{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676895.svg)](http://dx.doi.org/10.5281/zenodo.3676895) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: xef2 wavefn run, orb 13 ioinzation (Iodine 3d, E1G/PG), 1-60eV\n", "\n", "- *electronic structure input*: xef2_SPKrATZP_rel_geom_v2.molden\n", "- *ePS output file*: xef2_1.0-60.1eV_orb13_E1G.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.html\n", "- Dataset: https://zenodo.org/record/3676895\n", "- DOI (dataset): [10.5281/zenodo.3676895](http://dx.doi.org/10.5281/zenodo.3676895)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS xef2, batch xef2_1.0-60.1eV, orbital orb13_E1G\n", "- xef2 wavefn run on AntonJr, orb 13 ioinzation (Iodine 3d, E1G/PG), sph/ grid\n", "- E=1.0:2.5:60.1 (24 points)\n", "- Wed Feb 13 09:06:17 EST 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS xef2, batch xef2_1.0-60.1eV, orbital orb13_E1G\n", " xef2 wavefn run on AntonJr, orb 13 ioinzation (Iodine 3d, E1G/PG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Wed Feb 13 09:06:17 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 72 DumpIdy segments.\n", "Found 72 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 72 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS xef2, batch xef2_1.0-60.1eV, orbital orb13_E1G\n", " xef2 wavefn run on AntonJr, orb 13 ioinzation (Iodine 3d, E1G/PG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Wed Feb 13 09:06:17 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/xef2/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 2 3 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['PG']\n", "Orb energy (eV):\t\t [-703.8850856]\n", "Orb energy (H):\t\t\t [-25.8673]\n", "Orb energy (cm^-1):\t\t [-5677216.13218705]\n", "Threshold wavelength (nm):\t 1.7614266864537493\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": "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\n", "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": "iVBORw0KGgoAAAANSUhEUgAAAyAAAADQCAYAAAD/CgXsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeZxU9Z3v/9enqnpfqqFpWZpNZRGQiBHQiGI00ahDlIlrJi7xxpgbzYiSmZ/O3EwWY7xyjU6icWI0xohG0cQkKlFDjAuSaFRQ4xZQEVkb2Xqj16r6/P44VVA03V3V0E0X+n4+Hudxtu859amCA/Wp72bujoiIiIiIyL4Q6u8ARERERETk40MJiIiIiIiI7DNKQEREREREZJ9RAiIiIiIiIvuMEhAREREREdlnlICIiIiIiMg+owREMjKzSjN7NbnUmNm6tP38fo5tjJm92p8xiOyp/eDZcjP7TtqxwWYWM7Mf9WdsItnK1WfMAqvN7OAOx39iZnP7Ky6RfSXS3wFI7nP3LcAUADP7LtDo7j/s16BEPgL2g2frXeA04HvJ/bOBN/ovHJGeydVnzN3dzB4AzgV+AGBmYeALwPT+jE1kX1ANiOwxM/u/ZnZZ2v48M7vUzD5rZk+b2e/N7C0zu9XMLFnmFDN73syWmdkDZlbSf+9AJDfl0LO1HXjPzKYk988Gft0L9xXpVznyjN1PkICkHA+scPe1e3lfkZynBET2xs+BL8OOX27OIvgHFeBI4ApgMjABON3MDgCuBj7j7p8E/g7M6XhTM7s6rYo8ffnvPn9HIrkhl56tBcC5ZjYaaAI29sL7E+lv/f6MufsyIM/MJiUPnZsWg8hHmppgyR5z9/fMrMHMJgOjgBfdfVvyx6IX3H0VgJktAI5JXjYR+GuyTD6wpJP7Xg9c3/fvQCQ35diz9RjwbaAWeAD9cCUfATn0jKUS/GuAzwNX7dk7Etm/KAGRvXUnwa9Io4GfpR33DuUcMOAJdz+/uxua2dXsWi2d8rS7X7nHkYrsX3Li2XL3FjNL/do7ATgzm+BF9gO58IzdDzwK/A14OdlnReQjTwmI7K2HgO8AYeDJtONHmdlIYB1Bu/FbgBeAH5vZQe6+Mtl+dpi7v5N+Q9WAiAC59WzdAPzJ3WuTv/6KfBT0+zPm7svNrBG4Fuj3zvEi+4oSENkryV9HFwM17p5IO/VX4EZgEvAM8Ehy1I+vAA+kDX/4n8Au/4DvgYlmlt5p71/d/Xd7eU+RfpUjz1YqlteB13vjXiK5IoeesfuBa4CHe+FeIvsFc+9Y0yiSPTMLAa8Cs919ZfLYZ4FvuPvsfg1OZD+mZ0ukb+kZE+k/6kwoeyzZee89gnaxK/s7HpGPCj1bIn1Lz5hI/9rjGhAzW5Ycik5ERERERCQraoIlIiIiIiL7TNad0M1sCDCdYDi6l9y9ps+iEhERERGRj6SsakDM7GKCiaieIhgL+zjgGnf/Ra8HZLYKaADiQMzdp5rZQIIJsEYDq4CzkxMGGfBj4FSCGXq/nJxZtEuDBg3y0aNH93bYIvu9pUuXbnb3qr25h54vka7pGRPpO73xfMm+k20NyL8Dh6cmyDGzSoJh6no9AUk63t03p+1fDfzZ3a9PTvJzNcFsoacAY5PLkcBPk+sujR49mpdffrlvohbZj5nZB3t7Dz1fIl3TMybSd3rj+ZJ9J9tRsNYS1EqkNABrej+cLp0O3J3cvhuYnXZ8vgdeACrMbOg+jEtERERERHog2wRkHfA3M/uumX2HYEbQd81srpnN7eWYHFhkZkvN7JLkscHuvgEguT4gebyaXROhtcljuzCzS8zsZTN7edOmTb0crsjHm54vkb6lZ0xEPmqyTUDeA35PkBxAMFvnBqAsufSmGcnhfU8BLjOzmd2UtU6O7dapxd1vd/ep7j61qkrNA0V6k54vkb6lZ0xEPmqy6gPi7t/r60DSXmt9cv2hmf2OYOStjWY21N03JJtYfZgsvhYYkXb5cGD9vopVRERERER6JqsaEDMbZ2a3m9kiM3sqtfR2MGZWYmZlqW3gJOAN4BHgwmSxCwlqYEgev8ACRwF1qaZaIiIiHyfx2lo2Xj+Pplde6e9QRES6le0oWL8GbgN+TjA8bl8ZDPwuGF2XCHCfuz9hZi8BD5rZV4DVwFnJ8o8RDMH7LsEwvBf1YWwiIiI5yxMJtv7yl+QNH07x4Yf3dzgiIl3KNgGJuftP+zQSwN1XAod1cnwL8JlOjjtwWV/HJSIikuvC5eUAxOtq+zkSEZHuZdsJ/VEzu9TMhprZwNTSp5GJiIhI1iwSIVRSQqK+vr9DERHpVrY1IKn+F/+edsyBg3o3HBEREdlT4WiUeG1df4chItKtbEfBOrCvAxEREZG9E4pGidcpARGR3NZtAmJmJ7j7U2b2hc7Ou/tv+yYsERER6alwNEpcTbBEJMdlqgE5DngK+Hwn5xxQAiIiIpIjwtEore++299hiIh0q9sExN2/k1xreFsREZEcFy4vVxMsEcl52Y6CtRsz+2RvBiIiIiJ7J1wRJVFXRzBKvYhIbtrjBAT4eq9FISIiInstHI3i7e14c3N/hyIi0qU9TkDc/au9GYiIiIjsnVBqMkJ1RBeRHJZpFKwwUOTujcn9o4D85OlX3L2hj+MTERGRLIWjFQDE6+rIGzKkn6MREelcplGw5gEfAv8vuX8/8AZQCCwDruq70ERERKQnwtFkDYgmIxSRHJYpAfkMMC1tv9bdP29mBjzXd2GJiIhIT4WjUQDi9UpARCR3ZeoDEnL3WNr+VQAeDK9R2mdRiYiISI+lEpCEhuIVkRyWKQHJN7Oy1I67LwIwsyhBMywRERHJEaHyZA2IEhARyWGZEpA7gAfMbGTqgJmNIugLckdfBiYiIiI9EyophkiEeJ1GwRKR3JVpJvSbzKwJWGJmJYAD24Hr3f2n+yJAERERyY6ZaTZ0Ecl5mTqh4+63AbeZWSlgGnpXREQkd4WjUXVCF5GclvVEhO7emJ58mNlFfROSiIiI7KlwNKpO6CKS0/Z4JnTge70WhYiIiPSKULRc84CISE7LNBP637s6BQzu/XB2zL7+MrDO3WeZ2YHAAmAgweSH57t7m5kVAPOBI4AtwDnuvqovYhIREdlfhKNR2t5b2d9hiIh0KVMfkMHA54BtHY4b8Nc+iQjmAG8D5cn9ecB/u/sCM7sN+Arw0+R6m7uPMbNzk+XO6aOYRERE9gvhaIU6oYtITsvUBGshUOruH3RYVgHP9HYwZjYc+Cfg58l9A04AfpMscjcwO7l9enKf5PnPJMuLiIh8bIXLy0k0NODxeH+HIiLSqW4TEHf/irsv6eLcv/RBPD8C/j8gkdyvBGrTZmNfC1Qnt6uBNclYYkBdsvxuzOwSM3vZzF7etGlTH4Qt8vGl50ukb/X0GUvNhh6v11wgIpKbuk1AzOyEtO0DO5z7Qm8GYmazgA/dfWn64U6Kehbndj3ofru7T3X3qVVVVXsZqYik0/Ml0rd6+oyFo0ELZo2EJSK5KlMTrB+mbT/U4dy3ejmWGcBpZraKoNP5CQQ1IhVmluqrMhxYn9xeC4wASJ6PAlt7OSYREZH9Skg1ICKS4zIlINbFdmf7e8Xd/8Pdh7v7aOBc4Cl3/xLwNHBmstiFwMPJ7UeS+yTPP+XundaAiIiIfFzsaIKlGhARyVGZEhDvYruz/b5yFTDXzN4l6ONxZ/L4nUBl8vhc4Op9FI+IiEjO2pGAaC4QEclRmYbhPcjMHiGo7Uhtk9w/sOvL9o67P0NylC13XwlM76RMC3BWX8UgIiKyP9rZCV0JiIjkpkwJyOlp2z/scK7jvoiIiPSzcHnQCV1NsEQkV3WbgLj7s9ncxMwecvczeickERER2VOWl0eouJhEnTqhi0huytQHJFsH9dJ9REREZC+FKqKqARGRnNVbCYhGnxIREckR4XIlICKSu3orAREREZEcEY5GNQ+IiOSs3kpAenVOEBEREdlz4WiUeF1tf4chItKp3kpAruql+4iIiMheCkfL1QRLRHJWtwmImR1iZo+b2R/M7GAz+6WZ1ZrZi2Y2IVXO3Rf1fagiIiKSjXA0SqKuHnd10RSR3JNpHpDbgRuAUuApgpqOi4BZwE+Az/RpdCIiItJjofIo3taGt7RgRUX9HY5Izlq6dOkBkUjk58ChqG90X0gAb8RisYuPOOKID1MHMyUgZe7+KICZfd/dFySPP2pm3+ujQEVERGQv7JwNvZ6QEhCRLkUikZ8PGTJkQlVV1bZQKKQqw16WSCRs06ZNE2tqan4OnJY6ninTC6dt39ThXH5vBSciIiK9Z0cCUqt+ICIZHFpVVVWv5KNvhEIhr6qqqiOoYdp5PMN1t5pZKYC7/0/qoJmNAZ7s9ShFRERkr4Wj5QAaCUsks5CSj76V/Hx3yTm6TUDc/Wfu3tjJ8Xfd/Ypejk9ERER6QaoGJKG5QET2G1ddddWQMWPGTBo3btzEQw45ZOJTTz1V0t8x9ZVMfUC6ZGbfdvdrejMYERER2Xuh8mQTLA3FK7JfePLJJ0v++Mc/Vrz++utvFRUV+YYNGyKtra0f2Xn29qa3/8W9FoWIiIj0mnBFKgFRDYjI/mDdunV5AwcOjBUVFTnA0KFDY6+99lrhiSeeeHCqzO9+97vyk0466WCA4uLiw7/+9a9XT5o0acLRRx897umnny6ePn36+OHDh0/+1a9+Fe2v95GtTPOA1HexNADD9lGMIiIi0gOhkhIIh1UDIrKfmD17dv369evzR48efeh555038g9/+EPp5z//+YZ33323cP369RGAX/ziF5Vf/vKXNwM0NzeHjj/++IY333zz7ZKSkvi3vvWt6ueee27Fr3/963e///3vV/fvu8ksUw1ILTDW3cs7LGXAhn0Qn4iIiPSQmREuL1cndJH9RDQaTbzxxhtv/eQnP/mgqqoqduGFFx78k5/8pPLss8/ecscddwzcvHlzeNmyZaVnnXVWHUBeXp6feeaZ9QCTJk1qPuaYYxoKCgp8+vTpzevWrcv5kWoz9QGZD4wCNnZy7r7eD0dERER6QzgaVSd0kf1IJBJh1qxZDbNmzWr4xCc+0XzPPfdU/uIXv/jgn/7pn8YUFhb65z//+W15eXmpsh4KBfUIoVCIgoICBwiHw8Tj8ZzvO9JtAuLu3+rm3FW9H46IiIj0hnA0qnlARPYTr732WkEoFGLy5MmtAK+88krR8OHD20aPHt0+ePDg9htvvHHo448/vqK/4+wtWY+CZWZfAI4BHFji7r/rplwmLe7+WCfXFgKLgYJkbL9x9++Y2YHAAmAgsAw4393bzKyAoJbmCGALcI67r8r2PYmIiHxUhaLlxLds7e8wRCQL9fX14csvv3xkfX19OBwO++jRo1vvvvvuDwDOPffcLbfeemvkiCOOaOnvOHtLVgmImf0PMAa4P3noa2b2WXe/rJPidwAPA91V/8wEdktAgFbgBHdvNLM8YImZPQ7MBf7b3ReY2W3AV4CfJtfb3H2MmZ0LzAPOyeY9iYiIfJSFoxW0vb+qv8MQkSwce+yxTa+88so/Oju3ZMmSslTn85SmpqZXUts33XTT+q7O5apsa0COAw51dwcws7uB17so+7i7/6/ubmZm93Z2PHn/1MSHecnFgROAf0kevxv4LkECcnpyG+A3wE/MzFJxioiIfFwFndDVBEtkfzZp0qQJRUVFiZ/97Gdr+juW3pRtArIcGAl8kNwfAfy9s4Lufl6mm3VXxszCwFKCGpdbgfeAWnePJYusBVLDi1UDa5L3jJlZHVAJbO5wz0uASwBGjhyZKTwR6QE9XyJ9a0+fsXA0SqKhAY/HsXC4r8ITkT705ptvvt3fMfSFTPOAPGpmjxB8qX/bzJ4xs6eBt4GqDNcWmtlcM/utmT1kZlcm+3h0y93j7j4FGA5MByZ0Viz1Mt2cS7/n7e4+1d2nVlV1G7aI9JCeL5G+tafPWLgiCu4kGhr6MDoRkZ7LVAPyw72493ygAbgluf9F4B7grGwudvdaM3sGOAqoMLNIshZkOJBq67aWoDZmrZlFgCigHnciIvKxFyovByBeV0e4oqKfoxER2SnTMLzPJptE/dHdP9vDe49398PS9p82s9e6u8DMqoD2ZPJRBHyWoGP508CZBCNhXUjQyR3gkeT+88nzT6n/h4iISNAECyCuuUBEJMdk7APi7nEzazKzqLv3pDfbK2Z2lLu/AGBmRwJ/yXDNUODuZNITAh5094Vm9hawwMyuBV4B7kyWvxO4x8zeJaj5OLcH8YmIiHxk7UhANBeIiOSYbDuhtwCvm9mfgO2pg+5+eceCZvY6QT+MPOACM1ud3B8FvNXdi7j734HDOzm+kqA/SMfjLWTZpEtEROTjZEcCopGwRCTHdNsJPc0fgP8imCRwadrSmVnA54GTgQMJhvD9dHL7n/YiVhEREcnSziZYSkBEclljY6NNmzZtfCwWY/ny5fnTp08fD7Bw4cKysrKyKRMmTJh40EEHTfrmN785FODmm2+uvOCCC3YZEm/69OnjFy9eXAxQXV09OdNrTp8+ffzy5cvzAX70ox9Vjhs3buK4ceMmjh07dtK9995b0fGeAMuXL88fO3bspFRsZ5xxxmiA+++/P3rllVcO68l7zqoGxN3vNrN8YFwqBndv76K4htsQERHpZ+FkJ/SEakBEctott9wy6LTTTtsWiez+tXzq1KmNTz/99Lv19fWhyZMnT5w9e3avPtDvvfde3o033jj01VdffbuysjJeV1cX2rBhQ7YtpAA455xz6q655prqa665pqasrCyRzTXZzoT+aYIJAFcRDH07wswudPfFnRTfTDA6VWrejvShch04KJvXFBERkT1n+flYcTHxOnVCF8nGv//mtRErahqKM5fM3rghZU03nHlYt5MIPvjgg5ULFixYCRAOh72ioiLWsUx5eXli8uTJTcuXLy/I9JoDBgzY7fqOKioqYuFw2Dds2JBXUlKSiEajcYBoNJqIRqNtma4vKChIlJeXxwFCoRBHH310wwMPPBC9+OKLt2W6FrJvgnUjcJK7H+fuM4HPAf/dRdlbgG3AEwQjVB3k7gcmFyUfIiIi+0g4GlUfEJEc1tLSYmvWrCkYP358G8CYMWPaFy1a9F7HcjU1NeFXXnmlZMqUKc2Z7vnGG29knLxw0aJF740ZM6b9qKOOaho0aFD7iBEjJp955pmj77vvvmg2cZ944onb77rrrh2J1dSpU7c/99xzpdlcC9l3Qs9z9+WpHXdfYWZ5nRV09zlmZgT9Ps4HbjGzRcBP3f39bAMTERGRvRMuL1cCIpKlTDUVfaGmpiZSVlbWZY3Fyy+/XDphwoSJoVDI58yZUzN16tSW559/vqSzssHX756JRCIsXrz4nWeffbZ40aJF5VdfffWIl19+ueSmm25ab2a7TW3R2TGAIUOGxGpqavKzft0sy71sZncSTCQI8CW67oROci6Op83sFYKhcb8PvAPckW1gIiIisnfC0ag6oYvksJKSkkRbW1uXLZJSfUDSjw0aNChWW1sbTj9WW1sbHjx4cMamV50JhUIcf/zxTccff3zTKaecUn/xxRePvummm9YPGDAgtmXLlh25wqZNmyJdNe9qbm62wsLCrPp/QPZNsL4OvAlcDswhGE73f3dW0MxKzOxfzOxh4DGgFPikuyv5EBER2YfC0XJ1QhfJYVVVVfF4PG5NTU1ZV18cc8wx25cuXVq6evXqCMDixYuL29raQgcffPBufTc+9alPjXv//fc7bbUEsGrVqrwlS5bs6Pfy8ssvF1dXV7cBzJw5s+Gee+4ZmEgEecWdd95Zeeyxx3Y62NTy5csLJ02alLF5WEq2o2C1Ajcll92Y2UPufkZy90OC2o77gXcJOp5PM7NpyXv9NtvgREREZM+FolF1QhfJcTNnzqxbtGhR6ezZs7MaSXbEiBGxefPmrTn55JPHJhIJKykpid97770rw+FdKkWIx+N88MEHBVVVVV3WjLS1tdm//du/Dd+4cWNeQUGBDxw4sP2OO+5YDTB37tzNl1xySdEhhxwy0cw47LDDtt98880bO7vP4sWLy+bNm7cu2/fco2G2upHeufzXBEnHIcklnQNKQERERPYBdUIXyX1z5sz58IYbbhjSMQGZNWtWw6xZszpNSs4777za8847r7a7+y5btqzw1FNP3VZaWtppvw2AcePGtb3wwgsrOjtXWFjo8+fPX50p/jVr1kRaWlpC06dP790akCzseGPu/uVeuqeIiIjshXB5FG9tJdHSQqiwsL/DEZFOzJgxo/mll16qj8VidDYXyJ6aNm1ay7Rp09b22g27sHLlyvwbb7yxRx34e+9dJpnZLHdfuLdlREREZO/smA29rl4JiEgOu+KKK7b0dwx76rjjjmvq6TW9lYCkd5y5wczWdTjW0XWAEhAREZE+FI4Gs6HH62rJG3xAP0cjIhLoNgExs38DHnD3TNUqV6Vtb6SLzupp3skiNhEREdkLqRoQjYQlIrkkUw1INfBXM3ufYFSrX7v75o6F3H1R2vanezVCERERyag90c7K2pUMKhpEZVElEIyCBRCv10hYIpI7up0HxN2vBEYC/wV8Avi7mT1uZheYWdm+CFBEREQy29K8hTMfPZOn1jy149iOPiC1qgERkdyRcSJCDzzr7l8HRgA/Aq4kaGolIiIiOaCqqIpIKMK6hp1D8YdVAyKS8xobG23atGnjY7EYy5cvz58+ffp4gIULF5aVlZVNmTBhwsSDDjpo0je/+c2hADfffHPlBRdcMDL9HtOnTx+/ePHiYoDq6urJmV5z+vTp45cvX56fKj9u3LiJ48aNm3jwwQdPuvzyy4c1NzdbKobjjz9+TPq1Z5xxxui77rprQMf7HH300eM2bdoU7vhancl2JnTMbDJwDXAr0Ab8Z4byBdkcExERkb0XDoUZVjKMdY07E5BQaSmEw8Trup0uQET60S233DLotNNO29bZELxTp05tfPvtt9969dVX3/7Nb35T+dxzzxV3cou99uyzz65YsWLFW8uWLXv7/fffL/jSl740qqf3+OIXv7jlhz/8YVU2ZTN1Qh8LnAt8EYgDC4CT3H1lFvd+HvhkFsdERESkF1SXVu+SgJgZ4bIyTUYoko3fXzaCD9/q3S/4B0xsYvat3Q7m9OCDD1YuWLBgJUA4HPaKiordZi4vLy9PTJ48uWn58uUZf8wfMGBAlzOfp1RUVMTC4fBuExRGo9HE3Xff/cGoUaM+sXHjxoy1Gen3Offcc2uPPvroQ+bNm1eT6bpMNSB/BAqBc9x9srv/IFPyYWZDzOwIoMjMDjezTyaXTwN9krWJiIgIVJftmoBA0AwrUacmWCK5qKWlxdasWVMwfvz4NoAxY8a0L1q06L2O5WpqasKvvPJKyZQpUzLONv7GG2+8nanMokWL3hszZkx7Z+cGDhyYqK6ubnvzzTczTh6Ufp+qqqp4W1ub1dTUZExcuq0BcfeDUttmNgoY6+5PmlkREHH3zqaH/xzwZWA4uw7H20A3zbbMbAQwHxgCJIDb3f3HZjYQeAAYDawCznb3bWZmwI+BU4Em4MvuvqzbdysiIvIRVl1azdaWrTS1N1GcF/zmF4pGVQMiko0MNRV9oaamJlJWVtZljcXLL79cOmHChImhUMjnzJlTM3Xq1Jbnn3++pLOywVfj3uHuqXvuVkvS3fHKysrY6tWr84cMGdJtopTVRIRm9lXgEmAgcDBBcnEb8JlOAr4buNvMznD3h7K5f1IM+Ka7L0uOsLXUzP5EkMz82d2vN7OrgasJ5h05BRibXI4Efppci4iIfCwNLx0OwLrGdYwdMBYIakDi27b1Z1gi0oWSkpJEW1tbly2Spk6d2vj000+/m35s0KBBsdra2l1qGWpra8ODBw/O2PQqG9u2bQutX78+f/LkyS2rVq3Kq6uri3Q4H6mqqur0tVpbW624uDiR6TWy7YR+GTADqAdw93eATFOqHmpm3+64dFXY3TekajCSNStvE8xDcjpwd7LY3cDs5PbpwPzkKF0vABVmNjTL9yMiIvKRU11aDcDahrU7joWjUY2CJZKjqqqq4vF43JqamrKuvjjmmGO2L126tHT16tURgMWLFxe3tbWFDj744LaOZT/1qU+Ne//99/OyvXddXV3ooosuGnXiiSfWVlVVxQ899NDWjRs35i1btqwQYMWKFfn/+Mc/io466qjdajgSiQSbNm3KGz9+fGum18mqBgRodfe2VNWOmUWATqte0jSmbRcCswiSiozMbDRwOPA3YLC7b4AgSTGzVOJTDaRXla1NHtvQyf0uIajBYeTIkR1Pi8he0PMl0rd68oxVlwUJSHo/kHB5uZpgieSwmTNn1i1atKh09uzZnXVt2M2IESNi8+bNW3PyySePTSQSVlJSEr/33ntXhsO7dr2Ix+N88MEHBV3VVqQ77rjjxrm7JRIJTj311Np58+atBygqKvK77rpr5UUXXTS6tbU1FIlE/NZbb/2gsrIy3vEeS5YsKT788MO35+VlzneyTUCeNbP/JOhYfiJwKfBodxe4+43p+2b2Q+CRTC9kZqXAQ8AV7l7fTXu2zk50mhS5++3A7QBTp07NlDiJSA/o+RLpWz15xgYUDKAoUrRrAlIRJVFfjycSWCjr0fdFZB+ZM2fOhzfccMOQjgnIrFmzGmbNmtVpUnLeeefVnnfeed2Or71s2bLCU089dVtpaWm3/26sW7fu9e7On3TSSdtPOumkf3RXBuCuu+6qvPTSSz/MVA6yT0CuBr4CvA58DXgM+HmW16YUAwd1V8DM8giSj1+5+2+Thzea2dBk7cdQIPXG1hJMjJgyHFjfw5hEREQ+MsyM6tJq1jbubIIVKi8HdxINDTsmJhSR3DFjxozml156qT4Wi9HZXCB7atq0aS3Tpk1bm7lk7zj00EObTz/99KxqcbJ6l+6eAO5ILlkxs9fZWSMRBqoIJjLsqrwBdwJvu3v66FmPABcC1yfXD6cd/4aZLSDofF6XaqolIiLycTW8bPiuNSDRCgDidXVKQERy1BVXXLGlv2PYW9/85jc3Z1t2j9MsM3vc3U/ppsistO0YsNHdu2uDNgM4H3jdzF5NHvtPgsTjQTP7Cqh6lvsAACAASURBVLAaOCt57jGCIXjfJRiG96KevwsREZGPluGlw3lxw4u4ezARYTLpiGsuEBHJEZlmQu9q1nIDpnR3rbt/YGaHAccmDy0G/t5N+SV03q8DOh/u1wlG5xIREZGk6tJqmmJN1LbWMqBwAOFoOYA6ootIzshUA/IS8CydJwYV3V1oZnOArwKpvhy/MrPb3f2WHkcpIiIiWUkNxbuucV0yAQlqQBL1SkBEJDdkSkDeBr6WnPdjF2aWabbIrwBHuvv2ZPl5wPOAEhAREZE+khqKd23jWg4ddGhaEywlICKSGzKNx/fdbsr8a4ZrDUgfIzhO102sREREpBekZkNPTUYYUgIiktMaGxtt2rRp42OxGMuXL8+fPn36eICGhobQaaedduC4ceMmjh07dtIRRxwxvq6uLrR8+fL8sWPHTkq/x9y5c4d9+9vfHgxwxhlnjF64cGFZd685d+7cYTfffHNlqnx1dfXkQw45ZOLEiRMnPPnkkyUA06dPH7948eLi1DXpr7tw4cKyM844YzTA/fffH73yyiuH9eQ9d5uAuPtv3H15F+d+n+HedwF/M7Pvmtl3gRcIRrkSERGRPlKcV8yAggE7RsIK5edjRUXqhC6So2655ZZBp5122raOQ/Bed911BxxwwAHtK1aseOudd9558xe/+MWq/Pz8Pplv69prr137j3/8461rr7123aWXXjqqJ9eec845dU888URFQ0ND1hMN7c0oWJ9092VdnXf3m8zsGeAYgpqPi9z9lT19PREREclOdWk16xo0G7pIT/zXX/5rxLvb3i3OXDJ7YwaMafr+jO93223hwQcfrFywYMFKgHA47BUVFTGADRs25I0aNaotVe