/PDDD9ixYwfMzc3BcRySk5NRVFQEiUQie7KuoKAAHMfBw8NDobqPHj2K3bt3w8nJCb1798bKlSvh4+MDQ0NDHD16FGZmZpgxY4bSfTYxMYGJiQkAYP369ejatSssLS2VrqcqjRs3xvHjx7Fy5UqcOHECjDGEhYUBAHr27InVq1fjww8/5K09ADAzM8PNmzfh5ub23rI3btyAmZkZb22X34wzNjaGsbExcnNz5ZbLy8vjZT72txUVFQFAlTm0sLCosk/VIUS8Ys0v5bYiXcotII789uvXD0FBQbC0tMSnn34qd0CisLAQQUFBOH78OEaPHs1LuwCwbt06bN68GUDZjYQHDx7A2dm5Urlnz57xujjxy5cvkZSUBMYYjI2N8fLlyyrLKfvmcFWEipUG/TQz6AdoPl7Kre7mFqBzL6Db5146fnX7+BVrfsWQW6BsJprExESFyj5//rzSABnRDTQoRAjRWpcuXcLs2bNRWlqK3NxctTx9Is/t27cRGBio8JNtbzt37hwOHz6MuLg4uTdpOI7DP//8o1Sd9evXR0hICIKCghAZGYmEhAQAgK2tLfr3749x48bJLhIMDQ2xdetWhesODQ1F165dsX37dmRmZmLlypXo0qULevToAXd3dwwfPlzp//vyqWpcXFzAcRw4jsONGzdw48aNd/7cyJEjlWqnWbNm2Lt3LzIyMvD06VMwxtCiRYtK0yXwxdnZGfv27YOJiQkmT56Mpk2bVirz4sUL7N+/H2FhYfjss894a3v+/PmYP3++7Pvbt2/LfSstLi6O1/ifPn2K69evAyj7oFnVU5zp6emyQUA+CBGv2PJLua1Il3ILiCu/X375JW7cuIENGzZgy5YtsLa2RpMmTaCvr4/CwkIkJyfj3r17KCgowEcffcTbYrlvTx1iYWEh9ynO0tJSREdHK/1G7LusW7cO69atA1A25cgff/wh9xz69OlTNGnSROX2hIyVBv00M+gHaD5eyq3u5hagc6+un3vp+NXt41ds+RVTboGyh2gPHTqEDh06vHMay8jISAQGBqJfv368tU20Bw0KEUK01qZNm2BmZoYdO3ZUmldVVU5OTnK3Z2VlITc3F7Vr18a3336rdL0HDx7Et99+i/r168POzg6mpqaqdlVGX18fkyZN4n2dnLi4ONkNsvInVUpKSgCUDUa5ubnh+PHjGD9+vMJ1Llq0CBzHwdnZGfr6+rLvGWNV/gzHcUoPCpVr0KABGjRoUK2fVYaPjw/++usvBAYG4vDhw2jcuHGlG4+pqalgjMHe3h6zZs3ipd3yNaveZGBgUGlbYWEhoqKi4ODgwEu7ALBz507s3LkTQNmNx6tXr8p94vPBgwe8vQkmVLxiyy/lVndzC4grvx9++CFCQkKwd+9ehIWF4Y8//qhUxsLCAiNGjMDnn38OY2NjXto9fPiwQuXy8vKwaNEitGzZkpd2fXx8Km2Td3MxJycHUVFRGDRokMptChUrQIN+mhj0A4SJl3Kru7kF6Nyr6+deOn51+/gVW37FlFsAmDdvHmJjY+Hr64tmzZrBzs6uUn5v3bqF58+fo2HDhpg7dy5vbRPtwbF33aEjhBAB2djYYO7cubwPggDAxIkTK23jOA4ffvghWrZsiTFjxsDCwkLpevv37w9TU1MEBgby9mp+fn4+evXqhalTp2LatGm81Pmmzp07Y+HChRgzZgwKCwthY2ODTZs2YejQoQDK3iRas2YN/vrrL4XrvHbtGgCgW7duFb5/n/Lyyrh79y5+/vlnxMfHg+M4NG/eHAMGDECHDh2UrksRpaWlOHXqFMLCwnDnzp0KazwZGRmhQ4cOGDFiBEaPHl1pukN1y8/PR3x8PBo1asTLk0SnT5+utM3Q0BBDhgypsO3ly5cYPnw4hg0bhoULF6rcrqL4jhcQT34pt7qbW0Cc+X1Teno6kpOTkZ+fDyMjIzRp0gQNGzbkvR1tV1JSgry8PBgYGKhl+hxNys3NlQ36yXt7WR2DforKyclBTEwMWrZsidatW6tcn7+/f6VtJiYm8PLyqtRuv379MGjQIKxevVrldhXFd7yUW93NLUDnXl0/99Lxq9vHr1jyK8bcAkBKSgo2bdqEn3/+GQUFBZX2GxoaYsCAAZg7d67cNz1JzUeDQoQQrVU+LZq3t7fQXVFYx44dsWjRIqXeqlGEvb09FixYoPA6QcoYOnQonJycZE9/ODo6wsnJCcuWLQMArFq1ClFRUbh06RLvbauCMYZVq1YhODi40htIHMfB3d0dq1atkr39pC4vX75EQUEBDA0NeV/DiAiP8qu7KLeE1Ew06FdGlwb9ylFuy+hibsvRuVd30fFbRlePX8qv7ua2oKAADx8+rJTfjz/+GIaGhkJ3j6gRTR9HCNFabm5uCA8Ph6enJ2rXVs+fq/z8fCQmJuLly5dypzZ7+5Xe9+F70dBytra2uHv3Lu/1AkCXLl1w6dIl2aDQoEGDcPjwYTDGUFpaipCQkGpP66ZOu3fvxvHjx+Hg4IApU6agTZs2AIBHjx5h7969CA0NhaWlpVrernoTfaDVbZRf3UW5JXx58uQJHjx4gIYNG8Le3h61atWqVCYhIQE3b97UyvOpIlasWAEnJyf873//U/vDFu/TsGFD0d2IkqdWrVq8rkmiDSi3ZXQxt+Xo3Ku76Pgto6vHL+VXd3NraGgIGxsb2NjYCN0VomG1Vq5cuVLoThBCiDxFRUW4du0ajh8/jtq1a+PVq1d48eIFkpKSKnxVZz7m/Px8rFmzBnPnzsXRo0dx+vTpCl+nTp3CmTNn5M7b/y4lJSU4c+YMPDw8eJ0CoXXr1vj+++/RrFkztG3blrd6AcDS0hJGRkawtrZG7dq10alTJ/z11184d+4c7ty5gy5dumD16tW8TYfHl0WLFkEikeDAgQOwsrJCnTp1UKdOHVhZWWH48OGIiYlBbGxspde+a7JLly7JpsqztLSUO1/4gwcPcPz48WpNxactPvvsM+Tk5KBVq1Y69RTW+4ghv5Rb3c0toP35zczMxL59+3D9+nXe/p+/+eYbLFmyBD///DPOnDmDiIgI2NrawtzcvEK5X3/9FYsWLVL6ukIVfMY7Y8YMRERE4MSJE8jJyYGVlZVO3hiR58mTJ4iJiUFGRgaaNm0q9/ouISEBv/zyC+9rYGrSihUroKenhxYtWgg+8KcplFvdRude3UbHr24TQ37FmluiPWj6OEKI1nr75P72iZIxBo7jcO/ePaXrXrx4MU6fPg0nJyd07doV9evXl1tO3sKd73Lt2jX4+fmhoKAAEyZMQLNmzeQ+MazsG0jTp09HXFwc4uPj0aRJE7Ro0aLSq7wcxyEgIECpet8lNTUVtWvXRoMGDXirk082NjaYP3++3PWhACAwMBDff/89/v77bw33DEhLS4Ofnx84jpMtWKmKkpISzJo1C7/++qtsW/369bF27Vo4OTlVKBseHo6FCxdW67ioLr7jlUql4DgOBgYGGDJkCNzd3dG5c2ceesoPMeWXcqsabc4tIL78Pn36FM7OztW+dnhbZGQkfHx80KJFCzg6OiI5ORmRkZGoVasWtmzZAkdHR1lZIfLLZ7xSqRTt2rXDv//+i/z8fNSqVQu9evWCu7s7HB0d5V7raFpmZiaOHj0KjuN4W7D+m2++wbFjx2Tft2jRAhs3bqy02LMQ+eU73vLj19zcHG5ubhg9erTWrCFAuVWNNucWoHOvqrT93EvHr2q0/fgVU37FllugbD2jyMhIAKixb7uTqtGgECFEa8lbrFMeZQdugLJBmf79+2P9+vVK/+y7qGsgq3v37u99eoTjOFy9elWpegHg7t27sLKyQr169eTuz87OxrNnz9C+fXul61anwYMHY/jw4VVekG3fvh1nz57FTz/9pOGe8X/j8eTJk1i6dCm6dOmCwYMHIzk5GSEhIcjNzcWKFSswduxYWdmafuMRKDuOevXqhadPnyIpKQkcx6F169Zwd3eHi4uL4FOPiCm/lFvVaHNuAfHlNycnBxcuXABQvWuHt3l6eiI1NRVnzpyRPahx9+5d+Pj44L///oO/vz/69OkDQJj88hmvVCrFxo0b4ejoiLNnzyI0NBT//PMPOI5Dw4YNMXr0aLi5ucHKyoqPrlcLDfqpRpsH/ii3qtHm3AJ07lWVtp976fhVjdiOX23Or9hyC/AfM9EyjBBCRKhLly4sODiY93pPnTql0Jc2kUqlLDw8vMr9ERERTCqVarBHijl06BD73//+x9LS0irtS0lJYb1792aHDx8WoGeM5efns9jYWBYbG8tLfWPGjGFubm6stLRUtu3FixfM1dWVWVtbV/hdDgsL03i++I5XIpGw8PBwVlpayn799Vfm6+vL2rdvz6RSKevYsSObN28eb21Vh5jyS7lVjTbnljHx5ZdvDg4ObM+ePZW29nGKdAAAIABJREFUp6SksCFDhrCOHTuyy5cvM8aEyS+fynP7pn/++Yd9/fXXzN7enkkkEmZtbc0mT57MfvzxR1ZUVKTxPmZnZ/N6nTVx4kQ2aNAglp+fL9t2584d1rdvX9ahQwcWHR0t2y5EfvmOtzzH2dnZLCgoiLm6ujKJRMKkUilzcHBgfn5+7NmzZ7y0pSzKrWq0ObeM0blXVdp+7qXjVzXafvyKKb9iyy1jjGVkZLCtW7eybdu2CdoPoh40KEQIEaVp06axb775RuhuaAV5N3reFB4ezqytrTXYI8VERESwUaNGMXt7e7Zu3ToWHBzMgoOD2dq1a5m9vT0bPXo0i4iIqPRVE33yySfswIEDlbbn5uaycePGMWtra9nFaU2/8ciY/N/J9PR0tnv3bjZw4EDZxfLAgQPZ3r17WXp6ukA95YeY8ku5LaOLuWVMe/P733//sfnz57Pbt2/zWq+dnR07ceKE3H1paWls0KBBzNbWll29elWj+VVHvO+6VigoKGCnTp1iY8eOleW4Z8+evLUtFDEN+jFWMwb++EK51d3cMkbnXsa049yrLnT86vbxK6b8ii23RPvwtwo6IYTUIF999RXOnTuH8+fPC90VrfCuqenu3r1b5ZpLQpo7dy7u3r2L7OxsHDp0CCtWrMCKFSsQGBiI7Oxs3LlzB/PmzcPcuXNlX/PmzRO629Xy+vVr1K1bt9L2OnXqYM+ePbC1tcWyZctw9uxZAXqnGQ0aNMCUKVNw/vx5BAYGYujQoUhOTsbGjRtl0zPVVGLPrzbkNikpCffv30dhYSGv9WprbtUVrzzakN/c3FyEh4fjxYsXvNZrbm6OuLg4ufsaNWqEQ4cOwdzcHDNmzMCNGzd4bftd1BVvVQwMDODq6opjx47h3Llz8PLyQmlpqUbaVqfc3FyYmppW2t64cWMEBgbCwsICs2bNQkxMjAC90wxra2usXLkSly9fxvr162Fra4srV67gyy+/VOvxGxcXh+DgYOzevRsnT55ESkoKr/VrW27VHa88mshtamoqL/UoS6hzr1DxyqPJc29ubi6KiooqbMvIyMDFixdx4cIFJCcn896ekMevpuOVR9N/mwsLC3H37l1ERkbi7Nmz+OWXX/Ds2TPe2wGEz68mY5VHqPMuEafaQneAEEKE0KZNG6xduxY+Pj4wMzODlZUV9PQqjpNzHIdDhw4pXffr169x4MAB/Pzzz7ILCCsrKwwaNAiTJ0+GgYFBtfqcmpqKI0eO4NatW8jKyqp0w4XjOISHhytUV1BQUIXFGzdt2oRdu3ZVKpeVlYW0tDSMGDGiWn1Wpz179gjdBY2xsLDA48eP5e6rU6cO9u7dC29vbyxevBh9+/bVbOcE0K1bN3Tr1g2vXr1CWFgYTpw4wVvd//77L7Zu3YoHDx7I1smQt6hmZGQk1q9fj6ioKJXbFCq/QsT6PurM7dWrV7Fr1y68evUK/fr1w8yZM/H69WvMnj0bv/32GwCgXr16WL58OYYNG8ZLm0Ieu0LE+z7qyq+3t/c79xcUFAAA/P39cezYMXAch3379qncbocOHRAdHV3lAwfm5uYIDAzEhAkTEBoaqnJ75YSKVxGtWrXCokWLeH0IIz8/HwYGBhWu0zIyMuDv74/o6GhkZmaiUaNGcHJywsyZM6tcI1FZigz6eXp6YsaMGRg+fDgvbQLCxfsu5QN/rq6uePr0KUJCQhAWFqZyvWfPnkVSUhKmTZsGoGztzVWrViEkJASsbFYTcByH2rVrw9fXF1OnTlW5TUC43AoV77uoK7cA0KdPH7Rv3x5jxoyBs7Oz3IEadRDq3CtUvO+jrnNvcXExlixZgoiICOjp6cHHxwfTpk3DyZMnsWbNGtm5SE9PDxMmTMDixYt5aVeo41eoeN9FnccvUHbu2bJlCyIiIpCXl1dp/0cffYQZM2bweq9AqPwKEeu7qDu3b8vIyEBKSgry8/NhZGQEc3NzNGjQQG3tEe3AMcaY0J0ghBBNu3TpEmbNmoWioiIYGxtX+YH64sWLStWbk5ODiRMn4t69ezAyMkLz5s0BAAkJCcjLy0O7du0QGBgIY2NjpeqNj4/H2LFjkZWVBUtLSyQkJMDKygoZGRnIzc2FhYUFTE1NcfLkSYXqCwkJQXBwMADgn3/+gaWlZaW3gTiOQ506dWBnZ4epU6cq3WexCwgIwLZt2/DPP/+oXNeyZcsQExODyMjIKsvk5ORg8uTJuH37tiALQfIZb/mC5nxe6CsiLS0Nw4cPx8uXL2XbOI7DgAEDsHHjxgoDunwubCpEfoWKVajc3r9/H25ubmCMwdDQEHl5eZgyZQpyc3Nx8eJF9OvXDwUFBYiMjEROTg6OHz+Ojh07qtyuUMeuUPEKlV+pVAqO4/CujzVv7ufr/zk8PBwLFizAwYMH8cknn1RZ7sWLF5g4cSISExN5O440Ha9QuQXKnpr97rvvZG2np6fDw8MDiYmJaNCgASwsLJCQkICsrCy0adMGISEhqFOnjsrtfvXVV3jw4ME73yZISUnBhAkT8Pz5cwDgJb9CxatsjouKivDBBx+o1KaHhwdsbGywbNkyAMCuXbuwefNmtGjRAsOGDYOZmRlevHiB06dPIy0tDX5+fhgyZIhKbQLC5VaoeIXIbXm7QNnfICMjIwwdOhTu7u6wsbFRue53EercK1S8Qv19Pnr0KFavXg2pVIpGjRrhypUrWLNmDZYvXw47OzsMGjQIxcXFCAsLw8OHD7F69Wq4ubmp3K5Qx69Q8Qp1/P73338YO3YsEhMT0aJFCxgZGeHp06dgjMHNzQ3p6emIjY1FVlYWxo8fL/u7pioh8itUrELltlxeXh727duHM2fOICkpqdJ+CwsLjBw5Et7e3lozyE14pvkZ6wghRHgjRoxgjo6O7N69e7zWu2HDBiaRSJi/v3+FxRELCgrY9u3bmUQiYd9++63S9c6dO5d16dKF3b17l6WnpzOJRMKuXLnCSktL2d69e5mDg0O1FyF835pC2ur06dOsoKBA6G5UaceOHbzNcRwVFcUcHBzYlStX3lkuOzubjRo1ikkkEl7aVQaf8To6OrLIyEhe6lLG6tWrWbt27VhwcDDLzs5mjx8/Zj4+PkwikTAvL68Kv298zmEtRH6FilWo3M6dO5f17duXpaamsuLiYjZ79mzWtWtX5urqyrKysmTlEhISWJcuXdj8+fN5aVeoY1eoeIXKr7u7O+vUqRMLDAyUuz8uLo5JJBJ2/vx53tt+/fo1Ky4ufm+5nJwc9vz5c17aFDJeIbx9nbJ06VImlUrZ0aNHZdtKS0tZQEAAk0gkbOvWrby0GxYWxiQSCbt69eo7yyUlJTEnJyfe/k4KFa8Q14PdunVjhw8fln3fu3dv9umnn1ZaNyEnJ4c5OzszDw8PXtoVKrdCxSvUtb5EImE7d+5kmzdvZr1795atbePi4sKOHDnCsrOz1dKuUOdeoeIV6tw7evRoNm7cOFZaWsoYY2z79u3M1taWeXt7VyhXVFTERowYwdzd3XlpV6jjV6h4hTp+ly1bxjp16sRu3rwp25aSksLc3d3ZnDlzGGNl10Dr169nUqmUt2sOIfIrVKxC3ofJzMxkw4YNYxKJhA0cOJAtWLCA+fn5MX9/f+bn58cWLFggW5Ns6NChLCMjQ5B+EvWiQSFCiCh17NhR7gKkqnJycmLz5s2rcv/cuXNZv379lK7XwcGBbdiwgTHGWEZGhmxQqJyvry/74osvlO8wK1t0VZEbWtpGIpGwrl27stWrV7P79+8L3Z1K+BwkqQl0IV5nZ2e2ZMmSStvLb7x5e3uz169fM8Zq/sKmYoqVsbK/zT/88IPs+7/++otJJBJ28ODBSmVXr15drb/T2kRs8ZaWlrL9+/czOzs75uHhwR48eFBhf3x8vE4Nkogt3rdvmnTr1o0tWrRIbtnPP/+cDR8+nLe2hRj0EzJeTbOxsWEnTpxgjJVdj0okEhYWFia37N69e5mdnR1vbQuRWyHjFcKbv8slJSXs4sWLbPr06ax9+/ZMKpUyW1tbtmjRogo3YmsyscXbrVu3Cg8n/Pvvv1X+Tu/Zs6fGH79CxiuEXr16sU2bNlXafu3aNWZtbc1SUlJk2yZMmMAmTpzIW9uazq+QsQrl66+/ZnZ2du8dUI6MjGR2dnbs66+/1kzHiEbpvf9dIkII0T2NGzdWyyLIKSkp6NKlS5X77e3tq7UI6cuXL9GqVSsAkL0ynJ+fL9vfvXt3xMbGKl0vUDa3dq1atVBUVISYmBiEhoYiNDQUV69erbSIpjZZv3492rRpgyNHjmDkyJEYO3YsTp06JZvPWR06dOig8Je/v7/a+qEpYos3KSkJdnZ2lbZPnz4dixcvxu+//w5fX1+tPi4UJaZYgbI12SwtLWXfW1hYACibH/xtrVq1Qlpamqa6phZii5fjOEyePBnh4eEwNDTEqFGjsHnzZhQWFgrdNbUQW7xvys3NRVZWFnr27Cl3v4ODAxISEnhrT19fH7Vq1Xpvubp161Y45vii6Xg1zdLSUrb2i6GhIWrXrnrJY47jwHEcb20LkVsh4xWanp4eHB0dERAQgF9++QWzZ89Go0aNcPr0aYwfPx7Dhg2r1lqu2koM8RYVFVWYbrj834aGhpXKGhkZ8XpNKcTxK2S8QsjMzESzZs0qbbe0tERpaals7WQAGDBgAK9Tl2s6v0LGKpSoqCh4eXnBycnpneWcnJzg6empkbVliebRoBAhRJTc3NwQHh6O4uJiXuutV6+ebG5beRISEmBiYqJ0vQ0aNEBWVhaAsosfAwODCvO+FhUV4fXr18p3+P8TGRkJR0dHTJ48GcuXL8fy5cvh7e0NR0fHd87HLSRXV1cEBQXh3Llz8PLyQnx8PJYsWYJevXph1apVarlYKykpwYcffohOnTq996tJkya8t69pYou3bt26FQZb3+Tl5YWFCxfi119/xezZs3n/26FpYooVKPtw/ma85R809fX1K5VljCn0QVSbiS3eclZWVjh06BBWrFiBoKAgDBs2DDExMUJ3C5mZmfD398f27dt5rVcb41VXrOXKbxRVtYaOoaGhWh76EYquxztgwACcOnUKKSkpspvoQUFBlc47eXl5CA0NRfv27QXqKT/EFm9VzMzMMH36dERGRmL//v0YPHgw4uPjsWHDBqG7pha6Gq+lpSX+/PNP2fe3bt0CAFy+fLlS2cuXL6Nx48Ya65s6iC3exo0by2J8061bt8BxXIX1iGv6IJiYYi338uVLhQfUmjVrJrsXRXRL1Y+mEEKIDrO1tUVUVBTc3NwwYcIENGvWTO5Nsa5duypVb7du3RAUFIRBgwZVWlT09u3bOHbsGBwdHZXub+vWrfHgwQMAZU8O2tjYIDg4GM7OzmCM4cSJE2jZsqXS9QLAjRs3MHv2bNStWxfe3t74+OOPAQAPHz5EaGgo5syZg4MHD8Le3r5a9atbq1atsGjRIsybNw8XLlxASEgIjh8/juPHj6NDhw7w8PDAsGHDYGRkpHJbzZs3R9OmTXHw4MH3lg0ICMDWrVtVblMZ5YsScxyHdevWqVyf2OK1srLCH3/8AU9PT7n7J0+ejOLiYmzatAl///23yu0pi894xRQrADRp0gSJiYmy701MTBAYGAhra+tKZRMTE9GwYUOV21QGxcsvDw8P9OnTB6tWrcLkyZPh4OAg6BP35QMlHMdh1qxZvNevTfGqK9aQkBBcuXIFQNnT2fHx8XLLJSUlwdTUlLd2FZGZmYmjR4/yGrNY4p0yZQp++uknuLm5YerUqRg1ahSWLl0KZ2dnDB06FI0aNUJycjLCwsKQlpaGJUuW8BSFYvjOrdjiVUTPnj3Rs2dPZGZmIiwsTCNtllP3uUgeXYp38ODB2LFjB0xNTdG4cWPs2bMHzZs3R2pqKvz8/DB48GCUlJTg9OnTiI6OxujRo3mIQnF8/z6LLd4+ffogODgYLVu2xKhRo2BoaIiYmBisW7cO5ubmaNOmjaxsfHy8xgfB+IxXTLGWs7S0xC+//AJ3d/f3lo2KipLNOkB0C8cYY0J3ghBCNE0qlVb4/u2bJ4wxcByn9NsmT58+hZubGwoKCtC7d2+0bt0aHMfh0aNHuHz5MurUqYOQkBDZVHCKOnjwIPbs2YOoqCgYGhri999/x5QpUyr0d8uWLRg0aJBS9QLAZ599hkePHuHEiROVLnBSU1Ph5uaGtm3bYt++fUrXLYQXL15gy5YtFT5omZiYYNKkSZg2bdo7p+p4ny+//BJXrlxRaKq+8kESTb5e/vTpUzg7O1frd1cescW7bds27N+/H5cuXXrnG327du3C5s2beWtXUXzGK6ZYAWDx4sWIi4vDsWPH3lt22LBhaNOmDbZs2aJyu4qieNUnIiICa9euRUZGBrZu3YqBAweqtT15cnJycOHCBQBlb7mqk9DxqiPWt6/ZAMDGxgYhISGVto8ZMwb16tXDnj17eGlbEXz/Post3pSUFCxYsACxsbHgOA7ltyfKr80ZY6hXrx6WLFmCkSNHqtyeMtTxt0pM8UqlUmzcuBHDhw/noXf8o3hVk5OTAy8vL9y9exdA2RsU27dvR7169TBu3DjZ2xSMMZiamuLkyZMavbFM8aomIyMD7u7uFWYnAcqmRvzhhx/Qv39/2bYhQ4bAzs4O69evV7ldRfEZr5hiLbd79274+fmhf//+mDRpEmxtbWXLFABlM9H89ddfOHDgAC5evIgvv/wSU6dO5aVtoj1oUIgQIkqnT59WqFx1bmjcu3cPa9aswc2bNyts79KlC5YvXy73w351XL9+HWfPnkWtWrUwcOBA9OjRo1r1dO3aFV5eXvDx8ZG739/fH4cOHcL169dV6a5alZSU4OLFiwgNDcXvv/+OkpISdO/eHWPHjsUHH3yAwMBAXL9+HWPGjMHKlSur3U75xdOFCxdgZWX1zrJhYWE4ceIEDh8+XO32lFVQUCB7q6Nbt24q1ye2eOPj43HixAkMHjz4vVO2HD16FHfu3NHoBwI+4xVTrEDZE3bZ2dlo3rz5O8ulp6dj165dcHR0rPbf1OqgeNWrsLAQr1+/hpGRkUoPBtQUYou33MuXLxEQEIDu3bujX79+GmtXk4N+b9K1eG/evIlLly7hyZMnyM3NhYGBAZo2bQpbW1v0798fxsbGvLWlKHXmVgzx+vv7Y+DAgbJZCLQN3+ciscULlH0Gu3btGrKzs9G5c2c0atQIAHD//n0cOnQIqampaNu2Lby8vNC0aVNe2lSUOo5fscWbkZGBnTt3IjY2FoWFhWjbti0mTZqEzp0781K/KviOV0yxAmW/y4sWLcLZs2fBcRz09PRgamoKfX19FBYWIjMzE6WlpWCMYejQofjuu+90Zrpp8v+jQSFCCFGTjIwMPH/+HIwxWFlZoUGDBkr9/PXr19G6dWulf05ZNjY2mD9/PiZOnCh3/+HDh7Fx40ZBppB6n/j4eISGhuLMmTNIT09H/fr14erqijFjxlRaUH3lypX48ccfFXrrhRBCCFFVeno6vv32W3h6eqJDhw5Cd0etxBQrIYQQQoguuHr1KsLCwvD3338jOTkZBQUFMDQ0RJMmTWBjYwMXFxeNPjhGNEs8j44RQoiGNWjQQKUBHU9PT3z33Xdqn4KgRYsW+OWXX6ocFLp48SJatGih1j5Ux8SJE3Hjxg0wxtCpUyfMnz8fQ4YMkbuQOgDY29vj+PHjGu4lIYRULSkpCa9evUKrVq2q/NulS8QWb25uLsLDwzFgwACdHygRU6xEd8XFxSE2NhZZWVlo2LAhevXqBXNzc6G7pTa6Gm9qaqrG1/wQktjiLZebmwt9ff0KU15lZGTg1q1bKCkpQceOHdGkSRMBe8gvscULlL35/OjRI7x48QL5+fkwNjZG69at3/smfE0kVKw9evSgQR8Ro0EhQghRUW5uLr744gvY2dnB19e3ynLbtm3D7du3sXXrVhgaGr63Xk29yOni4oLvv/8e8+bNw8yZM9GyZUsAwL///osdO3YgJiYGX331lUb6oox79+7h008/xdixYxWapuGTTz7R6Jz7hCjj33//xdatW/HgwQM0bNgQo0ePlruWQGRkJNavX4+oqCgBeskPMcUKlD2Bt2vXLrx69Qr9+vXDzJkz8fr1a8yePRu//fYbAKBevXpYvnw5hg0bJnBvVSemeL29vd+5v6CgAEDZlELHjh0Dx3E1Zn2+t4kp1nL5+fkwMDCAnp6ebFtGRgb8/f0RHR2NzMxMNGrUCE5OTpg5cybq1asnYG9VJ6Z4z549i6SkJEybNg1A2TX3qlWrEBISAsaYbG3R2rVrw9fXt8avoyC2ePv06YP27dtjzJgxcHZ2Rt26dYXuklqJLd7i4mIsWbIEERER0NPTg4+PD6ZNm4aTJ09izZo1svORnp4eJkyYgMWLFwvcY9WILV6g7NyzZcsWREREIC8vr9L+jz76CDNmzMCIESME6B2/xBQr0T40fRwhhKjo4MGD+P7773H+/HlYWlpWWe758+cYPHgwFi9ejPHjx7+3Xk0tVlpSUoI5c+bgwoUL4DhONldsSUkJGGMYOHAgtmzZUuEmgVDenFIvPz8fRkZGQndJ6wQEBGDbtm34559/hO6KRuhCvGlpaRg+fDhevnwp28ZxHAYMGICNGzfCwMBAtj08PBwLFy7kbZFRTRNTrEDZHPNubm5gjMHQ0BB5eXmYMmUKcnNzcfHiRfTr1w8FBQWIjIxETk4Ojh8/jo4dOwrd7WoTW7xSqbTCQvHyvL