6www5rzeY1y8vL4wUFBYnuypSWlsaLiop2K3PyySc3fOlLXyrI9BoFBQWJ8vLyOEAoFOLoo49ueOCBB6IXX3zxtmxi3JvZTr5O0Mm8S8kEpcskRURERHpfdVk1b295e8d+OBpVAiKSg1paWmzNmjUF48ePbwMYM2ZM+6JFi94DuOSSSzbPmjVr3MMPPzxg5syZ9V/96le3TJ48OWMSctddd2Xqp80111yzsbPjCxYsqBg7dmxzputPPPHE7SeeeOL21P7UqVO3P/fcc6V9noC4e7fJh4iIiPSP6tJq/rz6z8QTccKhMOFolIQSEJFuZaqp6As1NTWRsrKyTufJO/roo5vff//913//+9+X/+lPfyo/+uijJzz77LP/KC0t7bR2I5jTe89861vfGj5v3ryhAwcObL/zzjtXJe+3W3Ovzo4BDBkyJFZTU5Of7etlTEDMLAqcDFQTzGy+Hviju9dm+yIiIiKy71SXVhNLxNjUvIkhJUMIRctp/2B1f4clIh2UlJQk2trauuw7EY1GExdeeGHthRdeWHvBBRfw8MMPR+fOnbuprq4unF5u69at4QMPPDCrJlqdufbaa9dedNFFu9ReDBgwILZly5YducKmTZsiAwYM6DRZam5utsLCwm6bfaXrtrOImV1A0ITq00AxUAIcDyxNnhMREZEc03EkrHA0SrxendBFck1VVVU8Ho9bU1PTbtUXixYtKtm0aVMYgqZaK1asKBw9enRbNBpNHHDAAe0PP/xwGcDGjRvDzzzzTPSEE05o7HiPyy67rHr+/Pndzt3XlZkzZzbcc889AxOJIK+48847K4899tiGzsouX768cNKkSRmbbqVk6q3+f4Aj3P3r7n5tcvnfwFTgW9m+iIiIiOw7w8uCBCQ1Ela4XH1ARHLVzJkz6xYtWlTa8fiKFSsKZ8yYMX7cuHETDz300IlTpkxpuvDCC7cB3H333e9fd911Qw855JCJxx133Pirrrpq/aRJk3arAXnrrbeKhg0b1r4ncc2dO3dzaWlp4pBDDpk4fvz4idu3bw995zvf6bTvyOLFi8tmz56d9T8ymZpgGUGzq44SaE4PERGRnDS0ZCiG7UxAolG8pYVEayuhgowD3IjIPjRnzpwPb7jhhiGzZ8/epXbhG9/4xpZvfOMbWzq75ogjjmj529/+tiLTvdvb2+2zn/3s9u7KPPTQQ6s6O15YWOjz58/P2HZzzZo1kZaWltD06dOzrgHJlID8AFhmZouAVMeckcCJwPezfRERERHpWzV1LXz/D29x/lGjOOqgSgaXDN7ZBKti52SEoQMO6M8wRaSDGTNmNL/00kv1sViMjnOB7K0lS5a806s37MTKlSvzb7zxxh514O/2Xbr73Wb2CPA5gk7oBjwD/Ie7ZzXMloiIiPS98qIIf3yjhpEDiznqoMpgLpAdTbDKAYKRsJSAiOScK664otOajv3Bcccd19TTazKmWclEYwGAmZUDY3semoiIiPSl4vwIk4dH+dvK4HtMdWk1L2x4AYBQdGcNiIhIf8s0Cta9ZjYouf054E1gHvCqmZ21D+ITERGRLP3T4FpWrV1HU1uM4aXD2dS0ibZ4G+FoMAiORsISkVyQaRSsw9x9c3L7O8Cx7v5Z4Ag0CpaIiEju2LSCi1//F2bZEpZ9UEt1WTWOs75xPeFo0AQrXqsaEBHpf5kSkFCy2RUEI1+tBkgmJb3bS0ZERET2XNU44gccyhfCS/jb+1uoLq0GgqF4w6kmWPVKQESk/2VKQL4HPG1m/wv4C/BrM7vAzH4JPNHXwYmIiEj2wlO+yJTQe6xZ8douCUiotBTM1AdEJAc1NjbatGnTxsdiMZYvX54/ffr08ennL7roohEHHHDAJ+Lx+I5jN998c+UFF1wwEmDu3LnDvv3tbw8GOOOMM0YvXLiwrLvXmzt37rCbb765MrXf3t7OgAEDDrvsssuq08tNnz59/OLFi4sBqqurJ2/YsCGS2gZYv3595Nhjj92jvuHdJiDu/iBwDjAeGAfkA58C7nf3b+7JC4qIiEgfmXwmCUKM3/gHyvMqyQvlsbZxLRYKES4vD0bBEpGccssttww67bTTtnU2BG88HueJJ56oGDp0aNvjjz/ebWKxp377299GDzzwwNZHHnlkQGrW82wMGzYsNnjw4PZFixaV9PQ1sxkF613gqp7eeE+Y2S+AWcCH7n5o8thA4AFgNLAKONvdt5mZAT8GTgWagC+7+7J9EaeIiEhOKhvC1iEz+PyGJby2upZhpcNY1xAMxRuqiBKvUyd0ka6s/8//M6L1nXeKe/OeBWPHNg277gfdzpHx4IMPVi5YsGAlQDgc9oqKiljq3MKFC8vGjRvXfOaZZ2677777Bs6aNauh6ztBeXl5vKCgoNssorS0NF5UVLSjzP333z/w0ksv3XjHHXdUPfXUUyWZJi4cMGDAjvhmz55dO3/+/MqTTjqp22s6ytQEazdm1pdf8n8JnNzh2NXAn919LPDn5D7AKQRDAo8FLgF+2odxiYiI7BeKp53HcNvMulefpLq0mrWNyckIy6NqgiWSY1paWmzNmjUF48ePbwMYM2ZM+6JFi95Lnb/vvvsGnn322Vu/9KUvbXvyySejra2t1t397rrrrjUnnnhit8nANddcs/GrX/3qNgiaf/31r38tO+ecc+rOOuusrffee+/ATDG/8cYbb6e2Z8yYsf3FF18szXRNR3vSkbzbN7433H2xmY3ucPh04NPJ7bsJJkK8Knl8vrs78IKZVZjZUHff0FfxiYiI5LriyafR9OgVDHrvtwyf+Qne3PImAOFoVMPwinQjU01FX6ipqYmUlZXFOjvX0tJiTz/9dPS2225bM2DAgMSUKVO2/+53vys/99xze+2XhAcffLDiqKOOaigrK0ucd95526ZMmTIsFoutyXZG9mHDhsU+/PDD/J6+7p4kIH/Yg2v2xuBUUuHuG8wsNYVrNZD+F2Vt8thuCYiZXUJQS8LIkSP7NlqRjxk9XyJ9q8fPWH4xyytPYOrmp1hReAJ1rXU0tjUSLi+nbc3qPo5WRHqipKQk0dbW1mmLpIceeqi8oaEhfOihh04CaG5uDhUVFSV6MwFZsGDBwKVLl5amOpbX1dWFFy5cWDZ79uxum3qlNDU1WaYmX53JqgmWmQ02s0+a2eHALT19kT7SWU2Md1bQ3W9396nuPrWqqqqPwxL5eNHzJdK39uQZa590DqXWTOG6IOFY17iOcEWUhOYBEckpVVVV8Xg8bk1NTbt9r12wYMHAH/3oRx+sW7fu9XXr1r2+atWq15977rnyhoaGrL6/X3bZZdXz58+v6Or81q1bQy+//HLp2rVr/556jeuvv371fffdl7EZVsobb7xROG7cuOZsy6dkmgl9ipm9QNDs6f8BNwDPmtkLZvbJnr7YHtpoZkOT8QwFPkweXwuMSCs3HFi/j2ISERHJWWOmf461Pohhq14EYG3jWkLRKPGGBrwHo9yISN+bOXNm3aJFi3bpR9HQ0BBavHhx9KyzzqpNHSsvL09MnTq1ccGCBdFs7vvWW28VDRs2rL2r8/fee++Ao48+uqGoqGjHD/jnnntu7Z/+9KeK5ubmrLpc/OlPfyo7+eSTe/zLRqYmWL8Evubuf0s/aGZHAXcBh/X0BffAI8CFwPXJ9cNpx79hZguAI4E69f8QERGBgaWF/LHweD639XdQFoyENaU8CokEicagOZaI5IY5c+Z8eMMNNwxJb/ZUVlaWqKure7Vj2fQO6sAWgJtuuqnTH+Db29utuxGtLr/88i2XX375lvRjgwcPjm/btu01gBdffHF56vi6dete7+wejz32WMXjjz/+blev0ZVMVTglHZMPAHd/AejxmL+ZmNn9wPPAeDNba2ZfIUg8TjSzd4ATk/sAjwErgXeBO4BLezseERGR/dWmg/6ZAYkYJZa362zoGglLJKfMmDGj+dOf/nR9LNZpX/Q9tmTJknd69YYdrF+/PjJnzpyNVVVV8cyld5WpBuRxM/sDMJ+dHb5HABfQBzOhu/sXuzj1mU7KOnBZb8cgIiLyUXDwhE/y2psHMTQWT/YBORIgmAtkRIaLRWSfuuKKK7ZkLpVbhg0bFjv//PNrM5fcXbcJiLtfbmanEAx5W03Q8XstcKu7P7YnLygiIiJ9b/qBA7klfiwjWv7Amtr3CI8Kml21r1lNUTCojohAIpFIWCgU6nQgI9l7iUTCgF06n2UzE/rjwON9FZSIiIj0vqqyAl6v+CxHxh7lhe0bKJgwgbxRI6n53jUUHHIIBQce2N8hiuSCNzZt2jSxqqqqTklI70skErZp06Yo8Eb68T2ZBwQIxiV399v3OjIRERHpExPGHEjzyiE0eyPb2M7I229n1blfZM1XL2H0gvuJDBrU3yGK9KtYLHZxTU3Nz2tqag4ly+kppEcSwBuxWOzi9IN7nIDQhzOii4iIyN478sCB/OqtycDzrFvxKIMO/wojbvspH1z4Zdb8768zav7dhIqL+ztMkX5zxBFHfAic1t9xfNzscabn7j/rzUBERESkdx11UCWvtR4BwLrlCwEoOuwwqm+6iZa33mLtlVfivTzyjohIJnucgJjZRb0ZiIiIiPSuweWFDCkbBcC6D1+D1mCagbITjmfIt7/N9mcXU/O9awgGlhQR2Tf2pq3b93otChEREekTRx04jEi8iHUhh7cf3XF8wLnnUPm1r1H761+z5bbb+jFCEfm46bYPiJn9vatTwODeD0dERER605EHDeTRFwexpqAZXrsfpvzLjnNVV8whVrOBTT++mcjgIVR84Z/7MVIR+bjI1Al9MPA5YFuH4wb8tU8iEhERkV5z5EGVJJYM5P3oFnj/OVjzIoyYDoCZMfT73ye2aRMbvv1tIgccQOkxM/o5YhH5qMvUBGshUOruH3RYVgHP9Hl0IiIisleqK4ooDVex2VuIlQyCO0+EB86HTSsAsPx8qm++mYKDD2btv/4rNd+/luZXX1W/EBHpM90mIO7+FXdf0sW5HXW4ZjagtwMTERGR3nHwgFG4Jdhw0UI47mp47yn4nyPh95dB7RrCpaWMuP12yo7/NLW/+Q2rzv0i733uZDbdfAut77/f3+GLyEdMb0248udeuo+IiIj0ssOHHQTAixtr4Pj/gDmvwZFfh9d/Dbd8Eh6/mrwSo/qmmxi75DmG/uAH5FUPY/NPf8rKU07l/bPOZuv8e2jf+KFqRkRkr+3NRITpNCmhiIhIjjr+oEP41Qfwwpp3OGPSp6FkEJx8HXzqUnjmenjxZ/DKPXDk1whP+DwV/3w6FWd8gfaNG6n/w2PUPfooG6+7jo3XXUeorIy8EcPJHz4iWI8YQd7wEeSPGE5k8GCsoAAzfS0Qka71VgKin0NERERy1OHVo8GNtz5cteuJ6HA4/ScwYw48/QN47sZgKYzCqBnkjT6WylOPpfLLF9L63ns0LvkL7WvW0LZuLa3vvkvjM8/gbW273tMMKyoiVFCAFRUSKizCCguCdUE+FsnDIhEsL7WOQCSCRfIIFRYQKikhVFy86zq1XV5OZMAAQuXlWKi3GnGIyL7WWwmIiIiI5Kj8cD6FNpC1jWtx991rKAaNhbN+CZ/7v7DqOXh/MaxaAssfC84XDaRg9AwKJsyAmcfAoHFQPgx3J7ZpU5CUrFlL7MMP8dYWEs0tJFqa8eYWEq0twbqlBW9pJRHbjsdieHsbtMeC7VgMb2/HW1tJNDVBpmZe4TDhigrCAyqIVAwgPCC5DBxApHIQkcqBhAdWBuvKSsLRKBYO98lnKyI9pyZYIiIiHwMHFA/j/aYtLHl3M8eOreq8UPlQ+MTZwQJQuyZIRFY9FwzhmzaRIfml2KCx5A0aR96gsRSPHwefOhrKh0HRANjDZlieSOAtLSS2byfR1BSst28nvn07iYYG4lu3Etu2jfi2WuLbthHfto22Ve8TW7aM+LZtkEjsftNQiPDAgUQGVBBOT1gGVBBJbVdUEC4vJ1RevmMdys/fo/cgIt3rrQTkM710HxEREekDEwaNZnXDs5x/54scP76KOZ8dx5QRFd1fVDECpnwxWAAaamDzimDZlFyv+gv8/YFdr4sUBclM2bAgIUltlw2G4kooGhisiwdCpGCXSy0UwoqLCRUX9/g9eiJBvK6O+JYtxLZsJb41bb15y46EpXXlezsSmE4TllQsBQWEyssIl0cJl5YSKikOYisK4gsVFREqLiJUXIwVFmH5eUETs7zUEtmxTTgcNFj3BLjjiURy38ETeDyOx2LQ3r6zRqg9tW4PrguiSq5sZ5JnYHl5hAqDeKyoKIixqJBQURFWVEyoJNmcTUmV5IBMM6FPBu4AqoHHgavcfVvy3IvuPh3A3bf2daAiIiKy58YMHMkfV9dz5Ymjuesv65h961+yT0RSyoYEy4Ezdz3e2ghb3oWtK6FhA9SvD5aGDbDmb8E6vmtfkTagPhyiPr+U+uIK6gtLacovJpFXSDxSRDxSQCJSQCy5jkfyCUcKKcgrpSC/JFgXlFGQX05+QRmFBVGK8oopLiymdPRwig8+OGNneE8kSDQ0ENu6lfi2WhIN9cTrG4g31JPYZd1Aor4+qJHZsjVYNzeTaGrCm5p68KeQA/LyCKf61aQvyYTKipPJS2HhrslMYQFWWBgkZQUFWEEhVpBPqLAw2M7Pw/LyCeXnQV6eBiKQbmWqAfkp8F3gBeBiYImZnebu7wF5fRybiHzENC1dSmzLFkqOOopweXl/hyPysVJdWg3AKZ/M4yvHnMD851dxx+KVzL71L3x6fBVzPjOWw0fu4bReBaW0D57EtophbGnewpaWLWxu3syW5p3rLdtr2Na8hbq2ehpi22lOtHe4SWOwtBMseynsUAyUEKKUEMUWpsQilFoexaE8SkP5FIcLKA0XUBIupDhSRHGkkOKiIorLiikaVURxpITivAMoyiumMK8Ei+RDKA/C+RDOg1AEtwgecxJt8aByIw6e8OS2Q9zxeAKPJ5K1FkEtz44aDLPgy3o4nNYxP1iTl1abEgrt6BsTrJL9ZNyDGpX2dhLNLXhzMjlqbiHR3IQ3N5Noat6lOVuwNAbN2rZvJ15fT3vNBrypOXltM97Sslefv+XlYfn5wZK3a60QeR1qiiKR3QYkSD9m+QUMvvqqvYpHckumBKTU3Z9Ibv/QzJYCT5jZ+eTIyFdmdjLwYyAM/Nzdr+/nkESkC1vuv4/GhY9BKETRJz5ByYwZlMyYQdEnJgf/2YpInxlVPgqAMx45g/L8cgaXDGbqUVXUNhSzbK1x9n1ljB80lFGDihhQEiJabJQXGcUFkCBGe6KdllgLta211LfWU9taS21rLXWtddS21tIU67wmoDhSzKCiQVQWVTJiwBgOLYhSnl9ONLkuLyjfsV8YLiQcChO2cLB2IxRvIdzeQrh1O7HWBtra6mhtbaCtrYGWtkba2hppbd9Oa3sTTbEmtsea2R5vDZZEK9sT7TQl2mlMxNjuLWyiiUZztuNsN0hk+Uu9uVOYthQknCJ3Ctwp9ASFCSffnXygwJ285Ln81EKIPAuRl1pbiDzC5IXCRCxEnkUIW5hIcj8cihCxMKFQmDBhIAwWwohghHFChCyMEyxhCxMKRQiHI4RCESLhCOHkfqQoj3BphHAkQiQSIRQqgVA5WAgsDKHg3jvWFtzf2+MkWuMk2mPBdnsCb4/j7QkSsTjeFjQbS7QF5z2ePB+LJ5uPxUnEYnh7DOKJ4HgsHjQ3a4/hsfZggIL2GB6LQzyWLLNzTSwOIVMC8hGT6X98M7Oou9cBuPvTZnYG8BAwsM+jy8DMwsCtwInAWuAlM3vE3d/q38hEpDM/PqqODRX5HLkqn0NXrWDI/7zK5ltvxYsLKZ46hegxx1AwYRKWX4DlpX45C349I/WrYDi866+G6UsolNWIGMGPh2m/HqbWads7B+Hx3ct2dn22zHZdd7ltHXY7ua67+/RUZ59H2nrHL64dPy/33Semy/az6ea9mHXWzr3jZ5DFZ5TN9o47ZRdbp0KhnB8WdvKgyfzwuB+yun41G5s2srFpIx82fcjm+Aqo2EJhhfMB8EEdUNfVXYw8K6YgVEZxuIziSJTKvKGMLiqnorCCioIBVBZWBktRJYOKBlFeUEJexMgLh4iEjFDICJsRDhmhHeu0P/N9yN1pibewvX0721vraWptoLmtjqa2RpraGmhua6SpfTtNbY00x5poiTXTEm+hOdZKc6yFlngrLfFWmuLtbEm00ZZop81jtCXiwdrjtBOn614mKQmCRmk9fQMdthNAbPdiIXeMnX/PQw7GzmPp5wywtPuml6OTNWGgCKyw43nftVz6/Tt5rfTrdonLgy+rv9v9bcl+LFMCMg+YQNAECwB3/7uZfQb4r74MLEvTgXfdfSWAmS0ATgf2KAFZ/Y+lrPja+cEjY8m+YWlPiieP9euYX31Y77S/t9a0vfhseuNjzeXPL2Fwyp/7Py8ft3EjA8vreGNqhD8clUd9e4hJq+Gw91s57NUXqFr8QuabiOSgf5wwkn/+nz/2dxjdMjM+N/pznZ5rT7SzuWkzW1u3Yh6mrjnB5vo4H9bH2FgXY0NtO+tr26mpa6e5zdnSGmNDrLuv1aksZmXW8YUMwqHgh4WQQcgMI7k2CIVs55fU5LmdOYulWjdllOr3vXMvmUsTJCQJB/cw7hUkPBp8r08eTyScWGJP/seIg8XA4pjFwRJgMSLhBIV5TlEBFOY5hfkhivKhMA8K86EgYhTkOfkRiEScsDkWckIhJ2SOWQIzx8xxTxDzBLFEnHgiQSyRvh0nFo8TSySIx+PEE3Fi8RjxRIJ4IthPJBLJJU7CEyQSTsITQT8Zj+OpHxs8EQzljCeTjOS2sXMbx2GX8zs+b9u57TuSFMfNk8fY7ZqE5XZyLz2XKQE5xd3PN7M57v7j1EF3Xw18tW9Dy0o1sCZtfy1wZMdCZnYJcAnAyJEju75bKERTse34NmrJXwjSn5e9+ZLbK/b2W2431zs50q5uL3guZwH9qu8+mKyfL+CrF9/P9vqt1NfV0dhQy7b6Tawe/gFrDlvHwtYa2jZtpGjbdsIJCMWdUMIJxxOEE04oDuG4E0p+e0j9MrZjIWgisUtsHWP19IPpv7ZD8n9LdhRJvzjTL7NZfryd/vuxyy+NHQ52KG9pMe5+v51vbtfLvOPpTnX8cSW1n/poYOfz5ckvfzv2k8F4+g3Sz2Uh/c/OOvtMvEP4nfybbN284O6fVYfz3ZzO5o+3dNzBWZTaMz15xvZUXiiPoaVDGVo6NOtr2uMJmlrjNLbFaGqN0dgao7ktTnvCaY8laI8naIsniMWd9ngiuTgJd+IJJ+5OIuHEE+zcTtY+BolAKhlIJQDpycLOWsqdCUX3f9vcd09Ygq3kOi3pCZKgZOKTPI5BZEftTYhwCMKhnbU6kZCRHwmRFw6RHwmRHw5REEluJ/dLCsIU50cozg/W+ZH984u1e5CIxeJOW/LPNpWcxXesEzvK7Prnndre+eceS/iO5C+xy5/9zj93+WjJlIAcYWajgP9lZvPp+G90/49+1dn/C7v9TXX324HbAaZOndrl3+SR4w5n5ONv9l50Ih8D2T5fAFZQSmlVKaVpUxDs9ouBiOyiJ8/YvpQXDhEtDhEt1pg0HzdmRl7YyAtDEZrgUXouUwJyG/AEcBCwlF2/8HvyeH9aC4xI2x8OrO+nWEREREREJINu6/7c/WZ3nwD8wt0PcvcD05b+Tj4AXgLGmtmBZpYPnAs80s8xiYiIiIhIF7JqfOjuXzezY8zsIgAzG2RmB/ZtaFnFFQO+AfwReBt40N3VhkpEREREJEdlNfC+mX0HmAqMB+4C8oF7gRl9F1p23P0x4LH+jkNERERE/v/27i/UsrKM4/j3x0xDg1NMZsbglCZI6UWpmSVKhBJkiRUYFhoS4VUXCkWMYd0J6UV/LipMLQZRTKZAi5Bk8iIyZsY0ipwiEcsha+yPGCKZ9nSxljicOTYbZ9615uz3+4HhnLX2gnme/Z7fhnetd+0lHdqiX7/wUeBi4BmAqvoz8JpWRUmSJElaTjnoAVKrHZTsrqqzkzxYVWcmOQb4RVW9vX2JR1aSPH+KbwAABadJREFUJ4E/rvLSccDfJi7naGHvfVrZ+4lV9YaXO3gR5mtV9t6n1XpvlbGe32fou397f8lh50vTWWgJFnBnkhuBzUmuBD4N3NSurHZe7o8zyQNVddbU9RwN7N3ejxTzdTB7t/cjabWM9fw+Q9/923ufvS+DRScgP2Z46N/TDPeBfBH4T6uiJEmSJC2nha+AALcCnwc2Atcz3JR+TqO6JEmSJC2hRW9CfzfDA//uB3YzPOxv9m/AOsK+PXcBM7L3Pk3Zu+9zn+x9+f6vo1HP/du71qRFb0LfAFwHvB/YBFxbVXc0rk2SJEnSkln0Csge4FngXcB5wCeS7GhWlSRJkqSltOgVkLOq6oEV+z5ZVbc2q0ySJEnS0lnoCsjKyce4bykmH0k+kOT3SR5Jsm3uelpK8qYk9yXZm+S3Sa4a9x+b5N4kfxh/vm7uWltJsi7JQ0l+NG6/JcmusffvjcsNl06SzUl2JPndOP7nTDHuPeULzFiv+QIzNoXe8wX9ZmyufKmdRZdgLaUk64BvABcCpzEsLTtt3qqaeh74bFWdCrwH+MzY7zZgZ1WdAuwct5fVVcDeA7avB7469v5PhmfcLKOvA/dU1duAdzC8B03HvcN8gRnrNV9gxqbQe76g34xNni+11fUEBDgbeKSqHq2q54A7gA/PXFMzVfVEVT04/v4vhgCfwNDz9vGw7cBH5qmwrSRbgQ8BN4/bAc4HXryfaSl7T/Ja4L3ALQBV9VxVPUX7ce8qX9B3xnrNF5ixqfScL+g3YzPmSw31PgE5AXj8gO19476ll+Qk4AxgF/DGqnoChg944Pj5KmvqawzPsvnvuP164Kmqen7cXtbxPxl4EvjueOn+5iTH0H7cu80XdJmxXvMFZmxyHeYL+s3YXPlSQ71PQLLKvkPflb/GJdkEfB+4uqqenrueKSS5CNhfVb88cPcqhy7j+K8HzgS+VVVnAM8wzaXqXt7fg/SWsc7zBWZsUr3lC7rP2Fz5UkO9T0D2MTxg8UVbGR6yuLSSvIrhg/u2qvrBuPuvSbaMr28B9s9VX0PnAhcneYxhmcL5DGeTNidZPx6zrOO/D9hXVbvG7R0MH+atx727fEG3Ges5X2DGJtNpvqDvjM2VLzXU+wRkD3DK+C0SG4CPA3fPXFMz43rRW4C9VfWVA166G7hi/P0K4K6pa2utqq6pqq1VdRLDOP+0qi4D7gMuGQ9b1t7/Ajye5K3jrguAh2k/7l3lC/rNWM/5AjM2lV7zBX1nbMZ8qaGFngOyzJJ8kOEswjrgO1V13cwlNZPkPOBnwG94aQ3pFxjW0N4JvBn4E/CxqvrHLEVOIMn7gM9V1UVJTmY4m3Qs8BBweVX9e876WkhyOsONixuAR4FPMZyAaDruPeULzBj0mS8wY1MwX4MeMzZXvtRO9xMQSZIkSdPpfQmWJEmSpAk5AZEkSZI0GScgkiRJkibjBESSJEnSZJyASJIkSZqMExA1k+SFJL864N+2cf9jSY6buz5prTNjUjvmS2pn/aEPkV6xZ6vq9LmLkJaYGZPaMV9SI14B0WySbExyT5Irx+3Lk+wezzTdmGTd3DVKa5kZk9oxX9Ir5wRELW1ccfn60gNe2wT8ELi9qm5KcipwKXDueMbpBeCyGWqW1hIzJrVjvqRGXIKllv7f5eu7gBuq6rZx+wLgncCeJAAbgf3tS5TWNDMmtWO+pEacgGguPwcuTHJ7VRUQYHtVXTNzXdKyMGNSO+ZLOgwuwdJcvgT8HfjmuL0TuCTJ8QBJjk1y4lzFSUvAjEntmC/pMDgBUUsr189+ecXrVwOvTnJDVT0MXAv8JMmvgXuBLVMXLK0xZkxqx3xJjWS4cihJkiRJ7XkFRJIkSdJknIBIkiRJmowTEEmSJEmTcQIiSZIkaTJOQCRJkiRNxgmIJEmSpMk4AZEkSZI0mf8BovduSX/eDscAAAAASUVORK5CYII=\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 xef2_1.0-60.1eV_orb13_E1G.inp.out, pType=a, thres=5.8338808996521685, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb13_E1G.inp.out, pType=phaseUW, thres=5.8338808996521685, 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": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.inp.out_BLM-L_2020-02-13_16-07-48.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb13_E1G.inp.out, pType=a, thres=0.001274609045771842, 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/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.inp.out_BLM-V_2020-02-13_16-07-48.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb13_E1G.inp.out, pType=a, thres=0.0012535141678536477, with Seaborn\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABjYAAAQFCAYAAAASUfGOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAASdAAAEnQB3mYfeAAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVhU1RsH8C+riCjmbmCZlUgiCrjhgom4oYTigqS4a7mmqeWGqZla5FK45y6GCuKKuYCkYCruaAgqibKImAYysswA8/uD586PcWZgBoYB9Pt5Hp7s3jvnnjt3nfue8x49qVQqBRERERERERERERERURWgX9EVICIiIiIiIiIiIiIiUhcDG0REREREREREREREVGUwsEFERERERERERERERFUGAxtERERERERERERERFRlMLBBRERERERERERERERVBgMbRERERERERERERERUZTCwQUREREREREREREREVQYDG0REREREREREREREVGUwsEFERERERERERERERFUGAxtERERERERERERERFRlMLBBRERERERERERERERVBgMbRERERERERERERERUZRhWdAWIKoMtW7YgJiYGMTExePz4MfT19RETE6NRGWfPnkVYWBhu3ryJlJQUVKtWDe+//z6GDBmCAQMGwNBQ/nSbO3cuDh06pLQsHx8fjBgxotTbQ0RERERERERERPSmYmCDCMCqVatQq1YtWFtbIysrCy9evNC4DB8fH1SrVg09evTAxx9/DJFIhJCQECxYsABnzpzBpk2boKenp/C5n376SWGara1tqbaDiIiIiIiIiIiI6E3HwAYRgDNnzuC9994DAHh7e5cqsOHr6wtHR0e54MWoUaPg7e2NP//8E+fPn0e3bt0UPufu7l76ihMRERERERERERG9ZTjGBhEgC2qURadOnRR6ZBgYGKBPnz4AgLi4OKWfk0qlEIlEyM/PL3MdiIiIiIiIiIiIiN507LFBVVpWVpZay5mampZzTVR7+vQpAKBOnTpK57dt2xYikQiGhoaws7PDlClT4OjoqMsqEhEREREREREREVUZDGyQzkn+/UdrZdl17qvWcqp6S5S31NRU7N+/H+bm5nBxcZGbV7duXXh7e6NVq1aoUaMG7t+/j127dmHMmDHw9fWFm5tbhdSZiIiIiIiIiIiIqDJjYIN0r+DtSLn06tUrTJ48GSKRCH5+fqhdu7bc/Dlz5sj9v4uLCzw8PODm5oZly5ahZ8+eMDEx0WWViYiIiIiIiIiIiCo9BjZI56R5Yq2VdePGDa2VpU2vXr3CxIkTERMTAx8fH/Ts2VOtzzVs2BCDBg3C9u3bcfPmTXTs2LGca0pERERERERERERUtTCwQbonydVaURU5doYqIpEIEyZMwI0bN/Ddd9/By8tLo89bWloCAF68eFEe1SMiIiIiIiIiIiKq0hjYIJ3TZo+NyiYzMxPjx49HdHQ0li1bhsGDB2tcRkJCAgCgfv36Wq4dERERERERERERUdXHwAbpXn5eRdegTLKzs5GSkoKaNWuiQYMGsumZmZkYO3Ys/v77b6xYsQIDBgxQWUZWVhYMDAxQrVo1uekPHz5EUFAQ6tati9atW5fbNhARERERERERERFVVQxskO5pMRWVthw+fBgpKSkAgOTkZEilUmzYsEE2f/LkybJ/R0dHY+TIkRg4cCBWrlwpmz569GjcuXMHPXr0gJ6eHo4cOSK3DisrK7Ro0QIA8OjRI0yYMAHOzs5o2rQpTE1N8eDBAxw8eBBisRi+vr4wNjYuz00mIiIiIiIiIiIiqpIY2CCdk+ZVvsDGwYMHERUVJTftl19+kf27aGBDlTt37gAAwsLCEBYWpjB/6tSpssBGvXr14OjoiCtXriAkJAQ5OTmoU6cOunfvjnHjxqFly5Zl2RwiIiIiIiIiIiKiN5aeVCqVVnQl6O2Sc/2o1soysf9Ma2URERERERERERERUeXHHhuke5WwxwYRERERERERERERVQ0MbJDuScQVXQMiIiIiIiIiIiIiqqIY2CCdk+ZLKroKRERERERERERERFRFMbBBusceG0RERERERERERERUSgxskO7lMbBBRERERERERERERKXDwAbpXiXssbFlyxbExMQgJiYGjx8/hr6+PmJiYjQuJzs7G+vXr8eJEyeQlpaGBg0awNXVFVOmTEH16tUVlk9OTsbq1atx4cIFZGVloWnTphgxYgSGDh2qjc0iIiIiIiIiIiIieuMwsEG6l59X0TVQsGrVKtSqVQvW1tbIysrCixcvNC4jPz8fEydORFRUFNzd3dGuXTvExcVh+/btuHXrFnbu3AkDAwPZ8qmpqfD09ERmZiZGjRoFS0tLnD17Fj4+PkhJScGMGTO0uYlEREREREREREREbwQGNkj3KmGPjTNnzuC9994DAHh7e5cqsHHo0CFERUXB29sbCxculE1v0qQJli9fjkOHDmHw4MGy6atXr8azZ8/g5+eHXr16AQCGDh2KqVOnYsuWLRgwYACaNm1atg0jIiIiIiIiIiIiesPoV3QF6C0kkWjtLysrS62/kghBjbI4cuQIAGDMmDFy04cNGwZTU1PZfKAwZdWpU6dgaWkpC2oIRo8ejfz8fBw7dqzMdSIiIiIiIiIiIiJ607DHBumeFlNR2dnZqbVcXFyc1tapjFQqxZ07d9CgQQNYWFjIzatWrRo++eQT3LlzB1KpFHp6erh37x5ycnLQpk0bhbJat24NAwMDREdHl2udiYiIiIiIiIiIiKoi9tgg3dNij43KIj09HVlZWWjUqJHS+Y0aNUJWVhYyMjIAFI6vIUx/nZGREerUqSNbhoiIiIiIiIiIiIj+jz02SOekWgxI3LhxQ2tllUVOTg4AwNjYWOl8YbqwXHZ2drHLV6tWTbYsEREREREREREREf0fAxuke1pMRWVqaqq1ssrCxMQEACAWKx8YXZguLFe9evVil8/NzcU777yj7WoSERERERERERERVXkMbJDuiStPCiltqV27NqpXr64yfVRqaipMTU1hbm4O4P8pqJQtL5FI8OLFC1hbW5dfhYmIiIiIiIiIiIiqKI6xQbonydPeXyWhp6cHGxsbpKWlITk5WW6eWCxGTEwMbGxsoKenBwBo3rw5TExMcPPmTYWybt26hfz8fNja2uqk7kRERERERERERERVCQMbpHv5+dr7qwDZ2dmIj49HWlqa3HR3d3cAwI4dO+Sm79u3D1lZWfjss89k06pXr46ePXsiKSkJp0+fllt+586dMDAwQL9+/cppC4iIiIiIiIiIiIiqLqaiIp3T5uDh2nL48GGkpKQAAJKTkyGVSrFhwwbZ/MmTJ8v+HR0djZEjR2LgwIFYuXKlbLqHhwcOHz6MPXv2IDMzE23btkVcXBx+//13tG3bFh4eHnLr/Prrr3Hx4kV88803+Pvvv2FpaYmwsDCEh4fjiy++QLNmzcp5q4mIiIiIiIiIiIiqHgY2SPfElSeFlODgwYOIioqSm/bLL7/I/l00sKGKgYEBtmzZgvXr1+OPP/5ASEgI6tevj9GjR2PKlCkwMDCQW/7dd9/Fvn37sGbNGlmvjqZNm2LJkiXw9PTUzoYRERERERERERERvWH0pFKptKIrQW8X0bxBWivLbMVBrZVFRERERERERERERJUfe2yQ7uUVVHQNiIiIiIiIiIiIiKiKYmCDdE4qqXypqIiIiIiIiIiIiIioamBgg3SvEo6xQURERERERERERERVAwMbpHPSfKaiIiIiIiIiIiIiIqLSYWCDdE4qzq/oKhARERERERERERFRFcXABumcVFw5e2ycPn0aW7duxb1792BkZAQHBwfMmDEDLVq0KPGzzs7OSE5OVjm/U6dO2LFjh+z/586di0OHDild1sfHByNGjNB8A4iIiIiIiIiIiIjeAgxskO7lSSu6BgoCAwOxcOFCNG/eHLNnz4ZYLIa/vz+8vLwQEBBQYnBj/vz5ePXqlcL0o0ePIjIyEs7Ozko/99NPPylMs7W1Ld1GEBEREREREREREb0F9KRSaeV7y0xvtBcDu2mtrDqHzpW5jIyMDDg7O8PMzAwhISEwMzMDAKSmpsLV1RXW1tbYu3evxuUWFBTAxcUF//77LyIjI1GrVi3ZPKHHRlxcXJnrT0RERERERERERPQ2YY8N0jmpWHtlZWVlqbWcqampynlhYWEQiUQYM2aMLKgBAI0aNULfvn0RFBSEpKQkWFpaalS3yMhIJCcnw93dXS6oUZRUKsWrV69QvXp1GBgYaFQ+ERERERERERER0duIgQ3SuQItBjbs7OzUWq64nhG3bt1SWZadnR2CgoIQHR2tcWAjKCgIADB06FCVy7Rt2xYikQiGhoaws7PDlClT4OjoqNF6iIiIiIiIiIiIiN4mDGyQzhXkVXQN5D19+hRAYQ+N1wnThGXU9fz5c5w9exbNmjVD27ZtFebXrVsX3t7eaNWqFWrUqIH79+9j165dGDNmDHx9feHm5laKLSEiIiIiIiIiIiJ68zGwQTpXINHXWlk3btwocxnZ2dkAAGNjY4V51apVk1tGXcHBwZBIJCp7a8yZM0fu/11cXODh4QE3NzcsW7YMPXv2hImJiUbrJCIiIiIiIiIiInobMLBBOpcv0dNaWcWNnaGu6tWrAwDEYsUcWbm5uXLLqCsoKAhGRkZwd3dX+zMNGzbEoEGDsH37dty8eRMdO3bUaJ1EREREREREREREbwPtNZ0nUlNBvp7W/rShYcOGAIDU1FSFecI0YRl1REVFISEhAb169UKdOnU0qoswjseLFy80+hwRERERERERERHR24KBDdK5fIm+1v60wdbWFoDytFbCtFatWqld3oEDBwAAQ4YM0bguCQkJAID69etr/FkiIiIiIiIiIiKitwEDG6RzlS2w4eLigho1aiAwMBAikUg2PTU1FX/88QccHBzQpEkTAIVjbcTHxyMtLU1pWRkZGTh9+jTef/99lamksrKyZCmuinr48CGCgoJQt25dtG7dWgtbRkRERERERERERPTm4RgbpHP5BZUrnmZubo5vv/0WixYtgpeXFzw9PSGRSLBnzx5IpVIsXLhQtmx0dDRGjhyJgQMHYuXKlQplHT16FLm5uRg8eDD09JSnynr06BEmTJgAZ2dnNG3aFKampnjw4AEOHjwIsVgMX19fpQOZExEREREREREREREDG1QBtNXTQps8PT1hbm6Obdu2wdfXF0ZGRnBwcMDMmTPRokULtcsJDAyEoaEhPDw8VC5Tr149ODo64sqVKwgJCUFOTg7q1KmD7t27Y9y4cWjZsqU2NomIiIiIiIiIiIjojaQnlUqlFV0JertEN3XTWlm2Cce0VhYRERERERERERERVX7ssUE6l5df+XpsEBEREREREREREVHVwMAG6VxlG2ODiIiIiIiIiIiIiKoOBjZI5yQMbBARERERERERERFRKTGwQTqXJ2Vgg4iIiIiIiIiIiIhKh4EN0rk8qV5FV4GIiIiIiIiIiIiIqigGNkjn8lA5e2ycPn0aW7duxb1792BkZAQHBwfMmDEDLVq0KPGzwcHBmDdvntJ5vXv3xq+//qowPTY2FmvXrsW1a9cgkUjQvHlzjB8/Hr169SrzthARERERERERERG9qRjYIJ2ToPL12AgMDMTChQvRvHlzzJ49G2KxGP7+/vDy8kJAQIBawQ0A+PLLL9GsWTO5aRYWFgrLxcbGwsvLC8bGxhgzZgzq1KmDo0ePYtq0aVi2bBmGDBmile0iIiIiIiIiIiIietPoSaVSaUVXgt4uRxp9rrWy3FN/L3MZGRkZcHZ2hpmZGUJCQmBmZgYASE1NhaurK6ytrbF3795iyxB6bOzevRsdOnQocZ3Dhw/HtWvXEBgYiFatWgEA8vLyMGzYMDx8+BDh4eGoVatWmbeNiIiIiIiIiIiI6E1TOXMC0RtNoqentb+srCy1/ooTFhYGkUiEIUOGyIIaANCoUSP07dsXV69eRVJSktrb9+rVK4jFYpXzk5KScPXqVbRr104W1AAAQ0NDeHt7QyQSITQ0VO31EREREREREREREb1NmIqKdE6ixUxUdnZ2ai0XFxenct6tW7dUlmVnZ4egoCBER0fD0tKyxPVMnjwZIpEIAPDhhx9ixIgR8PLygp7e/zc6OjoaAGBvb6/weWFadHQ0PDw8SlwfERERERERERER0duGgQ3SOYle5Rpj4+nTpwAKe2i8TpgmLKOKiYkJ+vXrB0dHR9SrVw8pKSnYt28flixZgtjYWCxdulS2bGpqKgCgYcOGCuUI04RliIiIiIiIiIiIiEgeAxukc/laLOvGjRtlLiM7OxsAYGxsrDCvWrVqcsuo4urqCldXV7lpnp6eGDFiBPbv349BgwahdevWJa7P2NgYenp6yMnJ0XxDiIiIiIiIiIiIiN4CHGODdE6sp70/U1NTtf6KU7169cJ6KRkXIzc3V24ZTRgaGuLLL78EAJw7d06t9YnFYkilUpiYmGi8PiIiIiIiIiIiIqK3AXtskM5pc4wNbSia/unDDz+Um1dc2ih1WFhYAABevHghm1Zceqvi0mIREREREREREREREXtsUAXI19PenzbY2toCUJ7WSpjWqlWrUpX96NEjAEC9evVk04SylK3v+vXrcnUiIiIiIiIiIiIiInkMbJDOSbT4pw0uLi6oUaMGAgMDIRKJZNNTU1Pxxx9/wMHBAU2aNAFQOD5GfHw80tLS5Mr477//FMrNzs7GunXrAADOzs6y6U2aNIG9vT2ioqJw584d2fS8vDzs2bMHNWrUQI8ePbS0dURERERERERERERvFqaiIp2rbKmozM3N8e2332LRokXw8vKCp6cnJBIJ9uzZA6lUioULF8qWjY6OxsiRIzFw4ECsXLlSNt3NzQ1t27aFlZUV6tWrh5SUFBw+fBgpKSkYN24cPvnkE7l1Lly4ECNGjMC4ceMwevRovPPOOzh27Bhu376NpUuXwtzcXGfbT0RERERERERERFSVMLBBOpcHaUVXQYGnpyfMzc2xbds2+Pr6wsjICA4ODpg5cyZatGhR4uf79++PqKgoXLx4ESKRCDVq1EDLli0xd+5c9O7dW2H5li1bIiAgAGvWrMG2bdsgkUjQvHlz/PLLL+jTp095bCIRERERERERERHRG0FPKpVWvrfM9EZb1HS41spamrBXa2URERERERERERERUeXHHhukc5JK2GODiIiIiIiIiIiIiKoGBjZI5xjYICIiIiIiIiIiIqLSYmCDdC6fgQ0iIiIiIiIiIiIiKiUGNkjn2GODiIiIiIiIiIiIiEqLgQ3SOQkKKroKRERERERERERERFRFMbBBOldZU1GdPn0aW7duxb1792BkZAQHBwfMmDEDLVq0KPGzZ8+eRVhYGG7evImUlBRUq1YN77//PoYMGYIBAwbA0FD+VJs7dy4OHTqktCwfHx+MGDFCK9tERERERERERERE9KZhYIN0rjKmogoMDMTChQvRvHlzzJ49G2KxGP7+/vDy8kJAQECJwQ0fHx9Uq1YNPXr0wMcffwyRSISQkBAsWLAAZ86cwaZNm6Cnp6fwuZ9++klhmq2trda2i4iIiIiIiIiIiOhNoyeVSivfW2Z6o33+/kCtlfX7I+W9HjSRkZEBZ2dnmJmZISQkBGZmZgCA1NRUuLq6wtraGnv37i22jL/++guOjo5ywYv8/Hx4e3vj2rVr2LJlC7p16yabJ/TYiIuLK3P9iYiIiIiIiIiIiN4m+hVdAXr75EOqtb+srCy1/ooTFhYGkUiEIUOGyIIaANCoUSP07dsXV69eRVJSUrFldOrUSaFHhoGBAfr06QMAKgMYUqkUIpEI+fn56nx1RPSayMhIDBs2DO3atYOVlRUmT55c0VUikhMcHAwrKysEBwdXdFXeSs7OznB2dq7oaryVLl++DCsrK/j5+VV0VUjL/Pz8YGVlhcuXL1d0VdTi7e0NKyuriq6G2nRx3dJ0HUlJSbCyssLcuXPLsVZvLj4LUGm9jffSNWvWwMrKClevXq3oqqhUFepYFcXHx8PKygqLFi2q6KpQFcJUVKRz2hw83M7OTq3liusZcevWLZVl2dnZISgoCNHR0bC0tNS4fk+fPgUA1KlTR+n8tm3bQiQSwdDQEHZ2dpgyZQocHR01Xg/R2ygpKQmTJ09GrVq14OHhATMzMzRr1gxSqRQRERE4d+4crl69ipSUFOTk5ODdd9+Fk5MTvvjiC9SrV6/U642OjsaZM2dw9+5d3L17F//++y8aNmyI8+fPl6q8nJwcbNmyBSEhIUhJSYGZmRnat2+P6dOn48MPPyxVmS9evMBvv/2G8PBwpKSkwNjYGJaWlujcuTPmzJmjsHx6ejrWr1+PsLAwpKWloXbt2ujatSu++uorNGrUSO31avu7KSoyMhLjxo2Dra0tAgMDi1326NGjmDNnDnr06IENGzaUed26lpqaikOHDsm+x8TEREilUpw+fRrvv/++0s8EBQXh7NmzuH//Pp4/f46CggI0btwYDg4OGDt2LJo1a1bq+jg7OyM5ObnYZVasWAEPDw8AgEQiwe+//47Y2FjExMQgPj4eEokEy5Ytw5AhQ4otRyKRICQkBKdPn8bff/+N//77D3p6eqhbty6sra3x6aefol+/fjA1NS319rwNhJ6hYWFhpXp+qUz8/Pywbt067N69Gx06dFD7c5cvX8bIkSMxdepUTJs2rRxrSBXtTTreSX2pqan45ZdfEBERgfT0dDRo0AA9evTA1KlTYW5urlFZ2noOItJUUlISevTogYEDB2LlypUVXR21CPfX4vB6XH4iIiIQGRmJu3fvIjY2FhkZGWjfvj327NlT7Ofu3buHdevWISoqCq9evcK7774LNzc3TJgwAdWqVVN7/U5OTrL3XMp89dVXbGxIOsXABumcRKq9wIY2CBdlZQ+twrTiLtyqpKamYv/+/TA3N4eLi4vcvLp168Lb2xutWrVCjRo1cP/+fezatQtjxoyBr68v3NzcSrElRG+XixcvIjc3F99++63cOZObm4sJEybAyMgI7dq1Q6dOnZCfn49Lly5h9+7dOHHiBPbu3YumTZuWar3Hjh3D7t27YWRkhGbNmuHff/8t9TaIxWKMGTMG169fh42NDUaOHInU1FScPHkS586dw65du9C6dWuNyoyJicG4ceOQnp6Ozp07w8XFBbm5uUhMTMQff/yhENj477//MGzYMCQkJKBjx45wdXXFP//8g+DgYJw7dw779+9HkyZN1Fq3Nr+b13Xu3BmWlpaIjo5GbGxssWMfCYGPoUOHam39unTnzh2sXbsWenp6sLS0RM2aNfHy5ctiP3P06FE8e/YMtra2qF+/PvT09PDgwQMEBwfj8OHDWL9+vVxKxNIYOXIkatWqpXSetbW17N/Z2dlYvnw5AKBevXqoV68enjx5UmL58fHxmD59Oh48eIBatWqhY8eOsLS0hIGBAZ4+fYqrV68iNDQUq1atwqVLl9Sq886dO9VajoiIqo7Hjx9j2LBheP78OXr06IFmzZohOjoau3fvRkREBAICAvDOO++oVZY2n4NU6dmzJ1q3bo0GDRqUqRx6+9ja2uLEiRNqH8+6ZGFhgYEDlacZV/W8SGXn7++PP//8EyYmJmjSpAkyMjJK/Mz169cxZswY5Ofno3fv3mjUqBEuXrwIPz8/XLp0Cdu3b4exsbFG9Rg9erRcxhNBu3btNCqHqKwY2CCdy5NqL+3SjRs3ylxGdnY2ACi9kAuRa2EZdb169QqTJ0+GSCSCn58fateuLTf/9ReLLi4u8PDwgJubG5YtW4aePXvCxMREo3USvW2EgOPrPxL19fUxY8YMfP7553It9goKCrB48WLs378fK1euxKZNm0q1Xg8PDwwcOBAfffQRjI2Ny5TeYseOHbh+/Tp69+6NtWvXQl+/MENk3759MWXKFMyfPx/Hjh2TTS9JRkYGvvzyS0gkEgQEBKBNmzZy8yUSicJn1qxZg4SEBIwePRrz5s2TTd+9ezd++OEHLF68GNu2bVNr/dr8bl6np6eHIUOGYM2aNQgKCsLChQuVLvfo0SNcuXIFjRs3hpOTk9bWr0s2NjbYu3cvWrRoATMzM3h7eyMqKqrYz/z2229KW1tduHABY8eOxY8//ljmwMaoUaPUan1nYmKCLVu2wNraGg0aNJC1uC9OWloaRo8ejbS0NHh7e2PmzJmoUaOGwnIXLlzATz/9pHad33vvPbWXJSKiqmHJkiV4/vw5Fi5cCG9vb9n0FStWYOfOnVizZg2WLl2qVlnafA5SpWbNmqhZs2aZyqC3U/Xq1Uvdg7u8WVhYsEdkBfjiiy8wZ84cfPDBB0hKSkKvXr2KXT4vLw/z5s2TZQkQfg/k5+dj+vTpCA0NxZ49ezBu3DiN6jFmzBj2aKNKgWNskM5pc4wNU1NTtf6KU716dQCFLadfl5ubK7eMOl69eoWJEyciJiYGPj4+6Nmzp1qfa9iwIQYNGoT09HTcvHlT7fURVUaTJ0+GlZWV0i6xa9euhZWVFRYsWKAwLyIiAhMmTECHDh1gY2MDFxcX/Pjjj3Kt1V/PNTty5EhYWVnJ8n0bGRlh0qRJCmkI9PX1MWXKFFkZpWVtbY1PPvlE41Ytr5NKpdi3bx+AwmBn0eCFi4sL2rZtiwcPHpT4QruonTt34unTp5g5c6ZCUAMAjIyM5P4/KysLR44cgampqcIPkxEjRsDCwgKRkZFITExUa/2l/W5u3bqF6dOno3PnzrCxsUG3bt2waNEihd5ygwYNgqGhIY4ePSq7Pr8uMDAQUqkUgwcPVjsg9LqLFy9i3LhxaN++PVq1aoXevXvj559/RmZmpsKyQu52sViMdevWoXfv3rCxsVGah/zPP//EsGHD0KZNG7Rr1w7Tp09HQkKCwnKNGjVC27ZtlbaCUkVVF/LOnTujVq1aePz4sdpllZWxsTG6deumUcvUNWvWIC0tDf3798fChQuVBjWAwu05ePCg2uUqyyNfNNf5pUuX4O3tDTs7O9jb22PixImIj49XKGfu3LmwsrJCYmIiduzYgT59+qBVq1ZwcnLC8uXLIRKJ1K4TUBjIWbJkCZydnWFjY4OOHTti6tSpuJoyQwAAACAASURBVHPnjsKyxY1noCzvvZWVFQ4dOgQA6NGjh+z6WNac/VZWVvD29sbTp08xZ84cODo6wtbWFh4eHjh27JhGZSUkJOCbb75B165dYWNjgy5duuCbb75ROB+cnZ1lQbGi1/qSgqZz586VpclYt26d3OcuX76MgIAAWFlZqQy4PXv2DC1btpTrDVh0Pxw6dAgDBgyAra0tHB0dMW/ePDx79kxpWenp6Vi1ahX69u0LW1tbODg4YNSoUYiMjFT36yp3ly5dgo+PD1xdXWFvbw9bW1v0798f69atU3mtFaj7XSQmJsqei21tbdG+fXu4ublh0aJF+O+//0pdd02O97y8PGzatAm9evWS3Wt8fX2V/gYQjvdnz55hwYIF6Nq1K6ytreXGSMjOzsbmzZvh7u6ONm3awM7ODp6enjh+/LhCeVKpFIcOHcKwYcPQsWNHtGrVCt26dcO4ceNw4sQJpduWnZ2NH3/8EZ9++ilsbGzQs2dPbNmyBVKpVOnyJ06cwPDhw+Hg4ABbW1u4ublh8+bNSrdPFZFIhBUrVsDJyQmtWrVCnz59sGPHDpXrrAiJiYmIjIyEhYUFhg8fLjdv2rRpMDU1xdGjR0scZxHQ/nOQKqrG2BDuUZru6+joaMyYMUPuGjp27FiVx5Im8vPzERAQgGHDhsmOpZ49e2LBggVy1+ii18Rjx45hyJAhsLOzUzj3NDkuY2Nj8fXXX8vdGwcOHIgffvhBrnGOSCTC+vXr0b9/f9jb28POzg4uLi6YMWOG0vuoKuquDyi8fuzduxdDhw6Fvb09WrdujQEDBsDf3x8FBcozUpS0n/z8/NCjRw8AhdfSovcq4VgpbowNde+lwrqE/XXy5EkMHjwYrVu3Rvv27TFz5sxSZahQ18WLF7FgwQL07dtX9t31798f69ev1+j6FBUVhS+++AJOTk6wsbFB586d4enpifXr1yssm5WVhU2bNuGzzz6TXZ+HDRumlXOkJEL63Hbt2sl+R6xevVrls+KtW7cwZswY2NnZwcHBAWPGjEF0dLTKcTzs7e3x0UcfwcDAQK36XLp0SdYjrWgjJwMDA8yePRsAEBAQUMqtLd6TJ0/w66+/wtPTU/Y7r2vXrpg9ezYePnyodjlpaWlYvnw5evfujdatW6Nt27bo27cv5s2bh5SUFIXl//zzT4wbN072TqFnz574+eefNX5ep6qBPTZI5yRa7LGhDQ0bNgRQmDrq9dYQqampcsuURCQSYcKECbhx4wa+++47eHl5aVQXoSXsixcvNPocUWWzfPlyDBw4ED/99BMcHBzwySefACh8sN28eTM++ugjhRb369atk/Vw+vTTT1GnTh3cu3cP27dvx/nz57F//36YmZnBwsICU6dORVRUFKKiojBw4EBYWFgAgOy/qggv9g0NK/729/jxY6SkpKBp06ZKUxw4OTnh6tWruHTpEjp27KhWmcePH4eBgQHc3d3x4MEDXLx4EdnZ2XjvvffQtWtXhZfFN2/eRE5ODrp06aLwEl1fXx9dunTB/v37cenSpTKnYVDl4MGD8PHxgbGxMZydndGoUSM8evQIgYGBOHv2LA4cOIB3330XAFC/fn18+umnCA0NxalTp/DZZ5/JlZWXl4fDhw9DX18fgwYNKlV99u3bh8WLF6N69ero06cP6tati6ioKNmYJQEBAUq710+fPh23b9+Gk5MTXFxcULduXbn5p0+fRkREBFxcXNC+fXvcvXsXp06dkr1kLcsYGMW5evUqXr58iZYtW5ZL+dqQnZ0texE4derUEpfX1vn7559/IiwsDF27dsWwYcMQHx+Pc+fO4fbt2wgJCVE6Ptby5ctx9epV9O3bFzVr1kRkZCR27dqFq1evIiAgQK0cxYmJifj888+RlpaGjh07ol+/fnjy5AlOnjyJP//8E35+fujevXupt2vq1KkIDQ1FbGysXPowbbQWzsjIgJeXF2rWrAkPDw9kZmbijz/+wOzZs/H06VOMHz++xDKio6MxZswYvHr1Cs7Ozvjoo4/wzz//4NixYwgLC8POnTvRqlUrAIXBjLCwMIVrfUmEFKCHDh1C+/bt0b59e9k8CwsL2NjY4Oeff0ZQUBAmTZqk8HLg4MGDyMvLg6enp0LZO3fuxIULF+Dq6oquXbvi2rVrCA4ORlRUFAIDA+WOm+TkZHh7eyM5ORlt27ZF165dkZ2djfDwcIwfPx5Lly6tFCnzfvvtNzx8+BB2dnbo1q0bxGIxrl+/Dj8/P1y+fBk7d+5U+gJF3e8iLS0NgwcPhkgkgpOTE3r16oXc3FwkJSXh6NGjGDFiRKnTrGhyvM+aNQvXrl1D165d0a1bN5w/fx5bt27FixcvsGLFCoXl09PT4enpCVNTU/Tq1Us23g8AvHz5EqNGjUJMTAxatmyJQYMGoaCgAJGRkZg1axbu37+PmTNnyspas2YNNm/eDEtLS9n149mzZ7h9+zZOnjwJV1dXuXVLJBKMHTsWaWlpcHJygoGBgSwVn1gsVrhWrl69Gps3b8Y777yD/v37w9TUFBEREVi9ejUiIyOxfft2hcYNrxOLxRg9ejRu376NFi1awM3NDZmZmdiwYYNGjSzKm5CKsEuXLgoNGMzMzGBvb4/IyEjcunWrxLELK8NzkKb7+sCBA1i8eDH09fXh7OyMpk2b4vnz57hz5w4CAgIUjiVNiMVifPHFF/jrr7/QuHFj9O/fH2ZmZkhOTkZoaCgcHBwUUrnu2LEDFy5cQPfu3dGhQwe5RiCaHJexsbEYOnQo9PT04OzsDEtLS4hEIjx+/BgBAQGYMWMGjIyMIJVKMX78eNy4cQN2dnYYMmQIDAwMkJqaiqioKLRt2xY2NjYlbqu66xP20ZdffonIyEh88MEH6N+/P6pVq4bLly/j+++/x61bt+Dr66vxfmrfvj1GjhyJ3bt3o0WLFnLpq4um+FRGk3tpUb///jvOnj0LZ2dntGvXDtHR0Thx4gRiY2Nx5MiRMjfcUmbz5s1ITExEmzZt0L17d+Tk5OD69ev49ddfceXKFWzbtq3El/Th4eGYNGkSatWqBWdnZzRo0ADp6emIj4/Hvn37ZI3XgMJnlZEjRyI2Nlbu+hwREYGZM2ciPj6+3Hqa7N27F99//z1MTU3Rp08f1KlTB5cvX8bmzZsRHh6O33//Xe7+dPnyZYwfPx4FBQXo3bs3LC0tERsbi+HDh2s0rlhxhGtm165dFeZ98MEHaNKkCRITE5GcnKz2c5a6Ll68iO3bt6Njx45o2bIlTExMkJCQgD/++APh4eE4cOBAiT2SRCIRPD098eTJE3Tu3BnOzs4oKChASkoKzpw5Azc3N9lvReD/1506deqge/fueOedd3D37l389ttvslSFHKvvzVLxb3borZNXycbYsLW1xb59+3Djxg107txZbp6Q6krZQ8HrMjMzMX78eERHR2PZsmUYPHiwxnURWlfUr19f488SVSa1a9fGqlWrZCllgoODkZOTgzlz5sDY2Bhr166V6wl16dIl+Pn5wc7ODlu2bJF7cRwcHIx58+bh119/xfz582FpaYlp06bBz89P9rJL3Qe/oKAgAMof7HRNaKXywQcfKJ0vDBKtrNWVMhkZGXj8+DGaNm0KPz8/7Nq1S66lX+3atfHTTz/JtdQR6qBqvBFN66Cphw8f4rvvvoOFhQX8/f3lgsgXL17E2LFj8cMPP8i1xBo6dChCQ0MRGBioENgIDw/Hs2fP8Omnn6Jx48Ya1yc5ORnLli2DqakpAgMD5R60Fy9ejICAAPj6+uL7779X+tljx44pfRku1G3Tpk1yL6x37dqF5cuXY8mSJdi1a5fG9VXm5MmTuH//PnJycpCQkIBz586hdu3a8PHxKXPZu3btUpkzeeLEiRoNPFjUnTt3IBaL0ahRI5XnQ3kIDQ3Ftm3b5F58rVq1Clu2bMHBgwcxYcIEhc9cv34dhw8flv3wmzVrFr766iucPn0aW7dulfthrcrixYuRlpaGGTNmYNKkSbLpn3/+OUaMGIG5c+fi7NmzKnutlGTatGlITk5GbGys2unD1BUXF4c+ffpgzZo1sheKEyZMwKBBg7B27Vr07t272Jd/UqkU3377LUQiEXx9feXO4RMnTmDmzJmYM2cOTpw4AX19fYwePRqZmZkaX+tdXFxQs2ZNWWBD2QsMd3d37N27F+fPn5c7L6VSKQIDA1G9enW4u7srfC4iIgIHDhyQBeyBwoDXrl278PPPP8vGlwEKe46kpKRg9erV6Nevn2z6y5cv4e3tjWXLlsHZ2Rn16tUrcZuCg4ORnJys1vYDhQEcDw8PtZZdvHgxLC0toaenJzd97dq12LhxI06dOqX0Zam638WpU6eQnp6O+fPnY9SoUXJlZGVllbp3HaDZ8Z6YmIjjx4/LUsTOnDkT7u7uOHz4ML7++muF5+979+7B3d0dy5cvVwioLl++HDExMZg9e7bctSI3NxeTJ0/G5s2b0adPH9nLyf3796Nhw4Y4fvy4Qk9wZQ2a0tLS0KJFC+zYsUOWnnbq1Kno3bs3du7ciS+++EL20vXGjRvYvHkzGjdujMDAQNl2zJo1C1OnTkV4eDi2bduGL7/8stjvcvv27bh9+zZ69eqFX375ReEc15SyFubFad++vVrn+D///AOg+GeXyMhIPHz4sMTARkU/BwGa7esHDx5gyZIlMDMzw969e/Hxxx/LlSU0yiutdevW4a+//kL37t3x66+/yr3kFovFSls7X7p0Cfv375e7DgCaH5eHDx9Gbm4u1q9frzA+ZUZGhuy8uXfvHm7cuAEXFxeFlvoFBQVKe9cqo+76AGDTpk2IjIzEiBEjMH/+fNlL+Pz8fPj4+ODgwYPo3bu3rBx191OHDh1gYWGB3bt3w9raWu2X7ZreS4uKiIhAUFCQXM/HWbNm4fjx4wgNDdUoMJacnKz0PH/9XP7++++V3mOEZ67Q0FD07t272HUdOHAAUqkU/v7+aN68udy816+h33//PWJjYzF37lyMGTNGNj0nJweTJk3C+vXr0atXL62mzAUK7zErVqyAmZkZAgMD5Z5pfXx8cODAAaxatQqLFy8GUHj8zJ8/H2KxGNu3b5d7F+Xv76/090ZpqHOdS0xMREJCgkaBjR07digEhM3NzeUGlndycsJff/2lEEi4ffs2hg8fjtWrVyvtcVNUREQEUlJSMHHiRMyaNUtunlgslutddf78eWzevBnt27fHxo0b5eoXEBCAxYsXY+PGjQrlUNXGVFSkc3ko0NqfNri4uKBGjRoIDAyUe1hLTU3FH3/8AQcHB9mP9OzsbMTHxyMtLU2ujMzMTIwdOxa3b9/GihUrig1qZGVlKe3W//DhQwQFBaFu3boaDxZMVBnZ29vjq6++QkJCAhYtWoQ5c+bg2bNnWLhwocIDvpCy6vvvv1d4cerh4QFra2uNU528Ljo6GuvXr0eNGjUwY8aMMpWlDcIPL1XphoTWPOr+QHv+/DmAwodqf39/zJ49GxcuXEBkZCS++eYbiEQiTJs2TS7NjrbroKmAgABIJBIsWLBAoWeco6MjnJ2dER4eLndt7tq1KywsLBAVFaXwoqGsg4YfPXoUEokEI0aMUGg9JIz5cOTIEaXd5r/66iuVQQ0A6Nixo0Ir/BEjRuC9997DpUuXNHphWZxTp05h3bp12Lp1K0JDQ2FhYYGtW7fCzs6uzGXv3r0b69atU/pXUrqa4ghpa1T1jgwODoafn5/c3927d0u9PoGrq6vCSy/h2Ll9+7bSz4wcOVLuR5++vj6++eYb6Ovrq5UiKzU1FZGRkXj33XcVejfY29ujX79+SE9Px5kzZzTdHJ0Q0hYUfVHSpEkTeHt7QyKR4MiRI8V+/vr16/jnn39gZ2enEJh0dXWFg4MDHj58iGvXrpVL/YsSetXu379fbnpkZCSSkpJkrepf99lnnym8wJs2bRpq1qyJ48ePy64PsbGxiIqKQq9eveSCGkDhoKrTpk1Dbm4uTp06pVZ9Dx06pPL8U/YnpGdSR5MmTRReOAGQBSEiIiKUfk7d70KgbPw4U1NTnY0rN3v2bLlx70xNTeHm5oaCggKl6WuMjIzw7bffKgQ1/vvvPxw9ehQ2NjYKAdBq1aphzpw5kEqlCs8thoaGSlslq7p3LFy4UO67qVu3Lnr06IHMzEy5FB7CtWfSpElywRlDQ0N8++230NfXl90fixMcHAx9fX2F9JjCOa4pTY7XdevWqd0rRHgmUNULTZNnl4p+DhKou68DAgKQl5eHyZMnKzxLAyhTvvv8/Hz8/vvvMDExwZIlSxRa7hsbGys9VocOHapwHQBKf1wqux6Ym5srvKBXtpy+vr5CKtqSlLS+goIC+Pv7o379+pg3b57cOWxgYIC5c+dCT09P7nwvz/0ElO1eKqRQLWrIkCEAVD/7qJKcnKzWuazqHjN69GgA0Cg1o7IU4UWPy+fPnyMkJARt2rSRC2oAhft61qxZkEqlCAkJUXud6jpy5AgkEgm8vb0VGup8/fXXMDU1xeHDh2Uv4q9evYqkpCR07txZoYGtl5eX1saJE65fJV0zi6Z+VsfOnTsV9v3raajr1auntHdEq1at0LZtW/z1118qU7m9TlkDKmNjY7mGQLt37wYA/PDDDwrXdS8vLzRr1qzM7xSo8mGPDdI5bQ4erg3m5ub49ttvsWjRInh5ecHT0xMSiQR79uyBVCqVS5cTHR2NkSNHYuDAgVi5cqVs+ujRo3Hnzh306NEDenp6Cj/srays0KJFCwCFA9tOmDBB1iXV1NQUDx48wMGDByEWi+Hr61suXUCJKsKECRNw+fJlWZqZ/v37yx6ei7p58yaMjIxw8uRJnDx5UmG+RCLBixcv8N9//5UqXcXDhw8xadIk5OXlYfXq1VViQGFleZV37typ8OPaxcUF1tbWsofC/Px8jB07Vu6l6bhx4/Ds2TPs2LEDu3btUntAzfLOqS2MJxQVFaX0x9Tz58+Rn5+PhIQEWVoBfX19eHh4wM/PD4GBgZgzZw6AwhfGERERaNCgAT799NNS1ScmJgYAlKb+Mjc3xyeffIIrV67gn3/+kV3TBba2tsWW3a5dO4VpBgYGcHBwwOPHj3H37l2tdP9es2YN1qxZA5FIhHv37mH9+vXw8vLC0qVL1W69rUpYWJhWW/+/TtmPXqDwhe7rP5ItLCxKTNNQEmWpKoSePhkZGUo/UzSlkaBJkyZo3LgxkpOT8fLlS5W9WoD/H2MODg5K08J07NgRR48eRUxMDAYMGKDWduhS48aNlfbIEL4XYftUEearapXdsWNHXLt2DTExMUrPGW36+OOP0a5dO5w/fx5PnjyR7fsDBw4AgMp0osqOgZo1a8La2hpRUVGIj4+HtbW1rNevSCRS2qJVaGEqtD4vibIxq7QlKysLu3fvxpkzZ5CQkIBXr17JXf9fb9AjUPe7cHZ2xurVq7F06VJERkaiS5cushzhqs778qDpOW9hYaGQVhAofPmXn58PPT09pfs2Ly8PgPy+dXNzw549e9CvXz/06dMH7dq1g52dXbEvmoTeAkUJL0SLvoAq7t71wQcfoFGjRkhKSir2+iQSifDo0SM0btxY6TOSsn1dkri4OI0/ow3CsauNY0sXY4tosq+F56by6Hn8zz//IDMzE61bt1Y7DTOg+vlH0+PS1dUVu3fvxpQpU9C7d2906tQJ9vb2CsfjRx99BGtraxw/fhzJycno0aMHHBwcYGNjo/AbWtn5OXDgQFhaWqq9vocPHyI9PR1NmzbFxo0blW6riYmJ3PlenvsJKNu9VFkmipKefVRp3769WvemV69eYdeuXQgNDUVCQgKysrLkzi11xvdwc3PD2bNnMWjQIPTt2xcdOnSAg4ODwrEaHR2NgoICSKVSpftfCLgrG0+trP7++28Ayo/5d955B1ZWVrhx4wYSEhLw8ccfyxrp2NvbKyxvYGCANm3a6GSMvNJeM8+dO6dWkC40NBT79+9HTEwM0tPTZfdIQWZmZrEBSUdHR9SrVw/r169HdHQ0nJycYG9vjxYtWigEPG/evAkTExOVDW0KCgrw5MkTZGVlMR3VG4SBDdK5vILKFdgAAE9PT5ibm2Pbtm3w9fWFkZERHBwcMHPmTIWXV8oIrbzCwsIQFhamMH/q1KmycurVqwdHR0dcuXIFISEhyMnJkeX/GzduXKXOg06kKT09PfTs2VPWEuf1FBQC4SFH1UCugqysLI0DGwkJCRg5ciQyMjKwevVq2SB9FU14maFqEDNlLRJ3796t0LJfeMFb9GXF613qhWk7duxAdHR0meqgTenp6QCAbdu2Fbvc6wOADhkyBBs2bMDhw4dlOZCDgoJQUFCAQYMGqT2Y3uuEoJGqdIDCdGUtmkpKIagq1YwwXdutQYU84xs3bsSgQYOwePFidOrUqcytBMuD8N2p+mFb9EfzmjVrsGnTJq2sV9kLPqFltqrWY8pecgKF+zE5ORmZmZnFBjbUPcbKu3VwaZX1OBbmqxpYXtfb//nnn+PKlSsIDAzE9OnT8ezZM5w9exbW1tYqX9YVdwwA/6+7cH27cOECLly4oLIO6gxwXJ4kEglGjRqF6OhoNG/eHK6urqhTp47sXFi3bp3KwV3V/S4sLCwQFBQEPz8/RERE4PTp0wAKX6aNHTtWLm1FeVJ2bgr3C2XnvKrzVNi3t2/fLraF86tXr2T/njdvHpo0aYKDBw9iy5Yt2LJlCwwNDeHk5IS5c+cqvNhWdR0R9kt+/v9/T6lzXUlJSSn2+iTc70vap5WB0ApX1XVC2BZVvTCKqujnIKB0+1qTwIO6hGcbTctWdWxoelza2tpi79692LRpE06dOiV7MfnBBx9g6tSp6N+/P4DCc3bXrl1Yv349Tp06hZ9//hkAUKNGDQwcOBBff/21rAW3st8V7du3h6WlpdrrE873hISEYn+nFD3fy3M/FS2/NPdSZcdycdfBshKLxfD29sbff/+N5s2bo1+/frJ7TEFBATZs2KDWAOKurq4wMTHBjh07EBQUhH379gEoDNTMmjVL1gNX2F+3bt3CrVu3VJZXHvde4Xqh6pgX9pdwrgn7p6Rnq7IqqedZeV7ntmzZglWrVqF27dro1KkTGjduDBMTE+jp6eHUqVO4f/9+ifu/du3aOHDgAPz8/BAeHo5z584BKLxfDR8+HF9++SUMDAyQn58v20Z13ikwsPHmYGCDdC5fSymktK1Pnz7o06dPsct06NBBaesjTVok1a9fX2FwMaI3VUJCAn788UeYm5sjMzMTCxYsQFBQkEJXUjMzM0ilUq0PThkfH49Ro0YhPT0da9euVfrCv6IIXZSLphgo6tGjRwDk86GePXtWZXkNGjSAmZkZRCKR0h/JQkuYnJwchTqoyh2trA7aJLx0uHbtmlovIAQNGzaEk5MTwsPDER4eDhcXF1kKDWU9gtQlPND/+++/SlMHCCmTlD34l9TK6d9//y12enm9NDE2NoajoyPu3buHmzdvlnifqwhCK8snT54gISGh3I43bXj+/LnSgd7V3Y9FjzFlhGOs6PkgHFtFX24JdB0AKetxLMwXtvN1yra/PPXs2RP16tVDUFAQpkyZUuyg4QIh7d/rXv8OhP8uWLBAKy/uy2uMjbCwMERHRyv0RgYKe2oU93JA3e8CAD788EOsXbsWeXl5iI2NxV9//QV/f3/88MMPqF69epmu3eVF1XVd2K7Ro0dj3rx5apVlYGCAUaNGYdSoUXj+/DmuXbuGkJAQnDx5Eg8ePEBISEipe2wXva4o621R3L1LIJxzJe1TTZTXGBvCNbikZxd1xmyq6OcgTQn78OnTp1q/TgrPjuq0ni+qpPNEk+PSzs4Omzdvhlgsxp07dxAREQF/f3/MmjULderUQadOnQAUPtPOnz8f8+fPx6NHjxAVFYX9+/fD398fL1++lP3WLuk3ujrrE+rXs2fPEl+Wvr7t5bGfipZfWe6lxTlz5gz+/vtvDB48GD/88IPcvCdPnmDDhg1ql+Xs7AxnZ2dkZWXh1q1bOHv2LPbt24cvvvgChw8fRrNmzWTfzbhx4/DNN99odVtKInzf//77r9JnRaH3o1DHossrU5rrrjIVdZ0Ti8XYuHEjGjdujODgYIVUdpcvX1a7LAsLC6xcuRIFBQW4f/8+Ll68iN9//x2//vor9PX1MWnSJBgYGMDU1BQ1atTQKL0ZVX0cY4N0TlKQr7U/Iqq8xGIxZs6ciezsbKxevRoTJ07EvXv3FB5qAaBNmzbIyMjA/fv3tbb+uLg4eHt7IyMjA35+fpUqqAEA7733Ht59910kJCQgMTFRYf758+cBKO/OrIqwrLLvUZhWNN1R69atYWJiguvXryu0ViwoKJA9FGpSB020adMGQGGOWU0JLx4DAwNx4cIFJCcno3PnzmVK5ySkNlL2oP3y5UvcvXsX1apVUxh/Qx1XrlxRmJafny/Lf1zWtErFEV5SvJ4nvrKoXr26rGVkSQMIVjRlwdfExEQ8efIEFhYWxfbWACDLQ37t2jWFrvjA/4+9or03haDkkydPFJZXNi4AALnc4Nr05MkTJCUlKUwXvhdledaLEo5zVUFsYXrR7S/tthQd3FUVIyMjDB48GE+fPkV4eDgCAwNl4y6ooqzumZmZCtcHYby00lzflCmvMTaENBe9evVSmKfsulWUut9FUYaGhrCxscHEiROxevVqAFDa21kT5XW8q2Jrawt9ff1S79u6devKBuju2LEjHj9+jHv37pW6PsXdux49eoTU1FRYWloWe30yMzPD+++/j6dPnypNfVKahiflNcaGEPyIjIxU2OcikQjXr1+HiYmJWmMWVvRzkKaE5yZV496URbNmzVCrVi3ExcVpHNxQpizHpbGxsWysvgULFgBQfZ14//33MWTIEPj7+8PU1LRU15Pi1id8Lzdv3pQbpLg4muwnde5VryvNvbSiCC/Nld1jStugzdTUg1nttQAAIABJREFUFI6OjliwYAEmTJiA3Nxc2Xdta2sLPT09nYzV9TrhGUjZdqWnpyMuLg7Vq1eXBRqE/Xj9+nWF5fPz82UpzcpKuH4pOx4fPnyIxMRENGnSRCspcYtKS0tDVlYWHBwcFIIamZmZiI2N1bhMfX19WFlZYfTo0diyZQuAwlRXgtatW+PZs2ey447eDgxskM7lSfO19kdEldePP/6ImJgYjB8/Hl26dMH06dNhb2+P/fv348SJE3LLCoPH+fj4KP0xlZWVpdHD3d27dzFy5Ei8evUKGzZsUBi0WdceP36M+Ph4uR9Eenp6GDZsGADA19dX7sd5aGgorl69io8++kijvNbDhw8HAGzcuFEuXdLLly9lLaKKDmJbo0YNuLu7IysrS6EVmr+/P5KTk9GlSxeFnPrKtqc0hg8fDiMjI6xYsUJpzxWxWKzyxZGTkxMaNWqEyMhI2cvw0g4aLvjss89gZGQEf39/hQfiX375BSKRCJ999lmpWtVeunQJ4eHhctP8/f3x+PFjdOjQoUw/Jv777z+VrRLDw8MRGhoKU1PTch+zoCxmzJiBBg0a4OjRo1i+fLnKFAGq0oVo65gsyevp4AoKCvDTTz+hoKBAoXV8Wloa4uPj5XpVNGrUCJ07d0ZycjJ27dolt/ytW7dw/PhxmJubywVihZRIwcHBcsGQJ0+eqAwECQMkp6SkKJ1/+fJlWFlZaTwgcH5+Pn7++We561ViYiL27NkDQ0NDhUFMX+fg4IAPPvgA165dUxhP6eTJk7hy5QqaNm0KBwcHtbdFFeFzygJCRXl6esLAwABLly5FUlIS3Nzcim3lKoyBUpSfnx8yMzPRr18/2fVBGBjzzJkzCAoKUlpWXFycyhbyr9uzZw/i4uLU/lN3TA7h2vP6i5jExERZihdV1P0uoqOjlbY8Faa9Pnivs7MzrKyslAbRlCntMVJadevWhZubG+7cuYP169crDVI+fvxY1mhBLBbj4sWLCuM1SCQSWU57ZQPiqmvQoEEACu/9wtgtQOH5+uOPP6KgoACDBw8usRwPDw8UFBSoPMc1pcnxGhcXh2nTpqlV7nvvvYcuXbogOTkZe/fulZvn5+eHrKwsuLu7K6QZiY+PV8irX9rnoLlz58LKygrBwcHqfh1a4eXlBUNDQ2zYsAEPHjxQmJ+amir3/5rcGw0MDPD5558jJycH3333nUJ6GLFYLHd8lUTT4/Lq1atKeyEK10jhOpGYmKi0AU9GRgYkEonSwcCVUXd9hoaGGDFiBJ49e4Zly5bJ9XwWpKWlye0PTfZTrVq1oKenV+K9qqjS3Esriqp7zOPHj2XBbXX89ddfyM3NVZgu3EeEa2iDBg3Qr18/3Lx5E5s3b1YaMHr06JFCD0gvLy9YWVmVqTGCu7s7DA0NsXv3boVGa2vWrJFdm4Qx1tq1awcLCwulKSsDAgK0Nr5Gx44d0bRpU1y6dEmWxgn4/zMdoHpcsbJo2LAhjIyMcPv2bWRnZ8umi8ViLFmyRO1ex7GxsUrv76/vewCyAeMXLFig9Lnj1atXxaYoo6qpcjbdozdaXoHiwz8RvVlCQ0Ph7++P1q1bY8aMGQAKfzCtXr0aAwYMgI+PD1q1aiX7oejo6IhZs2Zh9erV6N27N5ycnGBpaYmsrCykpKTgypUrsLe3L3EsBqDwh83o0aORnp4OR0dH3Lx5U2lQZNSo/7F3nwFS1ff+gL+zlSK9KkUpdiO52IgNQQliiVhjiYliQyUmaIzG3FxLghqj5h819liC8RoTldiNEgzYEJGo2LtGFFAQpO2yu/N/4WUTspRdOMNhjs/zanbO7O98ztQz8znle6vdunpF3n777bjhhhuWu27+/Plx9tln1//94x//eLktU4455pj46KOPGpx8+dhjj40JEybEI488Eoceemh84xvfiI8//jgefvjhaN68eVx44YUNToq2KjvvvHMcffTRMXbs2Nhvv/3qC53HH388Pvnkk9hrr70anJB49OjRMXny5Lj55pvj1VdfjW233TbefvvtGD9+fHTo0CHOPffcBvNZ2fI09b7p06dPjBkzJn7605/GfvvtF7vttltssskmUVNTEzNmzIipU6dGu3btVnhC+dLS0jj44IPjt7/9bUybNi06deoUgwcPbvR9tSLdu3ePn/zkJ3HBBRfEgQceGMOGDYv27dvHlClTYtq0adG7d+/40Y9+tEZjDxo0KEaNGhV77bVXbLzxxvHaa6/F3//+92jbtu0K7+N/v8+WnZDy0ksvrT9u9CGHHBLbb799RHz5BXn48OGx9dZbR9++faNLly4xf/78eO211+If//hHlJeXx5gxY1Z5Yr7GuPXWW1f6mvnPQ4hcf/319bmXnRzxrrvuqt+Cbrvttlvu0DNdunSJW265Jb7//e/HrbfeGuPGjYsBAwZE9+7do6SkJD777LN4/vnn47333osOHTo02MV/Zc/JpPXv3z+GDx8ew4YNi1atWsUTTzwRr732Wmy99dZxwgknLHfbyy+/PO6555646KKLlis9zj///DjiiCPikksuiSeffDK22Wab+td9SUlJXHjhhcv9sN6vX7/YYYcdYsqUKXHooYfGgAED4tNPP40JEybErrvuusIfQ77xjW/E7373u/jZz34WQ4cOjRYtWkTr1q3jO9/5TkT8a8v2pp6PZvPNN48XX3wxDjrooNhll13iiy++iIceeijmz58fZ5555goPN/Lvcrlc/PKXv4xjjz02Ro8eHffff3/07t073n333XjssceiZcuWcckllyz3vjdgwIAoKSmJyy+/PN5888365+App5yyynn16tUrunTpEg888ECUl5fHhhtuGLlcLg444IDlisSNNtooBg4cWH+ov1Udhiriy5PBHnHEETFs2LDo1KlTTJ06NaZOnRrdunVr8P5w2WWXxfe+97346U9/GmPHjo1+/fpFq1at4pNPPok33ngj3njjjfjjH/+40vMarAuDBg2KjTfeOG6++eZ44403Ysstt4yPP/44JkyYEHvssccqy4LG3hf33Xdf3H777bHDDjtEz549o02bNvHBBx/EhAkToqKiosH5t5Y9Pxu7l9nqnu+F8D//8z/x/vvvxxVXXBH33ntv9O/fPzp27FhfaL700ktx+eWXR48ePWLJkiVxzDHHRLdu3aJfv36x0UYbRVVVVTz11FPx9ttvx+DBg9doT8Bl+vfvH8cff3zceOONsd9++8XQoUOjefPmMWnSpHjjjTdiu+22i+OOO26144wYMSIee+yxeOSRR+LAAw+MXXfdtf41vv3226/ycJjr2rnnnhuHH354/OIXv4inn346+vTpEy+88EJMnjw5Ntlkkxg9enSD/9lnn30iouHhidZkPWhN30PXVt++fePcc8+Nc889N4YPHx577rlnbLLJJjF37tyYPn16tGzZcrkSqqmfjaeeemq88MILMWHChBg6dGjsscce0bJly/j444/jySefjB//+MeNOsRdRNOflzfddFM8+eSTseOOO0aPHj2iRYsW8dZbb8XEiROjTZs29e/Nr7/+epx66qmx9dZbx2abbRadO3eOOXPmxPjx42Pp0qUNPotXprHzi/jy8+a1116LO+64IyZMmBADBgyILl26xGeffRbvv/9+PP/88zF69Ojo27dvkx+nli1bRr9+/eK5556LM844I3r16hUlJSUxePDglZ7rc00+S9Oy5557Rvfu3ePGG2+M1157LbbYYouYMWNGPP7447HHHns02NhtZS688MKYOXNm7LjjjtGtW7coLS2N6dOnx7PPPhvdu3ePYcOG1d/2vPPOi/fffz8uv/zyuPvuu+v3GJg9e3a89dZbMX369PjNb36z3LrAsuJ5bfZu7tmzZ5x11lkxZsyY+nXFdu3axeTJk+OFF16Ivn37xhlnnFF/+9LS0hgzZkyccMIJceKJJ8bQoUOjR48e9Ydr3G233WLSpEkNHscpU6bEXXfdFRH/OrfLO++8U//dYdm65DJlZWVx0UUXxbHHHhunnnpq7L333tG1a9d46qmn4uWXX44ddtihyRu6NEZ5eXkceeSRceutt8a3vvWtGDRoUFRVVcUzzzwTCxcujO23375RRdLEiRPj17/+dfTv3z969eoV7du3j48//jgee+yxKC0tjREjRtTfduDAgfH9738/rrzyyhgyZEj9bwoLFiyIjz76KJ577rnYeeedm3QINNZ/ig3Wudr8+nmODSAZM2bMiHPOOSdatWoVl1122XIriBtuuGGMGTMmTj311Bg9enTcfvvt9Vt0nnjiidG/f/8YO3ZsTJ06Nf72t7/FBhtsEF26dInDDjus/lA1q/PFF1/Unzju6aefjqeffnqFtzvwwAPXqNj49NNPGxziY/HixctdN2rUqAa73K5IRUVF3HLLLXH99dfH/fffH7fccktssMEGseeee8Zpp51W/wWpKf77v/87ttlmm7j99tvj3nvvjdra2ujdu3ccf/zxceSRRzZYOW7Xrl388Y9/jKuuuirGjx8fU6dOjbZt28ZBBx0UP/jBD5p0suk1uW8OOOCA2GKLLeLmm2+OyZMnxxNPPBEtWrSIzp07x9ChQ5f7ovKfDj300Ljmmmvqt5ZP4lBLRx11VGy88cZx0003xV//+tdYvHhxbLjhhnHcccfFyJEj1+g5E/HlLvjf/va349prr42///3vUVZWFt/85jfj9NNPX+FxwFd0GJllJ9yN+LJIWFZsbLTRRjFy5MiYMmVKPPXUU/H5559HWVlZbLjhhvHtb387vve9763Vj2bL/P73v1/ptFGjRi1XbEyaNKnB1nnTpk2LadOm1f/9n8fU79OnT4wbNy4eeOCBeOSRR2LatGkxYcKEyOVy0aFDh9hiiy3i+OOPj3322ae+4FnXzjnnnHj00UfjzjvvjI8++ijatm0b3/3ud+MHP/hBg3MHrcyyEwhfffXVMXHixHj22WejZcuWsdtuu8XIkSNXeNLqq6++Oi655JIYP358jB07NjbZZJM488wzY5dddomHHnqowe132223OPvss+POO++MW265JZYuXRrdunWr/6F32WFv/n0PrsZo06ZN3HDDDfGrX/0q7r777liwYEH07ds3RowYscrDN/27fv36xZ///Oe45ppr4umnn44JEyZEu3btYt99941TTjmlQWnVp0+fuPjii+Omm26K22+/vX6LzdUVG6WlpXHVVVfFZZddFg899FAsXLgw8vl8bLfddg32kDr44IPjb3/7W2yzzTarPXTHMcccE0OGDIlbb701HnzwwWjRokUcdNBBMXr06AYFRdeuXeOuu+6K2267Lf7617/GfffdF7W1tdGxY8fo27dvfOc734nNNtusUfdbobRo0SJuvfXWuPTSS+PZZ5+N5557Lnr06BGnnHJKHHvssav80amx98V+++0X1dXVMW3atHjllVdiyZIl0aVLl9h3333j2GOPXe4+mDdvXsycOTP69+/f6M+f1T3fC2GDDTaIsWPHxp133hn3339//PWvf42qqqro2LFjbLzxxvGTn/yk/nwAzZs3jx/96EcxefLkmDZtWv0Pjz179ozzzjuvfsv2tXHmmWfGVlttFbfddluMGzcuampqomfPnvHDH/4wRowY0ag9DZetk1x55ZXx4IMPxu9///vo1q1bnHzyyTFkyJD1qtjo2bNn3HXXXXHFFVfEpEmTYuLEidGpU6c4+uijY9SoUfV78TTGmqwHvfHGG9GyZcvYY489ElyqxjnssMNi0003jZtuuimeffbZGD9+fLRt2zY233zztT5XTUVFRdx4441xxx13xLhx42LcuHGRz+ejc+fOMWTIkCbvAdCU5+WRRx4Zbdq0iRdeeCGef/75qK2tjS5dusSRRx4Zxx57bP379jbbbBMnnXRSPPvsszFp0qSYN29etG/fPrbeeus4+uijY+DAgY3K1tj5RXz5A+3VV18df/nLX+Kee+6Jxx9/PBYtWhTt2rWL7t27xw9+8IMGn4FNeZwuueSSuOiii+KJJ56IBx54IPL5fHTt2nWlxUZE0z9L07LsvfKyyy6LyZMnx5QpU6JHjx4xatSoOProoxtdbIwcOTLGjx8fL7/8cjz11FORy+Vio402ipNPPjm++93vLneullatWsXtt98ed9xxR/06ZXV1df378znnnLPc4eXq6urirbfeip49e8bXvva1tVre7373u7HJJpvEzTffHA8//HAsWbIkNtpoozjhhBPipJNOanCuo2984xsxduzY+M1vflO/ztuvX7/4wx/+UL+353/uRfree+81+J7w79/BSktLlys2Ir4sGu+888646qqrYtKkSbFw4cLo1q1bjBo1Kk488cQ1PsfT6px55pnRsWPHuPvuu+N///d/o02bNrHrrrvG6NGjG5zXa2X22GOPmD17dkydOjUeffTRWLRoUXTq1CkGDhwYI0aMaLDePGrUqNhxxx3rf1MYP358tGrVKrp27RpHHHFEo9dXKR65/H/uEwsFtmHbVR9/uSk+/vyV1d8IAGAtnH322XHPPfcUfI+QdWXUqFHx4osvxmOPPdboL7Obb755/RfFrLnyyivjqquuil/84hcr/WFw2W1+//vfN+oEx6yZ8ePHxymnnBLXX399o3+ghHVp/vz5sdNOO8Wxxx67zk9ODCTv5ZdfjoMOOiguuOCC1e61uS4deuih8corr8Tzzz/f6I1n4KvIHhusc86NAQCQjnw+H88991yMHDmyYFvoFZMFCxbEHXfcEW3btm30noEUzpQpU2KLLbZQarDeeu6556KsrKz+WO5AcZsyZUp07tw5DjzwwHU+78WLF0dNTU2DPTn+9Kc/xYsvvhiDBg1SasBqKDZY52rrHIoKACANuVwunnnmmbRjpO7xxx+Pl19+OSZMmBCffvppnHXWWWt1AmeS8e/nF4L10eDBg+Oll15KOwaQkGOOOSaOOeaYVOb94YcfxqGHHho777xz9OzZM2pqauLll1+OadOmRZs2beKss85KJRcUE8UG61xNnT02gPXHlVde2ajb7bXXXrHlllsWOA1Jmj9/ftx6662Nuu2BBx6YiUMMrY77BL708MMPxz333BMdO3aMk046KbUfNQCAr6ZOnTrFvvvuG1OmTIlnnnkmli5dGh07doyDDz44Tj755OjRo0faEWG95xwbrHPNm2+c2FiLF7+f2FjAV9Pmm2/eqNtddNFFcdBBBxU4DUn65z//GXvuuWejbvtVOW6++wQAAIAsUGywzlU2S651rlryYWJjAQAAAACw/lNsAAAAAAAARaMk7QAAAAAAAACNpdgAAAAAAACKRlnaAYB05XqcV5BxP/rwxIKMGxGx5O3FBRs7IqJ3nz71lxf/7kcFnRcAAAAArK+aH3dp2hFWyB4bAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRKEs7AJBN7815r2Bjd40uBRv7P5358w/X2bwK7bnqmWlHSMxjR7ZJO0JiKk6/MO0IiclVNE87QmJq35ycdoTE1E1+PO0IiVk8/rW0IyTmrakd0o6QmKmlLdKOkIgXSqvSjpCY12vmph0hMe8vnp12hMR8sujztCOwAhWl2flZpLauLu0IiamuXZp2hMS0b94q7QiJ6ViZne9hncqz87i0LWmWdoTENM9l5z25PJed/QluPS7tBCuWnXsYAAAAAADIPMUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABSNsrQDADTV1Nm9Cjp+7z7/ujywKjtvkxtWdEs7QmKO/dOCtCMkZub/npZ2hMTk0w6QoOYl5WlHSEzLXJaWpUPaERLTsqI07QiJaRE1aUdIRIsojRYZ2e6re2mXtCMkpnKDrmlHSExly7QTJKc0Qx/62XjVf6ku7QAJqs2lnSA52fiU/NLSDD0uSzP07aU27QAJqsvQc6wuQ8+x9VWWPsMBAADWSFZKDQAA+Cqw9g4AAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFI2ytAMANNX+824u8ByOK/D4AAAAAMCasscGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0ytIOAGTTu3PeLdjYXfvuUbCxIyJ6/9vly0tmFHRe69IH82elHSExrctbph0hMZ3KW6UdITGL66rTjpCYfy75NO0Iifm8amHaERKzcOmStCMkJp/Ppx2B/5ClR6S8NDtf81pXNE87QmLaV7ZOO0Jiula0STtCYrqXZmddrFcuO6+X3ktzaUdIzEY1NWlHSEyb0uys71eWZ+dxyZKlS0vTjpCYJbXZWZb1lT02AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiUZZ2AICmmjq7V0HH793nX5c/WvxpQee1Lv1Xq03SjpCYXXPt0o6QmD7V+bQjJKZZvi7tCIlZUpGdbT8+b55LO0Ji5pamnSA5n+Vq046QmDlRk3aERHyer047QmLm1i1JO0Ji5tUuTjtCYuYtXZR2hMS8tuCjtCMk5vmaqrQjJGZJTXbex+rqsrNemZ21/YiSXHbWK0tLsrNiWVGanZ93yzP0uJRlaFk+STvASmTnWzsAAAAAAJB5ig0AAAAAAKBoKDYAAAAAAICiodgAAAAAAACKhmIDAAAAAAAoGooNAAAAAACgaCg2AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGiUpR0AoKn2n3dzgedwXIHHBwAAAADWlD02AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiUZZ2ACCb3p3zbsHGntH3iIKNHRHR+98u10W+oPNal2bVLEg7QmJ65dumHSExm5QsSjtCYqprS9OOkJg5+fK0IySmeV12HpfaXNoJklOey87j0imysSx1ucq0IySmrqRV2hESU5KhTfFKMvTtu7x52gmSU5md1f1oUZd2guRsUJudhWmVr007QmJalS5NO0JiWlZmZ1kqm2VnWSoqs/N6KcvQsqyvMrSaCAAAAAAAZJ1iAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiodgAAAAAAACKRlnaAQCaaursXgUdv3eff11eUlNd0HmtS3X5urQjJGZBaS7tCImprcvOsmTnGRZRG9l5XBaUpp0gOZ+V5NOOkJh5uey8Yr6I2rQjJGJJRpYjImJpPjuvldoMfbrkctn5bCnPZWcbyWYZ2t6zVWl2fuJpV5adx6VNXXnaERLTtjY7y9JicXY+X5otys6yZOddLFu6px1gJbLzSQEAAAAAAGSeYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiodgAAAAAAACKhmIDAAAAAAAoGooNAAAAAACgaCg2AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBplaQcAaKr9591c4DkcV+DxAQAAAIA1ZY8NAAAAAACgaCg2AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBolKUdAMimdz97t2Bjz9jsiIKNHRHR+98uz69aVNB5rUvvxcy0IyTmoXbt0o6QmM9KW6cdITEdatNOkJyatAMkaH6GNmOZn6tLO0JiPo2laUdIzGd1S9KOkIg5tYvTjpCYOTUL0o6QmM+rs7MsC5Zm47USEbF4aVXaERJTl8+nHYEVKMnl0o6QmGZlFWlHSEyL8sq0IySmRVmztCMkprKkPO0IiSkvKU07QmJKM7Q/wTfTDrAS2bmHAQAAAACAzFNsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRKEs7AEBTTZ3dq6Dj9+7zr8t1+XxB57UuZWlZPq5ZkHaExPyjrDTtCIlplqFlqc7XpR0hMV/kq9OOkJj5tVVpR0jMF7VL0o6QmPk1i9OOkIhFGXpMFi3NzmtlcU123sNq62rTjpCYLK1XZklpSXa2XS0vyc7PVRWl2VmW0lx2nmP5DK3vV9fVpB0hMVlalnz4rCy07LwjAQAAAAAAmafYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiodgAAAAAAACKRlnaAQCaav95Nxd4DscVeHwAAAAAYE01udjI5/OxcOHCmD9/flRVVUU+ny9ELigauVwuKisro3Xr1tGyZcvI5XJpRwIAAAAAyKwmFRv5fD5mzZoVn332WdTV5aO0tDRyOUez4qstn6+LhQsXxeeffx4dOnSIzp07KzcAAAAAAAqkScXGwoUL47PPPouysopo165jlJWVFyoXFJWamqUxd+6n8dlnn0XLli1jgw02SDsSAAAAAEAmNWl3i/nz50ddXV6pAf+hrKw82rXrGHV1+Zg/f37acQAAAAAAMqtJxUZVVVVNo5maAAAgAElEQVSUlpYqNWAFysrKo7S0NKqqqtKOAgAAAACQWU0qNvL5vHNqwCrkciWRz+fTjgEAAAAAkFlaCgAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIpGWdoBgGx6b857BRt7xoBzCjZ2RETvf7ucK+icWFMzlnyWdoTEzIjsLMuCmiVpR0jM/KpFaUdITFlJadoRErNBebO0IySmWVlF2hESU1mSjWVpU94y7QiJydKyLK2rTTtCYpbUVqUdITHzqrPzObmkpjrtCInp1KJN2hES07WyXdoREtO5vFXaERLTNleZdoTEtMhlZx25NEO/XNSlHSBB1ZlamvWTPTZWYcaMGTFgQP+44IJzm/R/J598Qhx11GFRV/fVewLPmjUrBg78Rlx33dVpRwEAAAAAIIMUGwn7298ei2nTpsbxx58UJSVfvbu3c+fOceCBB8ftt98WM2d+knYcAAAAAAAy5qv3y3sB5fP5uO66q6Nnz41jjz0Gpx0nNUcd9b2oqVkaN910Q9pRAAAAAADIGMVGgp59dnK8//57sc8++0Uul53j2zVVp06dYocddopHHnkoFiz4Iu04AAAAAABkiGIjQffdNy4iIvba65sNpt1//70xYED/uP/+e2Py5GfipJNGxKBBu8Teew+On//83Pjiiy8LgNdffy3OOOO0GDJkYAwatEv86Ec/jBkzZjQ6Q9LzGT583xg+fN8VzuuGG66NAQP6x9SpzzWYNmTI0FiyZEk8+ugjjc4OAAAAAACro9hISD6fj6lTp0SHDh2je/ceK73dpEl/jzPOOC3atm0XBx54SPTo0TMeeOC++PGPT4/p01+Mk04aEbW1tbH//sNj2237xRNPTIwzzjitySciX1fzWZltt+0XEV/uxQIAAAAAAEkpSztAVrz//nsxd+7c2GWX3VZ5uyeemBhXXnlt9O+/XURE1NXVxQ9+cGpMmTI5Tj/9tDj77P+Ovffep/72Y8acH/fd95d44omJsfvuezQ6z7qaz8r06NEzWrVqFf/4x/NrPRYAAAAAACxjj42EzJz5SUREdOzYcZW3GzJkaH3ZEBFRUlISw4Z9eain3r37LFc2REQMG7ZfRES88cbrTcqzruazKu3bd4i5c+dGVVVVYmMCAAAAAPDVpthIyLx58yIiolWr1qu83ZZbbtXguo4dO0VExBZbbNlgWqdOX06bNWtWk/Ksq/msSuvWbSIiYt68zxMbEwAAAACArzaHokpIZWVlRERUV1ev8nYtW27Q4LrS0tJVTPvyIaqpqWlSnnU1n1VZtqfGsvsGkjJ1dq+Cjt+7z78u5ws6p3Wruja513favli6OO0IianLZ+dZVlW7NO0IialN6JxT64OSXHa2Y1mSoedYXYY+Yapy2XhccpFLOwIrUJfPzvtxltbFsrQs+Qytiy2sXpJ2hMR8EnPTjpCY+TXZ+e7SrLQ87QiJKbWt93qpNrLzub+0rjbtCJnnVZyQdu3aR0T29k4oKSmJ2toVvxAXLPhilf87f/7nUVpaVr/nBgAAAAAArC3FRkJ69+4dpaWl8f7776UdJVGtWrWKOXPmRE1Nwy3xXn311ZX+3+LFi2P27NnRt2/fyOVs/QYAAAAAQDIUG000Y8aMGDCgfwwfvu9y12+wQavYdNPN4q233owlSwq/++fUqc/FgAH94+STTyjofLbaapuora2J+++/d7nr77//3njxxX+s9P9eeWV61NbWxnbb7VDQfAAAAAAAfLU4x0YT5f/vGK9lZaUNpg0atGe89tqrMXXqlNhll93WSY5l580olMMOOzweeODeuOSSi2LKlGejS5eu8eabb8RLL70Qu+yyWzz55KQV/t/kyc9ERMSgQYMLmg8AAAAAgK8We2w00dtvvxUREXvtNbTBtP33Hx7l5eXx4IP3r7McQ4Y0zJGkXr16xxVXXBPbbtsvnnhiUowbd3eUl5fHDTfcEltsseUK/6euri4efvjB2HTTzeJrX+tX0HwAAAAAAHy15PL5fL6xN37nnXeiuromunTpVshM67X/9/8ui3Hj7opx4x6Itm3bNZh+8cW/iAcfvD/uuef+6NChY8FynHXWGfHKKy/H3XffF+Xl5QWbz5qYNOnvceaZo+Pcc38ew4btu/p/yJCZMz+Kioqy6N27d9pRGi3X47yCjDv44hXvzZOEkX0eLdjYERGHDvhX51tWkZ33u2ZlFWlHSEyzsvXrfW9t1DX+Y3i9V1Xb8HxMxapqBeeWKlblpdnZQbfCsqyXSnPZ2FYqF84Ltz6q+7891bOgurYm7QiJWZKhz/zautq0IySmZXmztCMkpmVFdpalRWl2lqVZaXa+h5Xa1nu9VBvZ+dxfmqHPl1dnPZt2hBXyKm6iadOmxgEHHLjCUiMi4oQTTo6ysvK4+ebfFSxDPp+PF16YFkcddfR6V2rk8/m44YbrYsstt4q9994n7TgAAAAAAGRMdjYVW0duvfX2VU7v0KFDnHfeL+Ldd9+Ourq6KClJvjvK5XLx8MN/S3zcJHz22aex2267x8CBgyKXs9UbAAAAAADJUmwUwO67D4zddx+YdoxUdOzYKU44YWTaMQAAAAAAyCiHogIAAAAAAIqGPTaAorP/vJsLPIfjCjw+AAAAALCm7LEBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNEoS3Kwxe3mJTlcIprPbZPIOBMmjI/bbrs13n77rSgvL49tt/16jBx5amy66WaJjL8+aH/FBmlHaGDOaQvW6v9///ub4/XXX4vXX38tPvron1FSUhJPPjmlUf87e/bsOOKIg2PBggVx4omnxIgRx69VFgAAAAAA1p49Nhrh3nvHxU9+cmYsWbIkTj31tDjmmOPjnXfejpNOGhFvvvlG2vFYhauvvjKeffaZ6NKlS7Rv36FJ/3vJJRdGXV1dgZIBAAAAALAmEt1jI4vmz58fv/nN5dG5c5e4/vqbomXLL/dqGDLkm3H44YfEZZf9Mq699ncpp2Rl/vznv0T37j0iIuLkk0+Izz+f26j/e/TRR+Kpp56IU045La688teFjJhZ78x5p2BjzxiwR8HGjojoXdDR01NVU512hMQsratJO0JiykpK046QmCwtS0WFVaT1UV3k046QmOra7LyP1WZkQ5B8hp5fdfnsLEs+S8uSoedYlpRmaP2lNp+N9+OIiKrapWlHSExJ5NKOwAo0Ky1PO0JiKkuysyzNchVpR0hMWan9CQrNPbwaEyc+HgsXLohvfWt4fakREdG5c5fYc88h8Y9/TIsZM2akmJBVWVZqNMXnn8+Nyy+/JA477IjYYostC5AKAAAAAIA1pdhYjZdfnh4REV/7Wr8G07bddtuIiHjllenrNBOFdfnll0ZlZbM48cST044CAAAAAMB/cJyF1Zg1a2ZERHTu3LnBtM6du/zfbWat00wUzlNPPRF//etDcfnlV0bz5s3TjgMAAAAAwH+wx8ZqVFUtiYiIioqGx3hbdt2SJUvWaSYKY+HCBXHxxWPim9/cO3beeZe04wAAAAAAsAKKjdWorGwWERHV1Q1PurvsumbNmq3TTBTGVVf9JpYsWRI//OGP0o4CAAAAAMBKKDZWY1WHm1rVYaooLq+99mqMG3d3HHLIYbFw4YL48MMP4sMPP4jZs7983OfPnxcffvhBLFy4IOWkAAAAAABfbc6xsRpbb7113HPPn2P69Bdjp50GLDftxRdfjIiIrbbaOo1oJGjmzE8in8/HTTfdEDfddEOD6Xfc8Ye4444/xE9+8rM44IADU0gIAAAAAECEYmO1dt99ULRocWn85S/3xOGHHxktW24QEV/urTF+/KPRr9/XY6ONuqWckrW11VbbxIUXXtLg+nfeeTtuvPG6GDJkaAwatGdsscVWKaQDAAAAAGAZxcZqtG7dOk477Ydx8cVj4sQTR8Tw4QfF0qU18ac/3RH5fF2cfvqP047IKjz00P3x8cefRETEJ598/H97ZdxYP33EiOMjIqJTp04xePBeDf6/TZu2ERHRq1efFU4HAAAAAGDdUmw0wvDhB0fr1m3ittt+H1dddUWUl5dFv35fj5EjR8Wmm26WdjxW4d57/xLTpk1d7rrrr7+6/vKyYoPiMnV2r4KO37tPQYdPTT7tAAnK57OzNDV1tWlHSExdhh4XKLQsvY/lM/IJk6nHJEPLkiUelfVTPpedRyZLr/0srVfW1tWlHSEx1XU1aUdIzKLa0rQjJKY8l51lKcnUsuTSjpB5iRYbzee2SXK49crgwXtlfov9Oadl78TY11zT8HwZTbHddtvHM888n1AaAAAAAADWVknaAQAAAAAAABpLsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARaMs7QAATbX/vJsLPIfjCjw+AAAAALCm7LEBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0Uj0HBuv5l9IcrhEbJnrt1b//8EHH8QjjzwYzz47OT766J+xaNHC6Np1w9hhh53ie987Njp27JRQ0vSdf1s+7QgNnPud3DqZzxtvvB7HHnt01NbWxLnn/jyGDdt3ncwXAAAAAICmcfLw1bjvvnFx5513xC677Bp77rlXNGvWLKZPfynuvvtP8cgjD8X1198Um2zSK+2YrIWampoYM+b8qKysiEWLatKOAwAAAADAKig2VmPw4L3i6KOPidatW9dfN3z4wbHNNl+Liy8eEzfccG2MGfPLFBOytm6/fWx8+OGH8Z3vHBPXX3912nEAAAAAAFgF59hYjS233Gq5UmOZIUOGRkTEW2+9ua4jkaAPPng/fve762PkyFOjc+fOaccBAAAAAGA1FBtraNasWRER0a5du5STsKby+XxceOEF0bfvpnHIIYelHQcAAAAAgEZwKKo1dN11Xx6yaL/9Dkg5CWvqrrvujOnTX4pbbvlDlJTo+AAAAAAAioFiYw3ccsvv4vHH/xYDBw6KfffdP+04rIFPPvk4rr76qjjqqKOjb99N046TSe/Nea9gY8/ou0fBxo6I6F3Q0UlCXT6fdoTkZGhZ6qIu7QiJyeVyaUdITKaWJbKzLKUZ2qgiK49LSYZeK6W5DD2/svS4ZOh1nyUlGXkPi4ioi+ysV+YztI68tK427QiJ+aJ6cdoRElNbl53vLrUZeo5l55WfrXXL9ZVio4n++Mfb49prfxv9+28f55//i0ytaGdNbW1tfP753OWuKysrjzZt2sTFF4+J9u3bx4gRJ6aUDgAAAACANaHYaILbb78trrji8th++x3j0kt/Hc2aNU87Eqswc+bMOOig/Za77r/+a7v49rePiGeeeSrOPvunMWvWzPppc+fOiYiIOXPmxIcffhCdOnWOZs2ardPMAAAAAACsmmKjkcaOvSV++9srYsCAneOXv7wsKisr047EanTo0CGuuOKa5a5r3bpV/OMf0yIi4uKLx6zw/6688tdx5ZW/jiuuuCZ23HGngucEAAAAAKDxFBuNcOutN8U111wVu+yyW1x00a+ioqIi7Ug0QmVl5QqLiZYtN4jOnbs0uP7555+LP//5zjjssCPi61//L+feAAAAAABYDyk2VuPPf74zrrnmqmjfvkMMGjQ4xo9/dLnpLVq0iIEDB6WUjjXRo0fP6NGjZ4PrFy1aFBERW265VQwevNe6jgUAAAAAQCMoNlbjlVdejoiIOXM+i1/84vwG07t23VCxAQAAAAAA60gun8/nG3vjd955J6qra6JLl26FzARFa+bMj6Kioix69+6ddpRGy/U4rzADH9+wCEzK2995q2BjR0T07tOn/nJZhfc7aKxc2gESlMtlZ2kytSwZepaVlpSkHSExWXlcSjL0WinNZej5laXHJUOv+ywpych7WEREXTT65531XhN+qlrvLa2rTTtCYmoytCy1dXVpR0hMbYYel+y88rO1blld9c+0I6yQNSsAAAAAAKBoKDYAAAAAAICi4RwbQNGZOrtXQcfv3Wf1twEaytJuw5Ghwx9k6VAOWTokTb4uQ49Lhg7jkhVZeq1k6TAOkZ0jhXjdr6fyGVobq8vQ+kuW1sXq8tk5fFOWHpfsLEm2Dm9M4dljAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiodgAAAAAAACKhmIDAAAAAAAoGooNAAAAAACgaJQlOdiDn41LcrhE7NNheNoRisZjrzdPO0IDe22+OO0IrIf2n3dzgedwXIHHBwAAAADWVKLFxldFXV1dnHDCMfHyy9Nj++13jKuuujbtSDTRpEl/j4kT/x7Tp78YM2d+EhUVFdG9e4844IADY9iw/aKszEsDAAAAAGB95NfbNXDHHbfHu+++k3YM1sJFF/0iKisrY/fdB0avXn1i4cKF8dhjj8SYMRfE44//LS699DeRy+XSjgkAAAAAwH9QbDTRRx/9M66//uo4+eRR8etfX5p2HNbQeef9InbYYcflyovDDz8yTjnlhHjyySfi6aefjJ133jXFhAAAAAAArIiThzfRRRf9PHr37hOHHnp42lFYCzvuuFODPTJKS0tj8OAhERHx1ltvphELAAAAAIDVsMdGE4wbd3dMmzYtbrnltigp0Qll0ezZsyIiol27diknAQAAAABgRfw630izZ8+Oq676f3Hkkd+JTTfdLO04FMCsWTNj3Li7onXr1rH77oPSjgMAAAAAwArYY6ORfvWri6JNm7Zx3HEnph2FAli0aFGceeboWLhwYVx00a+iTZs2aUcCAAAAAGAFFBuN8Oijj8TEiY/HFVdcE82aNUs7Do1UW1sbn38+d7nrysrKG5QWixYtitNP/3688cbrccYZZ8UeewxelzEBAAAAAGgCxcZqVFdXx+WXXxI77TQgNtxww/jwww+Wm15VVRUffvhBtGjRMjp06JBSSlZk5syZcdBB+y133X/913ZxzTU31P+9cOHCGD36+/HSSy/EmWf+JA466JB1HRMAAAAAgCZQbKxGVVVVzJ07NyZPfiYOPXR4g+kvvfRCHHro8Bg6dFicf/6YFBKyMh06dIgrrrhmuetat25Vf3nBgi/ihz8cFa+88nKcc87PYv/9Gz6+XwV/6Xt5Qcbd/tyPCjJuRMSMtxcXbOyIiN7/dvmLa44o6LwAAAAAgKZRbKxG8+bN4sILL1nhtHPO+XH06dM3jjvuxOjadcN1nIzVqaysjB133GmF0xYs+CJOO+3UeP31V+NnPzsvhg3bb4W3AwAAAABg/aLYWI2ysvIYPHivlU5v1679Kqezfvr+90+OV199JXbffY+IyMVDDz2w3PS+fTeNTTfdLJVsAAAAAACsXKLFxj4dvpqH8smKvTYv7OF91ievvvpKRERMnPh4TJz4eIPpxx13omIDAAAAAGA9ZI+NtfDMM8+nHYE15LEDAAAAAChOJWkHAAAAAAAAaCzFBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABSNsrQDANn03pz3CjZ21+hSsLH/04I7pqyzeRXaWW92SjtCYh6Z92raERIze9G8tCMkpmV5s7QjJCaXy6UdITE1dbVpR0hMVe3StCMkJp/Ppx0hMc3LK9OOkIhWFc3TjpCYtuUbpB0hMV0r2qQdITFblLZNO0JiBlSXpx0hMduUz087QmJatKhOO0Ji5s3Pznvye3Ut0o6QmHcrsrOO/M9cdtYrZ+er0o6QmM/qlqQdITHza7OzLM8cl3aCFbPHBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFoyzJwX775q+THC4Rp246OpFxFi5cEGPH3hoTJoyPTz75OCorK6N7955x6KHfjmHD9k1kHmmbO+eTtCM00K5917UeY8KE8XHbbbfG22+/FeXl5bHttl+PkSNPjU033SyBhAAAAAAArEuJFhtZNWvWrDj11BNj3rzPY5999o/evfvE4sWL48MP349PPvk47Xiswr33josLL7wg+vTpG6eeelpUVy+NP//5j3HSSSPiuutuUm4AAAAAABQZxUYjXHDBz2LRokUxduwd0aXL2u9BwLoxf/78+M1vLo/OnbvE9dffFC1bbhAREUOGfDMOP/yQuOyyX8a11/4u5ZQAAAAAADSFYmM1XnjhH/Hcc1Pihz88I7p06Rq1tbVRVVUVLVq0SDsaqzFx4uOxcOGCOOKIo+pLjYiIzp27xJ57Don77hsXM2bMiI022ijFlKyJqbN7FXT83n3+dflbr2TnVESfL/0g7QiJ+aJ6cdoRElNemp2P4mZlFWlHSEyLsmZpR0hMeUlp2hESU5bLzrKU5HJpR+A/5CI7j0k+8mlHSMyspfPTjpCYT6rnpR0hMRMy9Bwrq8vOZ0vF0gytV+aWph0hMRWlC9OOkJgsvV5KM7QuVpqhUyg3z2XnfaxlWau0I2Redp75BfLUU5MiIqJbt+5x9tk/ioEDvxGDB+8a++8/NG655XdRV1eXckJW5uWXp0dExNe+1q/BtG233TYiIl55Zfo6zQQAAAAAwNrJTg1WIO+9915ERFx44QXRrVv3OOec/4lcLuLuu++Ka6/9bcyc+UmcddZP0w3JCs2aNTMiIjp37txgWufOXf7vNrPWaSYAAAAAANaOYmM1Fi78cpfBFi1axjXX3Bjl5eURETFkyNA4/PBDYty4u+Pww4+KjTfeJMWUrEhV1ZKIiKioaHholGXXLVmyZJ1mAgAAAABg7TgU1WpUVlZGxJdFxrJSIyKirKw8hg7dO/L5fEyd+lxa8ViFysovj49eXV3dYNqy65o1y84x1AEAAAAAvgoUG6vRpUvXiIjo0KFDg2kdOnSKiIj587NzErgsWdXhplZ1mCoAAAAAANZfio3V2Gabr0VExMyZMxtMmznz44iIaN++YelB+rbeeuuIiJg+/cUG01588cvrttpq63WaCQAAAACAtaPYWI3ddx8YrVq1iocffqD+fBsREYsWLYoHH3wgysrKYqedBqSYkJXZffdB0aJFy/jLX+6JhQsX1F8/a9bMGD/+0ejX7+ux0UbdUkwIAAAAAEBTOXn4amywQasYPfrMuOCC/4kRI46Ob31reERE3HffX2L27FkxcuSp9YerYv3SunXrOO20H8bFF4+JE08cEcOHHxRLl9bEn/50R+TzdXH66T9OOyIAAAAAAE2UaLFx6qajkxxuvbHPPvtF27btYuzYm+PGG6+Lurp89OnTN37+84tiyJChacdLTLv22Stohg8/OFq3bhO33fb7uOqqK6K8vCz69ft6jBw5KjbddLO04wEAAAAA0ET22GiknXfeJXbeeZe0Y7AGBg/eKwYP3ivtGCRo/3k3F3gOxxV4fAAAAABgTTnHBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNMrSDgBk07tz3i3Y2F377lGwsSMiev/b5fcWzizovNalA9tuk3aExOxctlnaERLTrrY27QiJKY982hESk8vQspRmaFnKctlZliw9LrmMPC41+exs8zUvQ1/z3isvTTtCYp4uWZh2hMQ8PGd62hESs3HLzmlHSEzH0pZpR0jMp7XZeb1Mn/d+2hESU1aanffkHi06pR0hMV3LW6cdITHtS5qnHSEx7aM87QiZl521dwAAAAAAIPMUGwAAAAAAQNFQbAAAAAAAAEUj0YOv/uiZ05IcLhGXDrhircdYuHBB/PGP/xvjxz8aH388I8rKyqNbt26x7777x/DhB0VZWTaOmdb82TvSjtDA4h0PX6v//+CDD+KRRx6MZ5+dHB999M9YtGhhdO26Yeyww07xve8dGx07ZueYigAAAAAAXwXZOatcgdTU1MSoUSPj9ddfi7333jcOOeSwqK6ujvHjH4tLL/1lvPTSi3H++WPSjslK3HffuLjzzjtil112jT333CuaNWsW06e/FHff/ad45JGH4vrrb4pNNumVdkwAAAAAABpJsbEazz8/NV599ZU44