2QfE39fRZTrOWsra0rvLGdnp4ODw8PJCYmokGDBrCwsEBCQgKysrLQpk0bhISEoE6dOgL3uvrEFK+HhwdsbGywbNkyAMCuXbuwefNmtGjRAsOGDYOZmRlevHiB06dPIy0tDX5+fhgyZIjAva4+scVbvn4rx3EwMjLC0KFD4e7uDhsbG4F7ph5ii/fo0aNYvXo1pFIpGjVqhCtXrmDNmjVYvnw57OzsMGjQIBQXFyMsLAwPHz7E6tWr4ebmJnS3q01s8f73338YO3YsEhMT0aJFCxgZGeHp06dgjMHNzQ3p6emyNxzHjx8v+7tWE4kpVqKlGCGEEJVMmDCB+fj4KFT2iy++YJ6engqVlUgkLDw8XJWuKSUyMpItXLiQjRs3jn366ads4cKFLDIyUmPtK0IqlWr0/6Qm2rFjB5NKpUJ3Q2N0Id7Vq1ezdu3aseDgYJadnc0eP37MfHx8mEQiYV5eXqygoEBWNiwsrEbHK6ZYGWNs7ty5rG/fviw1NZUVFxez2bNns65duzJXV1eWlZUlK5eQkMC6dOnC5s+fL2BvVSe2eN3d3VmnTp1YYGCg3P1xcXFMIpGw8+fPa7hn/BNTrOXevg5bunQpk0ql7OjRo7JtpaWlLCAggEkkErZ161YhuskbMcXbrVs3dvjwYdn3vXv3Zp9++ikrKiqqUC4nJ4c5OzszDw8PTXeRV2KLVyKRsJ07d7LNmzez3r17M4lEwqRSKXNxcWFHjhxh2dnZQneRV2KLd/To0WzcuHGstLSUMcbY9u3bma2tLfP29q5QrqioiI0YMYK5u7sL0U3eiC3eZcuWsU6dOrGbN2/KtqWkpDB3d3c2Z84cxhhjr1+/ZuvXr2dSqbRGX3fUlFh37NjBrK2tBWmbqJfwj30TQkgN9/DhQ3Tp0kWhsp06dcKDBw8UrjskJASLFy9W6GvJkiUK13v9+nVkZGRU2Obk5IQNGzbg6NGjCAoKwoYNG+Dk5KRwnZrA6OVWooOuXr2KkSNHwsPDQzZ/9LZt2zBnzhzExMRg5syZKCwsFLqbvBBTrADw119/wdXVFWZmZqhVqxa8vb3x6tUruLi4VJh6qVmzZhg5ciRu3rwpYG9VJ7Z4g4OD4evrCz8/P4wZMwYPHz6ssJ/jOIF6xj8xxVqVCxcuYOTIkRg3bpxsG8dxmD59Onr37o0LFy4I2Dv+6XK8BQUFsrfN8/LykJqairFjx6J27Yqz69etWxejRo2q9Pte04gtXgCwsLDAnDlzEB0djYCAAPTt2xePHz/GmjVr0KtXLyxevBh//PGH0N3kjZjiTUhIwODBg2XnHWdnZxQUFMDFxaVCudq1a2P48OF49OiREN3kjdjijY6OxoQJE9C5c2fZtsaNG2P+/Pk4f/48UlNToa+vj0WLFsHe3h5HjhwRsLeqqUmx0n0Y3URrChFCiIpyc3NRv359hcrWr18fOTk5Ctd9/fp1XL9+XaGyHMdh3bp1CpX19PSsMEUI0W7KLNqtCxdsYos3KSkJkyZNqrR9+vTpMDIywvr16+Hr6wt/f3/Nd45nYooVKFv8+c1pRS0sLACUzQ/+tlatWiEkJERTXVMLscXLcRwmT56M/v37Y9myZRg1ahQ+++wzzJo1C/r6+kJ3j1diilWe3NxcZGVloWfPnnL3Ozg44IcfftBwr9RH1+O1tLTE48ePAQCGhoaVBkfexHFcjR/0FFu8b9LT04OjoyMcHR2RlpaGkydP4sSJEzh9+jTOnDmD1q1bw93dHV5eXkJ3lRdiiLeoqKjCdMPl/5a3Zq+RkRGKioo01jd1EFu8mZmZaNasWaXtlpaWKC0txbNnz9C4cWMAwIABA7Bt2zZNd5E3YoqVaCcaFCKEEBWZmJggLS1NobL//fcfjI2NFa57+vTpVX4gV4Uu3EgXk5KSEjRs2BAtW7Z8b9mkpCQkJSVpoFfqI7Z469ati/z8fLn7vLy8UFpaim+//RazZ89G//79Ndw7fokpVqDsw/mb8Zav2SbvJjpjTLa/phJbvOWsrKxw6NAhhISEYOPGjfjxxx/xzTffyAbFdImYYn2Tvr4+atWqVeUaOoaGhigtLdVwr9RH1+MdMGAAjh8/jkmTJsHc3ByOjo4ICgqCs7NzhQGTvLw8hIaGon379gL2VnVii7cqZmZmmD59OqZPn44rV64gNDQUkZGR2LBhQ40eJKmKrsYaGjaLAAAKVklEQVRraWmJP//8Ex4eHgCAW7duAQAuX76MgQMHVih7+fJl2U31mkps8TZu3Bi3bt2SxVvu1q1b4DiuwsO4NX0QTMhYxfYQJpGPBoUIIURFEokEv/32G6ZOnfrespcuXYJEIlG47tatW6Nbt26qdE/nhISE4MqVKwqVVebtKW3WvHlzNG3aFAcPHnxv2YCAAGzdulX9nVIjscVrZWWFP/74A56ennL3T548GcXFxdi0aRP+/vtvDfeOX2KKFQCaNGmCxMRE2fcmJiYIDAyEtbV1pbKJiYlo2LChJrvHO7HF+zYPDw/06dMHq1atwuTJk+Hg4KBTT9y/SSyxvnnNYWBggPj4eLnlkpKSYGpqqsmuqYVY4p0yZQp++uknuLm5YerUqRg1ahSWLl0KZ2dnDB06FI0aNUJycjLCwsKQlpam1BTN2khs8SqiZ8+e6NmzJzIzMxEWFiZ0d9ROl+IdPHgwduzYAVNTUzRu3Bh79uxB8+bNkZqaCj8/PwwePBglJSU4ffo0oqOjMXr0aKG7rBKxxdunTx8EBwejZcuWGDVqFAwNDRETE4N169bB3Nwcbdq0kZWNj4+v0YNgQsYqtocwiXw0KEQIISoaOHAgVq9ejXPnzsHZ2bnKchEREbhx4wZWrFihwd7pHnVNqafN2rVrp/BAmC4QW7w9e/bE/v37kZ2dDRMTE7llpkyZgtLSUmzevLlG33gVU6xA2e9y+ROdQNl871UN9F+6dEmpp/a0kdjilcfc3Bw7duxAREQE1q5dq9NPV4oh1revOX766Sd4e3tXKhcbG4u2bdtqsmtqIZZ4jY2NERgYiAULFmDt2rXgOA6MMWRkZGDnzp0Ayp6MrlevHtavX4/evXsL3GPViC1eZZiamsqd1lZX6UK8Xl5euHjxIvbv3w+g7A2KjRs3ol69ehg3bhz27NkDoOx32tTUFDNnzhSyuyoTW7y+vr64dOkS/Pz84OfnJ9uup6eHH374ocJng6ioKIXXdtZGQsYqtocwiXw0KEQIISpyc3NDUFAQFixYgLt372Ls2LGwsrKS7U9ISMCxY8cQGBiINm3aaM3TOzX1jRt1TamnzaytrfHjjz8iISGhwu+WPBYWFrC3t9dQz9RDbPGOGDEChYWFePbs2TunbJk2bRqMjY1x584dDfaOX2KKFQAWLFiA7Ozs95ZLT09Hz5494ejoqIFeqY/Y4n2XoUOHYsCAAXj9+rVsgXddpaux3r9/X6FyL1++hJ2dHbp3767mHqmX2OI1NzfHoUOHcPPmTVy6dAlPnjxBbm4uDAwM0LRpU9ja2qJ///5KTfuszcQUr4+Pj1IzM9R0YovX2NgYISEhuHbtGrKzs9G5c2c0atQIQNnn20OHDiE1NRVt27aFl5cXmjZtKnCPVSO2eBs0aIDQ0FDs3LkTsbGxKCwsRNu2bTFp0iR07ty5Qtkff/xRoF7yQ8hYxfYQJpGPY7r4SBchhGhYYmIipk2bhsePH4PjONStWxfGxsbIyclBbm4uGGNo06YNdu/erfC8+1KpFBs3bsTw4cN5769UKlWqPMdxuHfvHu/9UJY6/08IIYQQQgghhBBCdNnu3bvh5+eHCxcuvPchzLCwMJw4cQKHDx/WUO+IptCgECGE8KSwsBChoaH46aef8PDhQ+Tm5qJu3br4+OOPMXjwYLi7u8tdbFsIUqlU6TdutGFtIxoUIoQQQgghhBBCCCGk+mj6OEII4Ym+vj7Gjx+P8ePHC90VhbRu3VorBnoIIYQQQgghhBBCCCGaoSd0BwghhBBCCCGEEEIIIYQQQoj60ZtChBBCagxFF0EmhBBCCCGEEEIIIYRURm8KEUIIIYQQQgghhBBCCCGEiAANChFCiAjdv38fw4cPF7obhBBCCCGkCtu2bYNEIkFsbKzQXSGEEEIIITqEpo8jhBBCCCGEEELUTCKRvLdMYGAgunfvroHeEEIIIYQQsaJBIUIIIYQQQgghREN8fHyq3GdpaanBnhBCCCGEEDGiQSFCCCGEEEIIIURDfH19he4CIYQQQggRMVpTiBBCCCGEEEIIqSGSkpIwdOhQdOjQAWFhYRX2JScn45tvvoGTkxM6dOiA7t27Y/r06fj7778F6i0hhBBCCNE2NChECCGEEEIIIYTUAPfv38eYMWPw4sUL7N69Gy4uLrJ9d+/ehYuLC4KCgtCyZUtMnDgRjo6OuHHjBsaNG4dff/1VwJ4TQgghhBBtQdPHEUIIIYQQQgghGrJt2za52w0MDDB16tQqf+7KlSvw9fWFkZERgoKCIJVKZfuKi4sxZ84c5OXlITAwEN26dZPtS0lJgZubG5YuXYqLFy9CX1+fv2AIIYQQQkiNQ4NChBBCCCGEEEKIhvj7+8vdbmJiUuWgUFhYGJYuXYrmzZtj7969sLCwqLA/Ojoaz549g7e3d4UBIQAwNzfH559/jnXr1uHq1avo06cPP4EQQgghhJAaiQaFCCGEEEIIIYQQDXnw4IFS5QMDAxEVFYXOnTsjICAA9evXr1Tm1q1bAMrWG5L3JlJcXBwA4MmTJzQoRAghhBAicjQoRAghhBBCCCGEaKkbN26AMYYePXrIHRACgJcvXwIAfvrpp3fWlZeXx3v/CCGEEEJIzUKDQoQQQgghhBBCiJZau3Ytdu/eDX9/f5SUlGDOnDmVypiYmAAAduzYAScnJ013kRBCCCGE1CB6QneAEEIIIYQQQggh8pmYmGD//v2wt7dHQEAAvvvuu0plbG1tAZS9VUQIIYQQQsi70KAQIYQQQgghhBCixYyNjbF371706NED+/btw5o1ayrsd3JyQvPmzREUFIRff/1Vbh1//vkn8vPzNdFdQgghhBCixWj6OEIIIYQQQgghREO2bdtW5b7+/fvD2tpa7j4jIyPs2rULvr6+OHz4MAoLC7Fq1SpwHIcPPvgA27Ztw+eff46pU6eiU6dOsLa2hqGhIZKTk3H79m0kJCTg8uXLMDIyUldohBBCCCGkBqBBIUIIIYQQQgghREP8/f2r3GdpaVnloBAAGBgYwN/fH3PnzkVwcDAKCwuxbt066OnpQSqVIiwsDAcOHEB0dDROnToFPT09mJmZoV27dvD19YWpqak6QiKEEEIIITUIxxhjQneCEEIIIYQQQgghhBBCCCGEqBetKUQIIYQQQgghhBBCCCGEECICNChECCGEEEIIIYQQQgghhBAiAjQoRAghhBBCCCGEEEIIIYQQIgI0KEQIIYQQQgghhBBCCCGEECICNChECCGEEEIIIYQQQgghhBAiAjQoRAghhBBCCCGEEEIIIYQQIgI0KEQIIYQQQgghhBBCCCGEECICNChECCGEEEIIIYQQQgghhBAiAjQoRAghhBBCCCGEEEIIIYQQIgI0KEQIIYQQQgghhBBCCCGEECICNChECCGEEEIIIYQQQgghhBAiAjQoRAghhBBCCCGEEEIIIYQQIgI0KEQIIYQQQgghhBBCCCGEECICNChECCGEEEIIIYQQQgghhBAiAjQoRAghhBBCCCGEEEIIIYQQIgL/D+GA0K8uYrfhAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# 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/naphthalene/naphthalene_wf_1.0-10.1eV/naphthalene_wf_1.0-10.1eV_orb34.inp.out_BLM-L_2020-02-13_16-32-46.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data naphthalene_wf_1.0-10.1eV_orb34.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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/naphthalene/naphthalene_wf_1.0-10.1eV/naphthalene_wf_1.0-10.1eV_orb34.inp.out_BLM-V_2020-02-13_16-32-46.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 naphthalene_wf_1.0-10.1eV_orb34.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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 (0.12588328963752843+2.648933249724913e-16j)\n", "Plotting data (No filename), pType=a, thres=0.00012588328963752843, with Seaborn\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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 5.676464078534741e-15\n" ] }, { "data": { "image/png": "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\n", "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: 2019-06-29 06:16:42.545 (GMT -0400)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Thu Feb 13 20:46:30 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 20:46:30 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 20:46:30 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_16-32-46\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: Naphthalene HOMO Orb 34 (Au) ionization, 1-10eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3960683. URL: https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-10.1eV_orb34.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Naphthalene HOMO Orb 34 (Au) ionization, 1-10eV,\n", " title = {ePSproc: Naphthalene HOMO Orb 34 (Au) ionization, 1-10eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3960683},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/naphthalene/naphthalene_wf_1.0-10.1eV_orb34.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.3960683.svg)](http://dx.doi.org/10.5281/zenodo.3960683) [![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 }