ojvxA9+cHr99Ycc8u045pij4tFHH4kf//gn0bLlBimmZGUGD94rjj76mGjdunX9dcOHHxzbbPO1uPjiMXHDDdfGmDG/TDEhAAAAAABN4Rwbq7FgwYKIiOjUqfNy15eWlkaHDh2jpKQkyssr0ohGI2y55VbLlRrLDBkyNCIi3nrrzXUdCQAAAACAtWCPjdXo169fNGvWLMaOvTk6d+4c22zztaiuro7HHns0Jk9+Ok444eSoqFBsFJtZs2ZFRES7du1STgIAAAAAQFMoNlajQ4eO8ctfXha/+tVF8d//fXb99ZWVlXHOOT+L/fcfnmI61tR1110dERH77XdAykkAAAAAAGgKxUYjtG7dJjbeuFdst90OsdNO34iqqiXx4IMPxMUXf3nScOVGcbnllt/F/2fvzgOlquv+gX/mLlz2TdkENDRJUMQFjcwN0cQtUdPMxx0XlLQe+1WWpvnkXra4P5iiZGZpJcrmhuYeIK6g4gIKCAgiO9x1fn/0eIvAhHvPcJjD6/UPc+ec+X7fh7l3tvecc558ckLst9+AOOywI9KOAwAAAADABlBsfI63354eZ599enzzmyfEsGHn118/aNBhMXTokPjFL66NvfbaJ7bYYosUU7K+/vjHe+LWW2+K3XbrF5dddnnkcrm0I9EALy7oUdDxt93un5fPbrNrQefamOZEVdoREjM8NzftCImZU/tJ2hES80nlsrQjJGZF9eq0IyQmF9l5rmtWlp3DfzbN0LY0K6tIO0IimpVm6D4pyc62VEQMPBEAACAASURBVNSVpx0hMeX57Jzislfr7mlHSMySmpVpR0jMS8tmph0hMZ+sXp52BNahvC47HyO+uyw77yln5uanHSExJT6n2yT9Ku0AnyE7r6wK5I9/vCeqqqpi4MAD17g+l8vFAQccGJWVq2Pq1NdSSseGuOeeu+NXv/pF9Ou3Z/zyl7+Jpk2bpR0JAAAAAIANlJ2qtUAWLPjHSaZra+vWWlZTU/N//9Zu1ExsuN/97s646abro3//veKaa66LiopsfLMQAAAAAGBzY4+Nz9Gjxz+OSTNmzENrXF9TUx3jx4+NkpKS6N27dxrRWE933XVH3HTT9fHVr+4T1177S6UGAAAAAEARs8fG5zj++BNi/Pgx8Ze/3BcffTQ/+vf/SqxevTrGjx8b77zzdhx33Leic+cuacfkM9x//5/illtujPbtt4gBAw6Ixx9/dI3lzZs3j/32G5BSOgAAAAAANpRi43N07twl7rjj7hgx4raYOPHv8fzzz0V5eVlsu+12ceGFF8eRRx6VdkT+g2nTpkZExKJFH8fll1+21vLOnbsoNgAAAAAAikiixcYv+l+f5HCbjK222iouuujStGMU3Ko9j087QuIuueSyuOSStQsNAAAAAACKk3NsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDScPBwoOkcsGVHgGYYUeHwAAAAAoKHssQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFI2yJAf7xtivJzlcIu4/9MFGjzFy5Ih4660346233ow5c2ZHSUlJPPvspM9cv6amJu655+4YPXpUzJ37YbRp0yb22Wf/GDr03GjTpm2j8xRK5ZVnpx1hLRU//t9Ex6urq4szzzw1pk59Pfr12zNuvPHWRMdn47hw+jcLOv6vD/7n5fHVcwo618bUrbx12hES06u8fdoRErN7eYe0IySmvGUu7QiJyc6WZEs+7QAJqsnQ1mRlS2ozsyXZ+v2qirq0IyRmdT4727IsX5V2hMQ0KylPO0JitixvmXaExOQy9LqySS7Rj95S1SRXmnaExJTnsvNd7/IMfW+9NEPvxLK0LZuq7Dy6FtDNN98QrVq1ip49vxSrVq2KxYs/+Y/rX375T2P8+LHx1a/uEyeccFLMnfth/PGP98TLL0+J3/72rmjRosVGyc3a7r33npgx4720YwAAAAAA0ECKjfVw//2jolu37hERcc45Z/7HYmPy5IkxfvzY2Gef/eLnP/9V/fU77rhT/OAHF8Tvfz8yzjrrnIJnZm1z5syO4cNvjnPO+Xb86le/SDsOAAAAAAANkJ19lQro01JjfYwdOyYiIr71rRPXuH7fffePbt26x9ixoxPNxvq76qqfxbbbbhfHHnt82lEAAAAAAGggxUbCpk59LUpKSmKnnfqstaxPn51j3ry5sWjRohSSbd4eeOAv8dJLL8WPfvSTKCnxaw8AAAAAUKx8wpuwBQs+ijZt2kaTJk3WWtaxY8eIiPjoo/kbO9ZmbcGCBXHjjb+OE044MbbfvmfacQAAAAAAaATFRsJWr169zlIjIqJJk4r6ddh4fv7zq6JNm7YxZMhZaUcBAAAAAKCRnDw8YU2bNo2qqqp1Lquqqqxfh43j0UcfjqeeejKuv/4W/+8AAAAAABmg2EhYhw4dY9asD6KqqmqtPTc++uijiIjo2LFTGtE2O1VVVfHLX14bX/5y/+jSpUvMmvXBGssrKytj1qwPonnzFrHFFluklBIAAAAAgA2h2EjYjjvuFO+/PzOmTn0tdt119zWWvfbaq9G5c5do3759Suk2L5WVlfHJJ5/E3//+Qhx77OC1lr/22itx7LGD4+CDD4nLLrsihYQAAAAAAGwoxUbCBg06LMaOHR333HP3GsXGU0/9LWbPnhWnnXZGiuk2L82aNY0rr7x2nct+/OMfxHbbfTGGDDkrOnfuspGT0Vh7HDIqBv7vuALOcHcBxwYANkWlkYvayKcdIxFlkYuajGxLkyiJqqhLO0YimuZKYnU+G9vSKtckluXXfQjmYtMiVx4r8tVpxwAANpBiYz2MGzc65s6dFxER8+bNjXw+H3fc8dv65aef/s+yYs89vxxf+9qgeOSR8fG9730n9t13/5g798O4997fxzbbfCFOPPHkjZ5/c1VWVh4HHHDgZy5v1679f1zOpquwpQYAsDnKSqkREZkpNSIiM6VGRGSm1IiIzJQaEaHUAIAipdhYDw8+OCpeeunFNa4bPvzm+sv/WmxERFxyyWWx3XZfjNGjH4xf/OLqaN26TQwadGicffawaNGi5UbJDAAAAAAAWZRosXH/oQ8mOdwm45Zbbtug9cvKyuOUU06PU045vUCJCqPix/+bdoSN5oUXpqQdAQAAAACABihJOwAAAAAAAMD6UmwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFI2ytAMA2TRj0YyCjb1y6GUFG/vfNcmVbrS5Cu3j2lVpR0hMdUld2hES0yJXnnaExFTkfF9iU1STz6cdITE1kZ2//ZrIzv2Sz8i25CKXdoTENI3svH5pl6HnyZ7RNO0IiflSVXa2pUfTZWlHSEzTZtVpR0jM6lXZ+dtftCo7fy8LSpqkHSExH5dl53l/cYbehi3PZef1/ooMvXfZVGXoVx8AAAAAAMg6xQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUjbIkB9vt7p2SHC4RU058vdFjjBw5It5668146603Y86c2VFSUhLPPjtp3fNNeTEmTHgsXn55SsybNzdyuVxstVXXOPjgQ+Poo78RTZs2bXQeAAAAAADYXCVabGTVzTffEK1atYqePb8Uq1atisWLP/nMdW+66Tcxd+7c2G+//ePoo4+NmpqaeOqpJ+P6638ZDz88NoYPHxEVFRUbMT0AAAAAAGSHYmM93H//qOjWrXtERJxzzpn/sdg499zzom/fXaKsrLz+uuOOOz4uueTH8cgj4+Ohh0bFN75xXMEzAwAAAABAFjnHxnr4tNRYH7vvvscapcanDjzw4IiIePfdtxPLBQAAAAAAmxt7bGwkCxZ8FBER7dq1TzkJFL8XF/Qo6PjbbvfPy9VRV9C5NqbFNSvTjpCY2bWL0o6QmNp8dn7H8hnalizdL3WRTztCYmrrMnS/ZOh3rLquNu0IiajJyHZERFTV1qQdITFZul/KS7393hTVfpKd37GOLdqmHSExnSvapR0hMW2bNE87QmJa5ZqkHSExTXKlaUdITHmGvreey85bFzaC7Pzmb8JWrFgRd999V5SVlcWgQYemHQcAAAAAAIqWYqPAampq4uKLL4y5cz+Mb3/7O7H11tukHQkAAAAAAIqWYqOAampq4tJLL4rnn382TjzxlDj++P9KOxIAAAAAABQ1B/kskJqa6vjJT34cTzzxeJxyymlxzjnnpR0JAAAAAACKnmKjAKqrq+Oii34YTz31ZAwZclaceebQtCMBAAAAAEAmKDYSVl1dHRde+P/i2WefjqFDh8Wppw5JOxIAAAAAAGSGYmM9jBs3OubOnRcREfPmzY18Ph933PHb+uWnn35G/eVLL70onn326dh5512iU6fOMW7cmDXG6tatW/Tp03fjBAcAAAAAgIxRbKyHBx8cFS+99OIa1w0ffnP95X8tNqZNmxoREa+++nK8+urLa4116KFHKDYAAAAAAKCBEi02ppz4epLDbTJuueW29V73gQfGfP5KAAAAAABAg9hjAyg6RywZUeAZnBsHADY3ZSWlUVNXm3aMRDQpLYuq2pq0YwAAQMGUpB0AAAAgbVkpNSJCqQEAQOYpNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICisUHFRi6Xi7q62sjn84XKA0Urn89HXV1t5HK5tKMAAAAAAGTWBhUbLVu2jHw+H4sXfxy1tbWFygRFp7a2NhYv/jjy+Xy0bNky7TgAAAAAAJlVtiErt2vXLlasWBErVqyIlSuXR0lJaZSUOJoVm7e6urr6PTVatGge7dq1SzsSAAAAAEBmbVCxUVZWFttss00sW7Ysli5dGtXV1Q5LxWYvl8tFeXl5tG7dOlq1auVQVAAAAAAABbRBxUbEPz7Ebd26dbRu3boQeQA+14XTv1nQ8X998D8vtyhpUtC5NqZe5VukHSEx7aM87QiJaRrZKUPL8tnZltK0AySoPFO/Y2knSE6Wfseycr9k5y8lIiN3SUREVGbojlmZy84983EuO4emXhzVaUdIzOp8du6X0gw9KlfksnOkkyYbdkT7TVpFhrYlS38v2doWCi07f8UAAAAAAEDmKTYAAAAAAICiodgAAAAAAACKhmIDAAAAAAAoGooNAAAAAACgaCg2AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGiUpR0AYENd+MHQAs9wd4HHBwAAAAAayh4bAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNEoSzsAAAAAAACQHRMmTIg33ngj5s+fH9XV1Wstz+VyceWVVzZ4fMUGAAAAAADQaHPmzImhQ4fGO++8E/l8/jPXU2wAAAAAAACpu/zyy+Ptt9+OY445JgYPHhydOnWK0tLSxOdRbAAAAAAAAI32wgsvxN577x1XXHFFQedRbAAFMePjGQUbe+XQywo29r97cv7rG22uQistKUk7QmLKSpJv+tOSpW0piVzaERJTF5+9u2yxqamrTTtCYqpra9KOkJhcLjt/L03LmqQdITEty5umHSExrcqbpx0hEVuUt0o7QmK2LmuddoTEbB8t0o6QmJ1qsvOxSFl2Xr7EguzcLTE71j6ufLH6ML8q7QiJWVi7Mu0IifmkJjvbsrR6RdoRErO8ZnXaERJzzQauX15eHj179ixIln+VnU+5AAAAGkipAQAAjbfbbrvF22+/XfB5FBsAAAAAAECjnX/++TF58uQYM2ZMQefJ0M59AAAAAABAWnr37h133nlnnHXWWXHvvffGjjvuGC1btlxrvVwuF8OGDWvwPIoNAAAAAACg0ZYtWxbXXXddLFmyJCZNmhSTJk1a53qKDQAAAAAAIHVXXnllTJw4Mfbaa6/4+te/Hp06dYrS0tLE51FsAAAAAAAAjfbkk0/GrrvuGnfccUdB53HycAAAAAAAoNFWr14du+66a8HnUWwAAAAAAACN1rt375g9e3bB51FsAAAAAAAAjXbuuefGhAkTYvLkyQWdxzk2AAAAAACARluwYEEMGDAgTj311Dj88MNjxx13jFatWq1z3cGDBzd4nlw+n883+NZA0XtwQOuCjDvqB8cWZNyIiEHtbivY2BERx/b/585sZU26FnSujam8NDtddnlJadoREpPL5dKOwDpk6eVRbb4u7QiJqa3LzrbU1NWmHSExpSXZ2Am8vCQ7z5PNypukHSExFaXlaUdITLPSirQjJKYsl53XYlV1NWlHSMzy6pVpR0jM4soVaUdITEkuG8+TERFNM/SY3CRD74/LMvT+uDRDfy9Z2pYZH7+yQevvsMMOkcvl1nhf/e+ffeTz+cjlcvHGG280OFd2/ooBAAAAAIDUXHXVVRtlHsUGAAAAAADQaEcdddRGmSc7+8QAAAAAAACZp9gAAAAAAACKhkNRAQAAAAAABXfyySdHWVlZHHbYYXHkkUdGWVnDKgp7bAAAAAAAAAU3ceLEeO655+Liiy+OAw88MH73u981aBx7bAAAAAAAAAU3cuTIqKuri+nTp8fEiRPjlltuiZNOOmmDx1FsAAAAAAAABbfnnntGRET//v3j5JNPbvA4DkUFAAAAAAAUDXtsAEXniCUjCjzDkAKPDwAAAAA0lGIDAAAAAADYYDfeeGODbpfL5WLYsGENnlexAQAAAAAAbDDFBgAAAAAAUDRGjhyZyryKDQAAAAAAYIPtueeeqcxbksqsAAAAAAAADaDYAAAAAAAAioZDUQEAAAAAAAU3cODAKCsri8MOOyxOPvnkaNu2bYPGsccGAAAAAABQcHPmzIn3338/br755hgwYEBcffXVDRrHHhsAAAAAAEDBPf7441FXVxfTp0+PiRMnxsSJExs0jmIDKDoXTv9mQcf/9cEFHT41dfm6tCMkpi6fnR0Oy3PZ2ZYsqculnSA5uXyGNiZDsnSv1NVl4/mlsq4qSkqy8ZhcU1mbdoTELItVaUdgHfKRTztCYvJ520Jh1UU2nicjIpbX1qQdAciArl27RkRE9+7dY+DAgQ0eJxuv3AEAABohK6UGAABsDuyxAQAAAAAAFMy7774bTz/9dDRt2jQOO+ywaNWqVaPGU2wAAAAAAACNduONN8a9994bo0ePjrZt20ZExHPPPRdDhw6N6urqiIj47W9/G/fdd1+0a9euwfPY3xoAAAAAAGi0p59+Onr06FFfakREXHfddZHL5eK8886Lb33rWzF79uwYOXJko+ZRbAAAAAAAAI02Z86c2G677ep/nj9/fkydOjVOOOGEOPfcc+OSSy6J/v37x2OPPdaoeRQbAAAAAABAoy1ZsiTatGlT//OLL74YuVwu9t9///rrdtxxx5g7d26j5lFsAAAAAAAAjda+ffv46KOP6n/++9//HmVlZdG3b9/666qrq6Ourq5R8zh5OAAAAAAA0Gi9evWKCRMmxPTp06OioiLGjRsXu+++ezRt2rR+nTlz5kSHDh0aNY89NgAAAAAAgEY744wzYtmyZXHkkUfGoEGDYtmyZXHaaafVL6+srIyJEyfGTjvt1Kh57LEBAAAAAAA0Wr9+/eLWW2+N++67L3K5XBxxxBGx33771S+fMmVKdO3aNQ466KBGzZPL5/P5xoYFiteDA1oXZNxRPzi2IONGRFwxobJgY0dEdP753fWXy5p0LehcG1NpSXZ20isvyU4vX15SmnYE1qEusvPyqLaRxy3dlNTU1aYdITG1GdqWrCjJ0PNkLnJpRyDj8hl6nszSRyJZ2hYANh3VVXPSjrBO2Xn1DgAAAAAAZF52vvIKAAAAAABsNJMmTWrwbffYY48G31axAQAAAAAAbLCTTjopcrmGHQr1jTfeaPC8ig0AAAAAAGCDDRs2rMHFRmMoNgAAAAAAgA123nnnpTKvk4cDAAAAAABFwx4bAAAAAABAYqqrq+P555+P9957L1asWBHDhg2LiIjKyspYvnx5tGvXLkpKGr7fhT02AAAAAACARDz11FNxwAEHxNlnnx1XX3113HjjjfXL3njjjdh7771j7NixjZpDsQEAAAAAADTaa6+9Vn9C8R/96Edx+OGHr7F8l112iW7dusWjjz7aqHkcigooiJmLZhZs7JVDhxds7CyrratLO0Jiauuq0o6QmMq0AwCQOWUlpWlHSEyrJs3SjpCYjk3bph0hMds22SLtCInZuqRF2hES0zxD311dFrVpR0jMgnx2XvF/XLcq7QiJWVKbnW1ZWZud37FVtRl6r5+hbdlQN998czRr1iz+/Oc/R4cOHdbYW+NTffr0ialTpzZqnuw86wEAAAAAAKmZMmVKDBw4MDp06PCZ63Tu3DkWLFjQqHkUGwAAAAAAQKOtXLky2rVr9x/XWb16deTz+UbNo9gAAAAAAAAarVOnTvHOO+/8x3XeeOON6NatW6PmUWwAAAAAAACNtu+++8YzzzwTkydPXufyv/3tb/HSSy/FgAEDGjWPk4cDAAAAAACNdvbZZ8eYMWNiyJAhceKJJ8acOXMiIuLJJ5+MSZMmxT333BMdOnSIU089tVHzKDYAAAAAAIBG69SpU9xxxx3x3e9+N26//fb6688555zI5/Ox9dZbxw033BDt27dv1DyKDQAAAAAAIBE77rhjjB8/Pp588sl4+eWXY/HixdGyZcvYZZddYuDAgVFW1vhaQrEBAAAAAAAkprS0NAYOHBgDBw4syPhOHg4AAAAAACRu+fLlMXfu3Fi+fHmi426UPTZqamrik08+ieXLl0c+n98YU0KD5XK5aNmyZbRr1y6R3aJI3osLehR0/G23K+jwQBHI5XJpR2AdsnS/5CJD25Kh+6U0l43vfZWXlKYdITH5yM77x6XVK9KOkJg36qrTjpCYNzP0eLy6tjLtCIlZVr0q7QiJWV61Ou0Iiamtq007QmJKM/RcWVqSjdcvEdl6jby5q6qqittvvz3+/Oc/1588PCKia9euccwxx8SQIUOiSZMmjZqj4J/a5vP5mD17dqxYsTJyuVyUZOiBg2yqq6uNlStXxYoVK2KbbbbJ1Jt1AADWLSulBgAApGn58uVx6qmnxtSpUyOXy0WXLl2iQ4cOsWDBgvjwww/j+uuvjwkTJsSdd94ZLVq0aPA8BS82li1bFitWrIxmzVpE27Zb+JCYTV4+n4/Fiz+OFStWxLJly6J169ZpRwIAAAAA2OTdcMMN8frrr8fXvva1+P73vx/du3evXzZr1qy49tpr49FHH40bbrghLrzwwgbPU/CvJS1dujTy+Xy0bt1OqUFRyOVy0bp1u8jn87F06dK04wAAAAAAFIXx48dHr1694vrrr1+j1IiI6N69e1x//fWxww47xLhx4xo1T8GLjerq6igtLY3SUoegoniUlpZGSUlpVFdn59ixAAAAAACF9Mknn8Tee+/9mctzuVzsvffesXjx4kbNU/BiI5/PR87xailCJSUlTnYPAAAAALCeunbt+rlHwVm2bFl07dq1UfNoHAAAAAAAgEY77rjjYvz48TFv3rx1Lv/www9j3LhxcdxxxzVqnoKfPBwAAAAAAMieDz/8cI2fDzrooJg0aVIcddRRccopp0S/fv1iyy23jIULF8akSZNi5MiRsccee8SBBx7YqHkVGwAAAAAAwAY74IADIpfLrXV9Pp+P3/zmN+u8/vHHH48nnngipk2b1uB5FRuslw8//DCOPvrwOPTQI+KSSy5LOw4AAAAAACkbPHjwOouNQttsi42ZM2fE/ff/KaZMmRzz58+PysrV0bZt2+jZc4fYf/8D4uCDD4mKiooGjX3OOWfGSy+9GC+8MCXh1AAAAAAAsGm4+uqrU5l3syw2br99eNx++/Coq6uLnXbqE4ceeng0b94sFi1aFFOmvBhXXvk/8Ze/3Bd33vn7tKNuMjp27BD33vvnaNmyZdpRII5YMqLAMwwp8PgAAAAAQENtdsXGnXfeHrfddmt06tQ5rrjimthppz5rrfPMM0/FPffcnUK6TVdZWXl84Qs90o4BAAAAAMBmbrMqNj788MP47W//N8rKyuKXv7w+ttvui+tcb++994099+xf//Po0Q/GM888FdOnvxUff7wwSkvLYrvtvhhHH/2NOOSQw9YY/+ijD6//uX//3eov77rr7nHLLbfV//zRR/Nj5MgR8dxzz8aCBR9Fs2bNY+ed+8bpp58ZvXvvuFamhQsXxC233BjPPfdMrFy5Mrbeeps4/vj/is6du8SwYWfFkCFnxZlnDl3jNh988EGMGHFbTJ48MT755JNo27Zt7LHHl+O0086Mrbfeeo11b7vt1rj99uFx003DY+HCBfHHP/4hZsx4N9q0aRsPPDDmP55jY/XqVfHHP/4hHnvskZg164PI5XKx3XZfjOOO+1Z87WuD1lg3n8/H2LGj44EH/hyzZn0QK1eujLZt20WPHj3i8MOPjIMOOnid9wkAAAAAAMXh1VdfjWeeeSbmz58fVVVVay3P5XJx5ZVXNnj8zarYGDNmVNTU1MRBBx38maXGp5o0aVJ/+ec/vyq+8IUescsuu8WWW24ZS5YsjueeezYuu+wn8cEH78fZZ58bERGtWrWKIUPOijFjHop58+bGkCFn1Y/RpctW9ZfffPON+M53hsXSpUviy1/+Suy//wGxePHieOqpJ+Lss0+Pa665Lvbaa+/69RctWhRnnnlazJ37Yey6627Rp0/f+PjjhfHzn18VX/7yV9aZf9q0qXHeeefEypUrYp999osePXrEzJkz4+GHx8VTT/0tbrzx1ujVq/dat7vnnt/FpEl/j7333jd2371fLF++/D/+Py1btiyGDTs7pk9/M770pR3i8MOPjHy+Lv7+9+fjkkt+HO+9924MHTqsfv1bb70x7rprRGy1VdcYOPCgaNmyZSxcuDDeeGNaTJjwmGIDAAAAAKBI5fP5uPDCC+PBBx+MfD4fuVwu8vl8/fJPf1ZsbIBXXnk5IiL69dtzg273+9//Kbp1677GddXV1fHf//3tGDnyzjjqqG9Ex44do1WrVnHmmUNjypQXY968uWvtQRERUVNTExdf/MNYtWpl3HTT8Nhtt93rly1Y8O04/fQT44or/if++tfR9eXKLbfcEHPnfhgnnnhKfPvb36lf//jj/ytOP/2ktebI5/Nx2WU/iRUrlsdPf3p5DBp0aP2yRx99OH7ykx/FT396cfzhD/dHSUnJGrd98cVJcdttd8aXvrTDev3f/OpXv4jp09+MYcPOj5NOOrX++srKyvjhDy+Iu+66Iw444MDo2fNLERHx17/+JTp06Bj33POnaNq02RpjLV78yXrNCQAAAADApufuu++OUaNGxeDBg+Okk06KY445Jk455ZQ45JBDYuLEiTF8+PDYb7/94oILLmjUPCWfv0p2LFy4MCIiOnbsuEG3+/dSIyKivLw8jjnmuKitrYnJkyeu91jPPfdMzJ49O4499ptrlBoRER06dIgTTzwlPv54Yf2Y1dXV8cgjD0fLli3jtNPOWGP97bfvGYcccnj8u1dffSXef39m9Omz8xqlRkTEQQcdHH377hLvvz8zXnnlpbVuO3jw0etdaixZsjgefnhs9OrVe41SIyKioqIihg37TuTz+Xj44XFrLCsrK4uSktK1xmvbtt16zQsADivjxgAAIABJREFUAAAAwKbnr3/9a/To0SOuvvrq2HHHf5xyoVWrVrHLLrvEWWedFSNHjoyHH344XnjhhUbNs1ntsfHpLi+5XG6Dbjdv3tz43e/ujMmTJ8W8efOisnL1GssXLPhovcd67bVX/2/MeXHbbbeutXzWrFkRETFjxozYa6+94/33Z0Zl5ero1WvXaNGixVrr9+27Szz44F/XuO6tt96MiIjdd99jnRn69dsjXnnl5Zg+/a3Yddc1y5XevXda722ZNm1q1NbWRi6XW+e21NTURETEzJkz6q87+OBD4r777o0TTvhGHHDAQf93aK2do2XLVus9LwAAAAAAm54ZM2bE4MGD17iutra2/nLv3r1jwIABcc8998QxxxzT4Hk2q2KjQ4cO8f77M+Ojj9a/iJgzZ3acfvrJsWzZ0ujbd9fYc8/+0bJlyygpKYm5c+fG2LEPrfPkJ59lyZIlERHx+OOP/sf1Vq1aGRFRf46L9u23WOd67du3X+u6T2+z5ZZbrvM2W2zRISL+cX6MtZete551+XRbpk2bGtOmTf3M9VatWlV/+bvf/V5069YtHnpoVIwcOSJGjhwRpaVlsddeX43zz//v6N59688cBwAAAACATVurVv/8EnuzZs3qP0f+1DbbbBPPPPNMo+bYrIqNvn13icmTJ8XkyRPj618f/Pk3iIg//OHuWLJkcVx88U/j8MO/vsayRx4ZH2PHPrRBGVq2bBkREdde+6vYd9/9Pnf9T/fSWLTo43UuX7Ro0WfO8fHH677Nxx8vWGO9Na3/3iyf3v744/8rvvvd763XbUpLS+Ob3zwhvvnNE2LRokXxyisvxWOPPRKPP/5ozJjxbtxzz/1rnLgdAAAAAIDi0LFjx5g/f379z927d4+pU9f8Uvz7778fzZs3b9Q8m9U5Ng477MgoKyuLJ554PGbMeO8/rvvpXhizZ//j0FADBgxca52XXnpxnbctLf3Hf+u/7mLzqZ126hMREa+8MmW9Mn/hCz2ioqJpvPPO27FixYq1ln96QvR/9emJuqdMmbzOMadM+Ufu9T2Xxmfp3XunKCkpWee5OtZH+/btY8CAgXHFFddEv357xOzZs+O9995pVCYAAAAAANKx8847r1Fk7LvvvvHqq6/GTTfdFG+//Xb8/ve/j8cffzz69u3bqHk2qz02ttpqqzjjjLPj1ltvigsuOD+uvPLa6NWr91rrPf/8s3H33XfFTTcNjy5dtoqIf5QE++zzzz0sXnjhuXjwwQfWOU+bNm0jImL+/Hmx1VZd11i27777Rbdu3eL++++L3XffI/baa++1bv/aa6/E9tv3jKZNm0V5eXkceOBBMWbMQzFixG/j29/+Tv16b789PcaNG73W7fv23SW22eYL8corL8eECY/FAQccWL9swoTH4qWXpsTWW28Tffvu+p/+uz5X+/bt4+CDD4lx48bEHXfcFieffFqUla35KzV79qwoKSmJrbbqGlVVVfHKKy9Fv357rnGek5qa6li6dGlERFRUNG1UJjYPF07/ZkHH//XBBR0eKAKfnpeLTUud+2WTtGFnr9t01ZVk5ztfNXVrf8GqWK2qWf/D/m7qluRWph0hMZ4nN035cL9QWCUZeq6sy9elHSExdbXZ2ZYsPb9kZ0s23MEHHxyvv/56zJo1K7p37x5nnHFGjBs3Lm644Ya48cYbI5/PR5s2beJ731u/IwB9ls2q2IiIOPXUIVFbWxu33z48TjvtxOjTp2/06tU7mjVrFosWLYqXX54Ss2Z9UF94HH30sTF69INx0UU/jP33HxgdOnSI9957N1544bkYOPCgeOyxR9aao1+/PeLxxx+NCy/8f/GVr3w1KiqaRpcuneOQQw6PsrLyuOqqX8R3v/vtuOCC86NPn77Rs2fPaNq0acyfPz/eeGNazJkzO8aMeSSaNm0WERHnnnt+vPjipLj77rti6tTXY+edd46FCxfG448/GnvttXf87W9PrPHkksvl4ic/uSzOP//cuPjiC2OfffaLL3zhC/H+++/HU089Gc2bt4hLLvmfRJ6Q/t//+2HMmvVBDB9+S4wbNyb69t0l2rffIhYuXBAzZ86IadOmxs9+dlVstVXXqKysjPPOOye6dNkqdtxxp+jcuUtUVVXFxIkvxMyZM2KfffaLHj22bXQmAAAAAAA2vgMPPDAOPPCfX7Rv27ZtPPDAA/GnP/0pPvjgg+jatWsMHjw4Onbs2Kh5NrtiIyJiyJCz4oADDow///m+mDJlcowe/WBUVVVGmzZtY/vte8ZJJ50agwYdGhER22/fM266aXj87//eFM8//0zU1tbGF7/YM66++hfRsmWrdRYbX//6UTFv3tx49NFH4u67R0ZtbU3suuvuccghh9eP+bvf3Rt/+MPd8eyzT8fo0Q9FSUkutthiy+jZ80txxhln1+/1EfGPE3oPH35n3HrrjfHcc8/EtGmvx9ZbbxPf//6PolmzZvG3vz1Rfy6OT+20U58YMeJ3MWLEb2PSpInxzDNPR9u2beOggw6O008/M7bZ5guJ/F+2aNEybrnlt/HAA3+ORx4ZH088MSGqqiqjffstonv37vHd734v9tzzyxER0axZ0xg27Px48cXJ8dprr/5fydI8unbtFj/4wY/jiCOOTCQTAAAAAACbhlatWsWQIUPqf66srIzly5d/xjmg108uX+B9fN57772oqqqJTp26fv7KbLBbbrkx7rrrjvj1r2+M/v33SjtOpsyfPyeaNCmLbbfN9l4kDw5oXZBxf3PGHgUZNyKiz6JRBRs7IuLX5/3zQbWsiccuCisrh3CBjWFz3p17U5aVx7EsHV4jl5l7JVv+9XC8xS5LhwrJEoeigvXncWzTlKX7JTtbElFTNSfxMX/0ox/FqFGjYtq0aQ0eIzuv3jNuwYIFa133zjtvx3333RutW7eJXXfdPYVUAAAAAACwYRpbZG2Wh6IqRqed9l/RrVv32HbbL0azZk1j1qxZ8eyzz0Q+XxeXXPLjqKioSDsiAAAAAAAUnGKjSAwefEw89dST8eij42PlypXRsmWr6N+/f5xwwsmx++790o4HAAAAAAAbhWKjSJxxxtlxxhlnpx0DAAAAAABS5RwbAAAAAABA0VBsAAAAAAAARcOhqICic+EHQws8w90FHh8A2NTU1dVFSYnvfQEAwIbq1avXRp9TsQEAAGz2lBoAANAw+Xx+g2+Ty+UaNadiAwAAAAAAaJA333xzo8/pa0kAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNFI/eXj7nX+edoS1LHr1+2lHSMUXf7ZD2hHW8M5PNv5JZwAAAAAA2LTZYwMAAAAAACgaig0AAAAAAKBopH4oqizq33+3z1zWuXOXeOCBMRsxzeZr2rSpcfrpJ8WJJ54S3/72d9Zafs01V8Zf/3p//OEP90ePHtumkBAAAAAAgA2l2CiASy/92VrXzZjxXowcOSK22GKLFBJtnnr33jF22KFXjBnzUAwdem6UlZXXL1u9elU8+uj46Nt3F6VGgby36L2Cjb1y6PCCjQ0bWz7tAACNlJXHsXw+K1sSkcvl0o6QmCal2XnL2ry8Iu0IiWld3iLtCIlpWdY07QiJKcuVph0hMTX52rQjJGZVbVXaERKzurYy7QiJqaqrSTtCYjK1LbXZ2Zbaurq0I2Redl4lbkIOOeSwNX7+6KOP4tZbb4r27beIn/3sqpRSbZ4GDz4mrr768nj66adiwICB9dc/9tijsXz58hg8+OgU0wEAAAAAsKGcY6PAVqxYHhdccF4sXbokrrvuN7HVVl3TjrRZOfjgQ6JFi5YxatRf17h+1Ki/RuvWreOAAw5KKRkAAAAAAA2h2Cigmprq+OEP/1/MmPFeXH751dGrV++0I212mjVrFoMGHRITJ74Q8+fPi4h/HBbstddeiUGDDouKiuzsDg4AAAAAsDlQbBRIPp+Pyy+/LCZPnhjf//6F8dWv7pN2pM3WUUd9I+rq6uKhh0ZFRMSoUX+JiHAYKgAAAACAIqTYKJBbbrkxxo8fG6eccnoMHnxM2nE2a1/84vbRp0/fGD16VKxevTrGjRsbffrsHNtuu13a0QAAAAAA2ECKjQL4y1/uj5EjR8SgQYfG0KHD0o5DRBx11DExb968uPbaK2PJksVx5JH21gAAAAAAKEZlaQfImnfffSeuu+6aaN26Tey+e78YP37sGsubN28e++03IKV0m6+BAw+KX//6uhg7dnS0bNkyDjzQScMBAAAAAIqRYiNhixcvjtra2li6dElcccX/rLW8c+cuio0UVFRUxKGHHh733vv7GDTo0GjatFnakQAAAAAAaIDUi41Fr34/7QiJ2n33fvHCC1PSjtEg7/zkzbQjFFR5eXlEhMNQAQAAAAAUsdSLDdgYVq9eFQ899ED06dM3tt++Z9pxaKQXF/Qo6PjOKw8Am5+6fD7tCImpy9emHSExNXXZ2ZaV1ZVpR0jMx7E07QiJyeVyaUcAABpAsUGmvfvuOzF9+lvx8MNjY/HixXHppT9LOxIAAAAAAI2g2CDTJkx4LG6/fXhsueWWcf75F8RXvvLVtCMBAAAAANAIig0y7cwzh8aZZw5NOwYAAAAAAAkpSTsAAAAAAADA+lJsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEWjLO0AABvqiCUjCjzDkAKPDwAAAAA0lD02AAAAAACAoqHYAAAAAAAAikbqh6J6+uguaUdYyz5/mZt2BAAAAAAAYB3ssQEAAAAAABQNxQYAAAAAAFA0FBsJq62tjXPOOSP23bd/vPnmG2ssmzx5Yuy1V7/4wQ8uSCkdAAAAAAAUN8VGwkpLS+N//ueqaNGiRVx88Q9jxYrlERGxaNGiuPTSi6Njx05x8cU/TTckAAAAAAAUKcVGAXTo0CEuvfRnMWfOnLjyyp9FXV1dXHrpRbFkyeK4/PKro3Xr1mlHBAAAAACAolSWdoCs6t9/rzj55FPjrrtGxMKFC+KVV16O887779hppz5pRwMAAAAAgKJlj40COuusc+NLX9ohXnnl5ejff6844YQT044EAAAAAABFzR4bBfTBB+/H++/PjIiI2bNnxcqVK6NFixbphoIMuHD6Nws6/q8PLujwAABQ1PJpB0hQPp+lrQGAzYc9Ngpk9erVcdFFP4zS0rL47//+fsyePSuuueaKtGMBAAAAAEBRs8dGgVx33TXx3nvvxhVXXBMDBx4U8+bNjT/84e7Ybbd+MXjw0WnHAwAAAACAomSPjQJ4+OFx8dBDo+KYY46NgQMPioiIYcPOi969d4pf/eoX8e6776ScEAAAAAAAipNiI2EffPBBXHPNFdGz55fiO9/5Xv31ZWXlcfnlV0eTJuVx0UU/jNWrV6WYEgAAAAAAilPqh6La5y9z046QqK233jomTHhmncu22mqrePTRv23kRAAAAAAAkB322AAAAAAAAIqGYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICikfrJwwE21IUfDC3wDHcXeHwAAAAAoKHssQEAAAAAABQNxQYAAAAAAFA0Cl5slJSURF1dXeTz+UJPBYnJ5/NRV1cbJSW6PwAAAACATUnBP7WtqKiIfL42liz5RLlBUcjn8//3+1oXFRUVaccBAAAAAOBfFPzk4Z06dYrKyspYsWJprFq1PEpKSgs9JTRKXV1t5PN10aJFi+jUqVPacQAAAAAA+BcFLzZKSkpi6623jvnz50dlZWXU1dUVekpolJKSJlFRURGdOnVyKCoAAAAAgE1MwYuNiH+UG126dNkYUwEAAAAAABnm6+gAAAAAAEDRUGwAAAAAAABFY6McigrYdJ22a5uCjPvaec8WZNyIiJXvrirY2P9u2S3f2mhzAQAAAACfzx4bAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFoyztAEA2zVw0s2Bjd45OBRv73y2/d9JGm6vQfvh2h7QjJObhJW+kHSExC1YuSTtCYlqUN007QmJyuVzaERJTU1ebdoTEVNZWpx0hMfl8Pu0IiWlWXpF2hES0atIs7QiJaVveMu0IiencpE3aERKzQ2nbtCMkpn9VedoRErNT+dK0IySmefOqtCMkZsnS7Dwmz6xrnnaExMxokp3XyLNz2XlduSBfmXaExHxctzrtCIlZWpudbXlhSNoJ1s0eGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRUGwAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0ShLOwDAhnpxQY+Cjr/tdv+8/PVp2el/F1d/kHaExCyrWpV2hMSUl2bnqbhpWZO0IySmeVnTtCMkprykNO0IiSnLZWdbSnK5tCPwb3KRnfskH/m0IyTmo+qlaUdIzLyqJWlHSMwTGfodK6vLznNLk+oMva7MVacdITFNSlekHSExWfp7Kc3Qa7HSDH1vvVkuO49jLcpapR0h87Lzmw8AAAAAAGSeYgMAAAAAACgaig0AAAAAAKBoKDYAAAAAAICiodgAAAAAAACKhmIDAAAAAAAoGooNAAAAAACgaCg2AAAAAACAoqHYAAAAAAAAikZZ2gEANtQRS0YUeIYhBR4fAAAAAGgoe2wAAAAAAABFQ7EBAAAAAAAUDcUGAAAAAABQNBQbAAAAAABA0VBsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABSNsrQDANk0Y9GMgo3d+Yv7F2zsiIht/+XyzBXzCzrXxnRU253SjpCYvcp6ph0hMe1qa9OOkJjyyKcdITG5DG1LaYa2pSyXnW3J0v2Sy8j9UpPPzne+lmTobd7M8tK0IyTm+ZIVaUdIzPhFr6cdITHbtOiYdoTEbFnaIu0IiVlYm52/l9eXvJ92hMSUlWbnMbl78w5pR0hM5/LWaUdITPuSZmlHSEz7KE87QuZl59U7AAAAAACQeYoNAAAAAACgaCg2AAAAAACAoqHYAAAAAAAAioZiAwAAAAAAKBqKDQAAAAAAoGgoNgAAAAAAgKKh2AAAAAAAAIqGYgMAAAAAACgaZWkHANhQLy7oUdDxt93un5fPbrNrQefamOZEVdoREjM8NzftCImZU/tJ2hES80nlsrQjJGZF9eq0IyQmF7m0IySmWVmTtCMkpmmGtqVZWUXaERLRrDRD90lJdraloq487QiJKc9n53uFvVp3TztCYpbUrEw7QmJeWjYz7QiJ+WT18rQjsA7lddn5GPHdZdl5TzkzNz/tCIkpyWXnvUuW/CrtAJ8hO6+sAAAAAACAzFNsAAAAAAAARUOxAQAAAAAAFA3FBgAAAAAAUDQUGwAAAAAAQNFQbAAAAAAAAEVDsQEAAAAAABQNxQYAAAAAAFA0FBsAAAAAAEDRKEs7AMD/Z+/Ow6Oqz8WBvyEJoIAiIiooImrAimtd61bFYq+ouFarbIpyUcTWtla8bW8rWm2LWltxV1xQQcUFrVVa0fqzaFVUwIJYRUUWQTHCBcKSZX5/+CQ1kkAmzGRypp/P8+SBnDP5nvfNN+/MmXnPkq4Tlt+d5S0MyfL4AAAAAEBjOWMDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxinIdAEC6Rv7rjKyOf8Ox//7/s+ULs7qtprRD8Ra5DiFjdi/ukOsQMuabxdvkOoSMKW5bkOsQMiZ/MskvqVwHkEEVeZRNvmRSmTeZ5Nff17qoynUIGbMmlT+5rEity3UIGbNZi+Jch5AxHYvb5jqEjCnIo/3KlgX589Fby4LCXIeQMcUF+XOsd3EeHbdemEfvxPIpl+Yqf/7yAQAAAACAvKexAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGJobAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYGhsAAAAAAEBiaGwAAAAAAACJUZTrAADSNfLjYVnewv1ZHh8AAAAAaCxnbAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYGhsAAAAAAEBiaGwAAAAAAACJobEBAAAAAAAkhsYGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiVGU6wCA/PRh6YdZG7ts2BVZG/vrWhYUNtm2su3zytW5DiFjyltU5TqEjGlTUJzrEDKmVYHjJZqjilQq1yFkTEXkT+1XRP7MSypPcimIglyHkDGtI3/2X7bKo9fJkmid6xAypse6/Mll59Yrch1CxrTerDzXIWTMmtX5U/ulq/OnXj5r0TLXIWTM50X587q/LI/ehq0syJ/9/VV59N6lucqjP30AAAAAACDfaWwAAAAAAACJobEBAAAAAAAkhsYGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGJobAAAAAAAAIlRlOsAANL1xmc7Z3X87rv8+//lUZXVbTWlZRVluQ4hYxZUluY6hIypTOXP31gqj3LJp3mpilSuQ8iYyqo8mpc8+hsrr6rMdQgZUZEneURErKusyHUIGZNP81Jc6O13c1T5Rf78jXVq0z7XIWTMdq22ynUIGdO+5ea5DiFj2hW0zHUIGdOyoDDXIWRMcR4dt16QP29daAL585cPAAAAAADkPY0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEiMolwHAJCuE5bfneUtDMny+AAAAABAYzljAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIjKJcBwCQrpH/OiOr499w7L//36ZFy6xuqyntXrx1rkPImA5RnOsQMqZ1FOQ6hIwpSuVPLoW5DiCDivPqbyzXEWROPv2N5cu85E+lROTJlERExNo8mpiygvyZmc8LKnMdQsYsi/Jch5Axa1L5My+FefSs3Kogf44pbplHx0e3yqNc8qle8isXsi1/qhgAAAAAAMh7GhsAAAAAAEBiaGwAAAAAAACJobEBAAAAAAAkhsYGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGIU5ToAgHSN/HhYlrdwf5bHBwAAAAAayxkbAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGJobAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYGhsAAAAAAEBiFOU6ACA/ffj5h1kbu2zYFVkb++v+tuSfTbatbCtskT+97KIWhbkOIWPyKZcWUZDrEDKmKlK5DiFjKqoqcx1CxpRXVuQ6hIwpKMifemld1DLXIWRE2+LWuQ4hY9oVb57rEDJm6+J2uQ4hY7oWbZHrEDJmt2iT6xAypldF/nwsUpQ/uy/xWf5MSyyI8lyHkDGLUqtzHULGLK0sy3UIGfNFRf7k8n/lq3IdQsasrFiT6xAy5re5DqAe+fMpFwAAAAAAkPc0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIDI0NAAAAAAAgMYpyHQBAut74bOesjt99l6wOnzMtCvKnl12YR7nkk6pI5TqEjEml8ieXfJJPz2MVVZW5DiFj1lSsy3UIGVFZVZXrEDJmXVVFrkPImJUVq3MdQsZ8Wrg81yFkzPSCwlyHkDF5VS/lZbkOIWOWrV2V6xAyJp/2X1oXFuc6hIxpWZg/H4kWtcif5+R8eq/ftqh1rkPIe/nz1wIAAAAAAOQ9jQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDGKch0AQLpOWH53lrcwJMvjAwAAAACN5YwNAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxinIdAEC6Rv7rjKyOf8OxWR0+Z6pSVbkOIWOqUvnTly8uyJ9c8klVQa4jyJyCVB4lk0fyaVaqqvLj9aU8KnIdQsZUrK3MdQgZsyJW5zoE6pCKVK5DyJhUSi5kV1Xkx+tkRMTKyvx5rQSSz6cpAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGJobAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYGhsAAAAAAEBiFOU6AIB0jfx4WJa3cH+WxwcAAAAAGssZGwAAAAAAQGJobAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYGhsAAAAAAEBiaGwAAAAAAACJobEBAAAAAAAkhsYGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiVGU6wCA/PRR6UdZG7ts2O1ZGzufVVZV5TqEjKmsWpfrEDJmba4DACDvFLUozHUIGdOu5Wa5DiFjOrVun+sQMqZ7y61zHULGdG3RJtchZMzmeXTs6oqozHUIGfNZKn/2+D+vWp3rEDJmeWX+5FJWmT9/Y6sr8+i9fh7l0lzlz6seAAAAAACQ9zQ2AAAE3vf7AAAgAElEQVQAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxinIdAEC63vhs56yO332XrA4PJEBBQUGuQ6AO+TQvBZFHueTJvBQW5M8xX8UtCnMdQsakIpXrEDLm/8pX5TqEjHmnqjzXIWTMnDx6Pl5TuTbXIWTMivLVuQ4hY1auW5PrEDKmsqoy1yFkTGEevVYWtsiffZh82kcm+/LnLx8AAAAAAMh7GhsAAAAAAEBiaGwAAAAAAACJobEBAAAAAAAkhsYGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBhFuQ4AIF0nLL87y1sYkuXxAQAAAIDGcsYGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGJobAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYGhsAAAAAAEBiFOU6AIB0jfzXGVkd/4Zjszo8kACpVCrXIVCHKvPSLBXkOoAMqWqRP8d8VVRV5jqEjFldsS7XIWTM8oKyXIeQMV4nm6dUmBeyq0UevVZWpapyHULGVFXmTy759PqSP5k0X/nzjAQAAAAAAOQ9jQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASIyiXAcAkK6RHw/L8hbuz/L4AAAAAEBjOWMDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEiMolwHAOSnD0o/yNrYZcNuz9rY0NRSuQ4AYBPly/NYKpUvmUQUFBTkOoSMaVmYP29ZNy9ulesQMmaL4ja5DiFj2ha1znUIGVNUUJjrEDKmIlWZ6xAyZnXlulyHkDFrKtfmOoSMWVdVkesQMiavcqnMn1wqq6pyHULec8YGAAAAAACQGBobAAAAAABAYmhsAAAAAAAAiaGxAQAAAAAAJIbGBgAAAAAAkBgaGwAAAAAAQGJobAAAAAAAAImhsQEAAAAAACSGxgYAAAAAAJAYBalUKpXrIIDc2fpHO2Zt7C12Lsra2L87YG7Wxj794H/3fItadsnadgAAIKkKch1ABhUU5FM2AJBZ69YuyHUIdXLGBpAVSW1qAAAAG5ZPbQBNDQBIJo0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxinIdAEC6Tlh+d5a3MCTL4wMAAAAAjeWMDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIDI0NAAAAAAAgMYpyHQBAukb+64ysjn/DsVkdHgAAEi2V6wAyKJXKp2wA4D+HMzYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMQoynUAAOka+fGwLG/h/iyPDwAAAAA0ljM2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASoyCVSqVyHQQAAAAAAEBDOGMDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASAyNDQAAAAAAIDE0NgAAAAAAgMTQ2AAAAAAAABJDYwMAAAAAAEgMjQ0AAAAAACAxNDYAAAAAAIDE0NgAAAAAAAASQ2MDAAAAAABIDI0NAAAAAAAgMTQ2AAAAAACAxNDYAAAAAAAAEkNjAwAAAAAASIyiXAcAkG9uv/32mD17dsyePTs+/vjjaNGiRcyePTvtcVavXh033XRT/PnPf45PP/00OnXqFMcdd1wMHz48NttssyxEvr7S0tIYPXp0zJo1K5YsWRJlZWXRqVOn2HvvvWPo0KHRs2fPjY7x2GOPxeWXX17numOPPTb++Mc/Zjrseq1cuTLuuOOO+Mtf/hILFy6M1q1bx0477RT9+/ePfv36bfTnv/jii7jhhhtiypQpsWzZsujSpUuceuqpce6550ZRUdO9pK5cuTLuvffeePbZZ2PBggXRsmXL2GGHHeKUU06J733ve1FcXLzBn7/xxhtjzJgxda4799xz47LLLst4zOnUxaeffhoPPPBAzJ49O95555347LPP4pBDDol77rkn7e0uXLgwrr/++pg6dWqUlZVFt27don///vG9732vSXKZOXNm3HnnnTFnzpxYunRpVFVVRefOnePII4+Mc889N7bZZpsGbXPkyJHx+OOP17nuF7/4RfTv3z/ruVSbN29e3HrrrTF16tQoLS2NLbbYInr27Bk/+tGPolevXg3a7pw5c+KGG26IN954I8rLy6OkpCTOO++86NOnT6PyaEwu8+fPj9tuuy1effXVWLJkSWyxxRbRo0ePGDhwYBx55JEN2uaAAQPitddeq3PdrbfeGkcddVTaeXz00Ufx1FNPxdSpU2P+/PmxatWq6Ny5c3zrW9+KoUOHRqdOnWoe29xrJZ1cmnutpJNLteZaK+nm0lxrJSK9/ZTmXi/p5NLc66Ux+4/NtV7SzaU510tdqqqq4swzz4wZM2asVw8ffPBBPPLII/HOO+/EO++8E8uWLYvTTjstfv3rX6e9nWzMTTq5vPjiizFhwoR4991344svvogWLVpE586d47vf/W4MHDgw2rVr16BtNNXcbCiXarNmzYrbbrst3njjjVi+fHlstdVWsccee8TPf/7z2GGHHRq0nddffz1uvPHG+Oc//xmpVCr23HPPGDFiRBxwwAEZyaMhucyZMyduu+22mDFjRnz22Wex9dZbxx577BFDhgyJ/fbbr0HbOProo2PhwoV1rnvqqaeipKSkUbH36NGj3nVvvvlmtGnTJiKSUSsNzSUJtdLQXKo151pJJ5fmXCu5pLEB5K3Vq1fHwoULY9myZZFKpdZbn8kdtq+67rrrYosttojdd989ysrKorS0NO0xKisrY+jQofHaa69Fv3794oADDoh33303xo4dGzNmzIh77rknCgsLsxB9bStWrIgPP/wwvvWtb0Xnzp1js802i4ULF8bjjz8ep512Wtx2221x6KGHNmisYcOGRffu3Wst69KlSzbCrtOSJUti4MCB8cUXX8TJJ58cu+66a6xevTo++uijWLRo0UZ/fuXKldG/f//48MMP46yzzooePXrEtGnT4rrrrov33nsvRo8e3QRZRFRUVMSgQYNi9uzZ0a9fvzj77LNj7dq18eyzz8aoUaPirbfeimuvvbZBY11++eWx1VZb1Vq26667ZiPstOriww8/jFtvvTW23Xbb6NWrV7zwwguN2ubixYvjjDPOiBUrVsSgQYNihx12iOeffz5+8YtfxKJFi+KHP/xh1nP56KOPYtWqVdG3b9/YZpttokWLFvHuu+/G+PHj46mnnorHHnuszg9E6/O73/1uvWV77bVXo/KISP/56h//+EdccMEF0alTpzjjjDNiu+22i+XLl8esWbPis88+a9A258yZE9///vejZcuWcc4550SHDh3iySefjBEjRsRVV10Vp59+etZzWbBgQZxyyimRSqXie9/7Xuy8886xdOnSeOSRR2Lo0KFpxbHVVlvV2bz9xje+0ag8Jk6cGOPGjYsjjzwyvvvd78Zmm20W06dPjwcffDCeeuqpePDBB2OXXXaJiOZfK+nk0txrJZ1cIpp3raSTS3OulYj09lOae72kk0tzr5d09x+bc72kk0tzr5e63HvvvfHee+/VuW769OkxduzY2GGHHaJXr17x97//vVHbyNbcfN2Gcqlefsopp0SnTp2ivLw83n777bj55pvjz3/+c0ycOLHBB441xdxsKJeIiD/96U9x2WWXRY8ePWLQoEHRoUOHKC0tjbfffjuWL1/eoA9rX3rppRg2bFhsu+22MXz48GjVqlU89NBDMXjw4Lj11lvj8MMPz3ouM2fOjLPPPju23HLL+N73vhfbb799LFy4MB5++OE4++yz44477ojDDjusQdvp3r17DBs2bL3l22+//SbFv//++9fZtG7VqlXN/5NSKw3JJSm10pBcIpJRKw3JJQm1kjMpgHq89dZbqQcffLDWsmeeeSbVp0+f1IEHHpj6zW9+0+CxHn/88UZ9NUZZWVnqf//3f1O9evVK9ezZc72vHj16pHr27NmosRti3rx5Nf/v379/avfdd097jEceeSRVUlKSuvLKK2stv+eee1IlJSWpRx55ZJPj3BSLFy9O7b777qkBAwZs9LGPPvpoqqSkJPWPf/yjCSKr38CBA1OHHnpoatGiRY36+RtuuCFVUlKSGjt2bK3lv/71r1MlJSWpl19+ORNhbtTUqVNTJSUlqWuuuabW8oqKitSJJ56Y6tmzZ2rFihUbHOOPf/xjqqSkJDV//vxshlpLOnWxYsWK1NKlS2u+LykpSQ0aNCjtbV566aWpkpKS1OTJk2stHz58eGr33XdPffjhh2mPmUplpsaffvrpVElJSerGG29s0OMvu+yyVElJSdrb2Zh0ciktLU0dfPDBqYEDB6bWrFnT6G2eddZZqR49eqRmzpxZs6y8vDx16qmnpvbbb7/U8uXLGzVuOrlcf/31qZKSktSUKVNqLf/0009T3/jGN1KnnHJKg7bZv3//1FFHHdWoeOszc+bM1LJly9ZbPmHChFRJSUnq4osvrlnW3GslnVzq01xqJZ1cmnutpJNLc66VDalrP6W510t90tnnai71Up+6cmnu9VKfunJJWr18/PHHqb333rvm/cXX66G0tLTmuWL+/PmpkpKS1P/8z/+kvZ2mmJuN5VKf2267LVVSUtLg951NMTcby+WDDz5I7bnnnqlLL700VVlZ2ahtVFRUpI466qjUPvvsk1q4cGHN8hUrVqS+/e1vp4466qhURUXFpqSRSqU2nsuPf/zjVElJSWrOnDm1lr/99tupkpKS1IgRIxq0naOOOirVv3//TY7360pKSlKXXXbZRh+XhFppaC71aU610tBcklArDc2luddKLrnHBlCvm2++OV588cWa7xcsWBA/+clPYtmyZdGhQ4e45557YuLEiQ0aa+TIkXH55ZfHyJEjG/xV3+WLNmbUqFHx0EMPxRFHHBGXXXZZXH311bW+rrnmmrj66qsbNXZDdO3adZPHmDRpUkREnHPOObWWn3nmmbH55pvXrM+Vjh07RuvWrWPFihVp/dyqVati3bp1WYqqfm+88Ub84x//iPPOOy+23377qKysjFWrVqU1xqRJk6J169bx/e9/v9byc889t2Z9U6j+nW+77ba1lhcWFsY222wThYWF0bJlywaPt3LlyigvL89ojHVJpy7atm0bW2+99SZtb/Xq1TF58uTYYYcd1jt1e/DgwVFZWRlPPfVUo8bORI1XHx2Ubg2lUqlYuXJlVFZWbnIMEenlMmHChCgtLY2RI0dGq1atYu3atWnX84IFC2LatGlxwAEHxJ577lmzvKioKAYMGBArV66M5557Lq0xq6WTy8qVKyNi/Trq0KFDtGzZMu3L/VVVVcXKlSujqqoqrZ+ry5577hlbbrnlesv79u0bERHvvvtuzbLmXivp5FKf5lIr6eTS3GslnVyac61sSF37Kc29XuqTzj5Xc6mX+tSVS3Ovl/rUlUvS6uXnP/957LrrrjFgwIA612+11VZ1Pleko6nmZmO51Ke6Zv7v//4vrZ/L5txsLJe77rorKisrY+TIkdGiRYtYvXp12jUzbdq0WLhwYXz3u9+Nzp071yxv27ZtnH766bFw4cKYNm3aJuURsfFc6quZ7bbbLiIi7ZqpqKiIlStX1nm1hk2xbt26mljrkqRa2Vgu9WmOtbKxXJJUKxvLJSm1kgsuRQXU6913342zzz675vs//elPUVBQEE888URsv/32MWTIkHjkkUfitNNO2+hY9913XzZDreW5556Lk08+Oa655pom22YmpVKp+Oc//xmdOnVa71JNrVq1im984xs113YsKChokpjKy8tjxYoVUVlZGZ988kmMHTs2Vq1aFd/+9rcbPMaFF15Y84K8yy67RP/+/eP73/9+k+RQ3aDr2rVrjBgxIl544YUoLy+PTp06xdlnnx1Dhw6NFi3q7/UvXbo0Fi5cGPvuu2+0bt261rrtttsutt9++5g5c2ZWc6i23377xWabbRa33357bLvttrHPPvvE2rVr45lnnom///3vcfHFFze4sdGvX79YuXJltGjRInbfffc477zz4rjjjstyBk3jX//6V6xZsyb22Wef9dbtvffeUVhY2GRzFvHlh2GrV6+OtWvXxvvvvx/XXXddRERaNRTx5anKK1eujKKioth3331j+PDhccghh2Qh4vW9+OKL0aZNm1izZk2cdtpp8fbbb0dERElJSVx88cXxne98Z6NjVP/O67oObPWymTNnximnnJLByNd36KGHxv333x+//OUv49JLL41u3brF0qVL484774zKysq48MILGzzWkiVLYt999401a9ZEq1at4uCDD44f/OAHsccee2Q05iVLlkREbPIHs1+Xi1rZUC5Jq5W6cklqrdSVS1JqJRP7KQ3RFPWSTi7NvV4akktS6qUhuSSlXiIiHn744Zg2bVo8+uijG9wH3lRNMTfp5LJq1apYu3ZtlJWVxezZs+Paa6+N4uLiBl9aNyK7c9OQXP72t79F9+7dY8aMGTF69OiYO3dutGjRIvbee+/48Y9/3KDLLc+YMSMiIvbdd9/11lUvmzlzZhx00EFZzeXQQw+NF154IX784x/HxRdfHNttt10sWrQo/vCHP8SWW25ZcwBZQ8yYMSP22WefKC8vjzZt2sQRRxwRl1xySey0006NziEiYvLkyfHkk09GZWVltG/fPo455pi45JJLomPHjps07tc1Ra2kk0tzr5WG5JKUWmlILkmolVzR2ADq9cUXX9R6Mn399ddj//33r7n23tFHH93gGz8feOCBWYmxLqlUqs4XnqRYtmxZlJWV1Xuvg+222y6mTZsWy5cvj/bt2zdJTG+++WYMHDiw5vt27drF+eefH8OHD9/oz7Zu3Tr69u0bhxxySHTs2DEWLVoUEyZMiCuuuCLmzJkTo0aNymboERExd+7ciIj42c9+Fl27do2rrroqIr48SvD3v/99LFq0aINxLF68OCL+fUTE12233Xbxr3/9K8NR122bbbaJMWPGxBVXXBGXXHJJzfJWrVrFVVdd1aBGY7t27eL000+P/fbbL9q3bx/z5s2LcePGxSWXXBILFiyIoUOHZjOFJrGhOSsuLo4OHTrUPKYp3HnnnbVu2N6lS5f47W9/2+APjrbeeusYMGBA7LnnntGmTZt477334t57741zzjknRo8eHSeccEK2Qq8xd+7cqKqqinPPPTeOOeaYOP/882Pp0qVx6623xkUXXRTXXXddHH/88Rsco/p3/vWjjb66rCnm5eijj46f/vSncdttt9V6bttuu+1i3LhxsffeezdonC5dusS+++4bPXr0iOLi4vjnP/8Z48aNizPPPDPuuuuujL723XDDDRERceqpp2ZszIjc1MqGcklardSVS1Jrpa5cklIrm7Kfko6mqJd0cmnu9dKQXJJSLw3JJSn1smTJkvjd734X55xzTp03cs+kbM9NurlceeWV8fjjj9d8v9tuu8XNN99c6x5JG5LNuWlILitWrIjPPvssysvLY8SIEXHmmWfGJZdcEvPmzYtbb701zjnnnLjnnnti//333+i2Iuqel+rnt+rHZCuXiIizzjorPvnkkxg/fnytewzstttu8dBDD8XOO+/coO3tuuuuceqpp8Yuu+wSVVVV8eabb8aECRNi6tSpMWHChAbP79ftueeeceyxx8bOO+8cq1atipdffjkeffTReOWVV+Lhhx/OaHMj27WSbi7NuVYakktSaqWh89LcayWXNDaAerVt2zaWLVsWEV/ezHr69Om1Lo1UVFQUa9asyVV49dp///0bdHmL5qr6d1rfUffVy5vyd9+zZ8+4++67Y926dfHRRx/FpEmTai4rVVS04ZeS4447br2zAM4444zo379/PPTQQ3Hqqac2+I1eY1VfdqpNmzYxbty4mt9h3759o2/fvvHwww/H4MGD17u5ebWGzElTzseWW24Zu+yySxx88MFx6KGHxpo1a2LSpEnxv//7vxERG21uDB48eL1lp59+epx00knxxz/+MU488cR6mzhJsXr16oiof85atWrVpHN20kknxTe/+c1YuXJlzJo1K55//vma59eGuPTSS2t9f8wxx8Qpp5wSJ5xwQlx11VXxne98Z72ziTJt1apVUVlZGSeccEKMHj26Zvmhhx4affv2jdGjR0ffvn03eBbWhualZcuWUVBQ0GTzst1228Vuu+0WhxxySOy+++6xZMmSuOeee2Lo0KFx1113Ra9evTY6xm9+85ta3/fp0yf+67/+K04//fT41a9+FX/+858zEuutt94af/nLX+KYY46Jk08+OSNjVmvqWtlYLkmqlfpySWKtbGheklArm7Kfko6mqJd0cmnu9dKQXJJSLw2dlyTUyxVXXBHt27ePiy66aJPGaYhsz026uZx33nlx4oknxrJly+LNN9+MadOmpVUz2ZybhuRS/Z5m2bJlMWzYsFoHOfXq1SsGDRoU1157bUyYMGGD29rQvFTfsLj6MY3R0HkpLCyMLl26RM+ePeOYY46Jbt26xccffxx33XVXnHfeeXHPPffEjjvuuNHt3X777bW+P+644+Lwww+PoUOHxm9+85u44447GpXH1y+73a9fv9hrr71i1KhRMWbMmPjVr37VqHHrku1aSTeX5lwrDcklKbXS0Hlp7rWSSxobQL122223mDRpUpx00knxzDPPRFlZWa0jwBYtWhQdOnTIYYR1+8lPfhIDBgyIAw88MI499thch5O26jeQ9V3/sXp5tj/E/Kott9wyvvWtb9V8f/LJJ0e/fv1i/vz5ceedd6Y9XlFRUQwbNiz++7//O1588cWsNzaqf1d9+/attVNSXFwcxx9/fNx0003x6quv1tvYaMicNNV8zJkzJ84666wYNGhQ/OQnP6lZ3q9fvzj77LPjyiuvjG9/+9tpH0HUtm3bOOecc2LUqFExderUjB8V3tSqrzNa35ytXbs2ttpqqyaLZ8cdd6zZ2ezTp0/07t07zjzzzFi3bl2jz5DZdttt49RTT42xY8fG9OnT4+CDD85kyOtp1apVlJWVrXcKfLdu3WLfffeN119/PT744IMNHumzoXlZt25dpFKpJqml8ePHx69+9au444474ogjjqhZfuyxx8Z//dd/xS9+8YtaR6mlY/fdd4+jjz46Jk+eHPPnz2/Qm4wNuffee+P3v/99HHjggXHttddm/PJ9TVkrDcklKbWyoVySVisbyiUptZLp/ZT6NEW9pJNLc6+XhuSSlHppSC5JqJenn346pkyZEnfffXeTvN5mc24ak8uuu+5ac1b8cccdF5MnT46LL744ioqKGn051kzMTUNzqf4gNSLWq5mDDz44OnfuHDNmzIjVq1dv8Jr7G5qXtWvX1npMutKZl2uvvTbuvvvuePzxx6OkpKRm+eGHHx4nnXRS/Pa3v611Vlo6jjzyyOjVq1e88sorsW7durTuQbghZ511VowZM6bWvUgzIRf7yBvKpbnWSn2+nksSaqU+dc1LEmulqbh5OFCvIUOGxPvvvx+HHnpoXHXVVdGrV6/45je/WbP+pZdeyvg1xDNh1113jV//+tdxySWXxJFHHhn9+/ePgQMH1voaNGhQrsOsV/v27WOzzTar91TTxYsXx+abb77JNyjbFFtuuWUcffTR8dJLL8WCBQsaNUb1/UNKS0szGVqdqs8+2GabbdZbV71s+fLlG/35Dc1JU53hcO+998a6deviu9/9bq3lBQUFceyxx8aaNWti+vTpjRq7Keck2zY0Z+Xl5VFaWprTs1L22muv6N69+0aPEtqY6hv5NcWcVV+GsK6mWUPqKGLDp2xXL2uKebnzzjtrrin7VVtvvXUccMABMXv27LRvvvtV1bX0xRdfbFKcd999d1x99dVxyCGHxO23357xN04RTVcrjc2lOdbKxnJJUq1sLJek1MrXZWI/pS65eG1JJ5fmWC9fVVcuSaqXr6orl+ZeL+vWrYurrroqDjvssOjSpUvMmzev5iviyzOU582bF0uXLm10jF+XrbnJVC59+vSJNm3axPjx49OO4as2ZW7SyaV9+/ax+eabR0T9NVNVVbXRGzxXX1anrnnZ0CWRMplLeXl53HPPPdG9e/daH9RG/PtD9ddeey3tGL6qS5cuNffHyZSCgoLo3Llzxp8fc/E8lk4uzaFWNuTruTT3WtmQr+eS1FppKs7YAOp1xBFHxL333hvPPfdctGvXLvr371+zrrS0NDp37hwnnXRSDiOs2//7f/8vfvCDH0RVVVWsWrUqFi1alOuQ0lJQUBC9evWK119/PRYuXFjrBuLr1q2L2bNnR69evZrsxuH1qT4VdmM7A/Wp3sHN9I3X6rLPPvvE+PHj45NPPllvXfWyDd2Qt2PHjtG5c+eYM2dOrFmzptbRMosXL45PPvkk45eHqc+nn34aERFVVVXrrauoqIiILy8d1xgfffRRRNTdAEqakpKSaN26dZ1NnhkzZtrJnPgAABUeSURBVERlZWXstddeOYjs39asWbPRD2s2pinnbO+99465c+fGJ598st5OdXUdbaye99xzz4iIeOutt9Zb9+abb0ZENMm8LFmyJIqLiyOVSq33XFpdR9X/NkYmnt/uuOOOuPbaa+Pwww+Pm266qdaRZ5nUFLWyqbk0p1ppSC5JqZWG5JKEWqnPpu6n1CVXry3p5NKc6qUuX88lKfVSl6/n0tzrZc2aNVFaWhp///vfo0+fPuutf+utt6JPnz5xwgknxLXXXtvoOL8qW3OTqVwqKyujvLx8k2tmU+Ym3Vz23HPPePXVV2Px4sXrncn0ySefRFFR0Ubvw1j9O3/rrbdqXa+/etlXH5OtXH76059GeXl5ve9bKioqory8PO0YvmrevHlRXFwcW2yxxSaN81VVVVWxYMGCjL9u5eJ5LJ1cmkOtbMjXcykoKGjWtbIhX8/liy++SGStNBVnbAAbtP/++8fIkSNj+PDhtc4Q6NChQ4wZMyaOOeaYHEZXt+uuuy622WabeOKJJ2LatGnx/PPP1/nVHKxevTrmzp1b82F1tX79+kXEl0dSftWECROirKwsTjzxxCaJr76jnBYsWBBTpkyJdu3a1ewk1JdLXUdjrF69uuZUyaOPPjrDUa+vd+/escUWW8SkSZNi5cqVNctXrVoVTzzxRBQXF8dhhx0WEV/elG/u3LnrHbly4oknxurVq9c7SqV6jqrnLNuqTwl+7LHHai0vLy+PJ598Mlq0aFGzY1xXLhUVFXUeiVFaWhpjx46NVq1a1brUQhKUlpbG3Llza+W12WabxXe+851YsGBB/OUvf6n1+HvuuScKCwujb9++WY/ts88+q3P5lClTYv78+bHPPvvUWl5XLmVlZTWnOn/Vhx9+GBMnToytt94665dzi4ia5t348eMjlUrVLJ81a1ZMnz49unfvHl27dq1Z/umnn8bcuXNrXXd2xx13jP322y9ee+21+Oc//1mzvKKiIsaNGxdt2rSJ3r17Zz2X3XbbLcrKyuKZZ56ptXz+/Pnx2muvRdeuXWtdTqauXFasWFHnG4xp06bF3/72t+jZs2d07ty5UfHddtttce2118ZRRx0VN998c8aaGrmolYbmkoRaaWguSaiVhubS3Gslnf2UdDV1vaSTS3Ovl3Ryae71kk4uzb1eNttss/jDH/5Q51fEl427P/zhD7VufJ6OppybdHOpr2bGjx8f69atW69mmnJu0s2lumYeeOCBWuP89a9/jU8//TQOOeSQWs/pixYtirlz59b64POAAw6ILl26xLPPPlvrwK+VK1fGI488El26dNnoTZU3NZeOHTvGVlttFR9++OF6zeLp06fH3Llz13sOqiuX+u778NRTT8WcOXPiiCOOiOLi4rRzqe+Mgttvvz2WLVu2Se9hm/p5LJ1cmnOtRKSXS3OulXRyae61kmvO2ADyzocffhg/+tGPomfPnjnZ/hNPPFFzlsjChQsjlUrFzTffXLP+wgsvrPn/zJkzY+DAgXHyySfXusHWKaecEk888USMGzcuVqxYUXND9AcffDD233//9a4TmS233XZbvPzyy3HEEUfUXJbggw8+iCeeeCLKysriN7/5Tc3OQH25nHDCCbH//vtHjx49omPHjrFo0aKa39GQIUPiG9/4RtbzaNeuXfzsZz+Lyy67LE477bQ4/fTTIyLi0UcfjSVLlsQll1xScymEv/71r3H55ZfHRRddFCNGjKgZ4/zzz4/JkyfH6NGjY+HChdGjR49444034vHHH4/jjz++1v1nsmnQoEExadKkGD9+fCxevDgOP/zwWL16dTz55JPx7rvvxoABA2p2FOvKpaysLHr37h29e/eO7t27R/v27WPevHkxceLEWL58efziF7+ITp06ZTzudOoiImqtq/6Z6mVfP1vsgQceiDFjxsQ111xTqzZ+9KMfxSuvvBI//elPY9asWbHDDjvElClT4oUXXoj//u//rveeKpnMZejQobHFFlvEvvvuG507d46ysrKYMWNGTJ48Odq3bx+XXXZZrbHrymXevHlx/vnnx9FHHx3dunWLzTffPN5///149NFHY926dTF69OhGXws1nVwOPPDAOO2002LixIkxZMiQ6N27dyxdujTGjRsXRUVF8ctf/rLW2Ndff308/vjjcd9998VBBx1Us/znP/959O/fP4YMGRKDBw+OrbbaKp566ql4++23Y9SoUY2+zF46uYwYMSKGDx8eP/3pT+O1116L3XffPRYvXhzjx4+P1atX17p/TX25vPrqq3HNNdfEUUcdFTvuuGMUFxfHrFmzYtKkSdGqVau48sorG5XHAw88ENdff3107NgxvvOd76z3AVmbNm1qHVTQnGslnVyae62kk0tzr5V0cmnOtRKR3n5KRPOul3Ryae71kk4uzb1e0smluddLcXHxepcy/aqtt9661voVK1bEuHHjav4fEfHOO+/U1EzPnj1rfYjYlHOTbi7HH3987LvvvtGrV6/YdtttY/ny5fHaa6/Fiy++GF26dFnvJtdNOTfp5tKvX7946qmn4oEHHojS0tI48MADY/78+XH//fdHu3btYuTIkbV+/rLLLovXXnstpkyZUvM3XFhYGL/85S/jggsuiLPPPjsGDBgQxcXF8dBDD8WSJUvilltuicLCwqznMmLEiBg1alScc845ceaZZ0a3bt3io48+igkTJkRRUVH84Ac/2GguTzzxREycODEOP/zw2GGHHaKqqirefPPNeOaZZ6Jjx45x+eWXp51HRMQtt9wS06dPj4MOOig6d+4ca9asialTp8ZLL70U3bt3j+HDh9c8tjnXSrq5NOdaSTeX5lwr6eTSokWLZl0ruaaxAdRozBNZQUFBXH311VmIpvE6depU52V6msqjjz663jUOq49SiVj/A9y6FBYWxu233x433XRTPPPMM/H000/HNttsE4MHD47hw4c3+sUzXUcddVQsWbIkJk+eHKWlpVFRURGdOnWKb3/72zFo0KAGnXZ5/PHHx2uvvRavvPJKrFy5Mtq0aRN77LFHjBw5sklv7n7SSSfFVlttFXfccUeMGTMmqqqqoqSkJK6//voGHV3Ztm3bePDBB+OGG26IZ599NiZMmBBdunSJH/3oR3Huuec2QQZf6ty5c0ycODFuvvnmePnll+Oll16K4uLi2HXXXePKK6+sadrUp3Xr1tGnT5+YOXNmTJkyJcrKymo+HBk8eHDWbkCdbl18dV1ExMcff1yz7MADD2zQZfA6d+4cEyZMiN///vc1Zzt169YtrrjiijjjjDMam0pauZx++unx17/+NSZOnBjLli2LwsLC6NKlS82bloZck7Vjx45xyCGHxOuvvx5PP/10rFmzJjp06BBHHXVUDBkyZJPudZTuvIwaNSpKSkpi4sSJNR/mfPOb34zhw4c3+DTsPfbYI8aPHx+///3v46677ory8vKaI/g29GY4k7kcffTRcd9998Vdd90Vzz77bDz88MPRtm3b2GuvveK8885rUB3svPPO0atXr3jxxRdrrhXdqVOn6NevXwwdOjR22mmnRuXx9ttvR8SXRwn/z//8z3rru3TpUqux0ZxrJZ1cmnutpDsvzblW0smlOddKRPr7Kc25XtLJpbnXS7rz0pzrJZ1cmnu9pGv58uXr1cysWbNi1qxZEfHl0dANOWo9W3OTjoEDB8bLL78c48ePj2XLlkXLli1jp512igsvvDAGDx7coA+Mm8vctGjRIm655Za444474sknn4znnnuupiF98cUXx84779ygcY488sgYO3Zs3HTTTfHHP/4xIiJ69eoVY8eOzdr7ga87++yzY9ttt41x48bFxIkTY9WqVbHlllvGYYcdFhdccEGDDoCrvtzQs88+G6WlpVFVVRWdO3eOAQMGxNChQxt9Sb2DDjoo5s6dG5MmTYovvvgiWrRoEV27do0LLrggzjvvvGjbtm3NY5t7raSTS3OvlXRyae61kk4uzblWcq0g9dXzPYH/aI05w6GgoCDeeeedLETTeLfeems8++yzMXHixCgq0r8FAAAAgHyisQHknVdeeSWuv/76KC8vj/79+8cOO+xQ5xkOBxxwQA6iAwAAAAA2hcYGkHe+fuZJQUFBre9TqVSzPNMEAAAAANg412gBGmTevHmxdOnSKCkpiXbt2uU6nA265pprch0CAAAAAJAlztgANujFF1+Mq666KhYsWBAREWPHjo1DDjkkPv/88zjzzDPjJz/5SZPeABoAAAAA+M/WItcBAM3XtGnT4sILL4x27drF8OHD46t90K233jq6dOkSTz/9dA4jBAAAAAD+02hsAPW66aaboqSkJB555JE4++yz11u/3377xezZs3MQGQAAAADwn0pjA6jXzJkz48QTT4zCwsI612+//faxdOnSJo4KAAAAAPhPprEB1KuioiJat25d7/ply5bV2/QAAAAAAMgGjQ2gXjvttFPMmDGj3vVTp06N3XbbrQkjAgAAAAD+02lsAPU64YQT4k9/+lNMmTKlZllBQUFUVVXFmDFj4tVXX42TTjophxECAJBvbrzxxujRo0e8+uqruQ4FAIBmqijXAQDN1+DBg2Pq1Klx0UUXRZcuXaKgoCBGjRoVn3/+eSxfvjyOOOKIOOOMM3IdJgAAzViPHj02+pj77rsvDjrooCaIBgCAfKCxAdSruLg47rrrrrj//vvjySefjM8//zwWLlwY3bp1i2HDhsXAgQOjoKAg12ECAJAAF110Ub3runTp0oSRAACQdBobwAYVFhbGoEGDYtCgQbkOBQCABBsxYkSuQwAAIE+4xwYAAADN3qJFi6Jv377Rq1evmDRpUq11ixcvjlGjRkXv3r2jV69ecdBBB8WwYcNi5syZOYoWAIBscsYGsEFr166Nu+++O/7yl7/EvHnzoqCgILp27Rp9+vSJwYMHR+vWrXMdIgAAeW7OnDlx/vnnx6pVq+L222+Pb33rWzXrZs2aFeeee24sX748DjvssOjTp0988cUX8dxzz8VZZ50VN910Uxx55JE5jB4AgEzT2ADqVVpaGoMGDYr33nsv2rRpEzvuuGNERMybNy9uuOGG+NOf/hT33XdfdOjQIceRAgDQ3N144411Lm/VqlUMHTq03p97+eWXY8SIEbHZZpvFgw8+GD179qxZV1FRET/84Q+jrKws7rvvvjjwwANr1i1ZsiROO+20+NnPfhbPP/98tGzZMnPJAACQUxobQL1Gjx4d7733Xlx66aUxYMCAmjeD69ati/vuuy+uu+66uPbaa+Pqq6/OcaQAADR3Y8aMqXN5u3bt6m1sTJo0KX72s59F165d484774zOnTvXWv+3v/0tPv744zj33HNrNTUiIrbddts477zz4uqrr45XXnnFWRsAAHlEYwOo1wsvvBAnn3xyDBkypNbyli1bxnnnnRdz586N559/PkfRAQCQJO+++25aj7/vvvtiypQpsd9++8Utt9wSW2655XqPmT59ekR8ef+Nus4I+eijjyIiYu7cuRobAAB5RGMDqNfatWtj7733rnf9XnvtFc8++2wTRgQAwH+KadOmRSqVikMOOaTOpkZExLJlyyIiNrpPWlZWlvH4AADIHY0NoF49e/aM999/v971c+fOrXWNYwAAyJRf//rXcfvtt8eYMWOisrIyfvjDH673mHbt2kVExM033xy9e/du6hABAMiRFrkOAGi+fvjDH8Zjjz0Wf/3rX9dbN3ny5HjsscfikksuyUFkAADku3bt2sXYsWNj//33j1tuuSV+97vfrfeY6rOLp02b1tThAQCQQ87YAGpcfvnl6y3bcccd4+KLL45u3brFrrvuGhER77//fnz00UdRUlISTzzxxHo3agQAgExo27Zt3HnnnXHBBRfEXXfdFevWrYuf//znNet79+4dXbt2jQcffDAOPvj/t3f/rFEtcRiA3xP/LoqaIpUQEItstLLRq0lpkQ8gSDqLLU0jfgEbO1HIgnbBNCJIJF0QCwNJJaIQSFLYCUERArqIGCHHQliQ617u9RJPjvs85cwU79Qv85u/fvqPxsuXL9NsNtNoNH5ndAAAdlBRlmVZdQhgd/iVsVJFUWRtbW0H0gAA8CcYGRlJkly9erXnmYsXL2Z0dDRJMj09nXa7ndnZ2Zw7dy7J97/fpqamsri4mMuXL+fGjRspiiJJsr6+nlarlffv3+fMmTMZHR3NwYMH8/bt26ysrOTNmzdZWlrK0NDQDt8UAIDfxYsNoGt9fb3qCAAA/KHa7XbPvePHj3eLjZ85cOBA2u12rl27locPH2Zrays3b97MwMBAms1m5ufnMzMzk2fPnmVubi4DAwMZGhrKqVOnMjU1lcHBwZ24EgAAFfFiAwAAAAAAqA2fhwMAAAAAALVhFBXwjzqdTh49epRXr17lw4cP2d7e/mG/KIrcv3+/onQAAAAAQL9RbAA9vXv3LpOTk9nY2MiRI0fS6XRy9OjRfPz4Mdvb2xkcHEyj0ag6JgAAAADQR4yiAnq6c+dONjc3MzMzk4WFhZRlmdu3b+fFixdptVo5dOhQHjx4UHVMAAAAAKCPKDaAnpaXl3Pp0qWcP38+RVF01xuNRq5fv56TJ0/m1q1bFSYEAAAAAPqNYgPoaXNzMyMjI0mSvXu/T6778uVLd398fDzLy8uVZAMAAAAA+pNiA+jp2LFj6XQ6SZLDhw9n37592djY6O4XRZFPnz5VFQ8AAAAA6EOKDaCnEydO5PXr10m+lxinT5/O48ePs7W1lc+fP2dubi7Dw8MVpwQAAAAA+oliA+hpbGwsT5486Y6farVaWVlZydmzZ3PhwoWsrq7mypUr1YYEAAAAAPpKUZZlWXUIYHcqyzJfv37N/v37u2tPnz7N/Px89uzZk4mJiUxMTFSYEAAAAADoN4oN4JfdvXs309PTWV1drToKAAAAANAnjKIC/hfdKAAAAADwOyk2AAAAAACA2lBsAAAAAAAAtaHYAAAAAAAAakOxAQAAAAAA1MbeqgMAu8u9e/f+9dnnz5/vYBIAAAAAgL8ryrIsqw4B7B7NZvM/nS+KImtrazuUBgAAAADgR15sAD+YnZ2tOgIAAAAAQE9ebAAAAAAAALXh83AAAAAAAKA2FBsAAAAAAEBtKDYAAAAAAIDaUGwAAAAAAAC1odgAAAAAAABqQ7EBAAAAAADUhmIDAAAAAACoDcUGAAAAAABQG4oNAAAAAACgNhQbAAAAAABAbXwDouusbFK7BikAAAAASUVORK5CYII=\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 (0.2655605653880983+0j)\n", "Plotting data (No filename), pType=a, thres=0.0002655605653880983, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "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 0.6184555254981347\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-02-13 09:06:39.674 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Thu Feb 13 16:45:01 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Thu Feb 13 16:45:01 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Thu Feb 13 16:45:01 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-13_16-07-48\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2019). *ePSproc: xef2 wavefn run, orb 13 ioinzation (Iodine 3d, E1G/PG), 1-60eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3676895. URL: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{xef2 wavefn run, orb 13 ioinzation (Iodine 3d, E1G/PG), 1-60eV,\n", " title = {ePSproc: xef2 wavefn run, orb 13 ioinzation (Iodine 3d, E1G/PG), 1-60eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3676895},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb13_E1G.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.3676895.svg)](http://dx.doi.org/10.5281/zenodo.3676895) [![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 }