{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706973.svg)](http://dx.doi.org/10.5281/zenodo.3706973) [![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: Ethylene (C2H4), orb 4 ionization (B1u), wavefn run, 1.0:2.5:100.0\n", "\n", "- *electronic structure input*: ethylene_geom_cc-pVDZ_D2h.molden\n", "- *ePS output file*: C2H4_1.0-100.0eV_orb4_B1u.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.html\n", "- Dataset: https://zenodo.org/record/3706973\n", "- DOI (dataset): [10.5281/zenodo.3706973](http://dx.doi.org/10.5281/zenodo.3706973)\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 ethylene, batch C2H4_1.0-100.0eV, orbital orb4_B1u\n", "- Ethylene, orb 4 ioinzation (B1u), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Wed Jun 13 19:10:53 EDT 2018" ] }, { "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 ethylene, batch C2H4_1.0-100.0eV, orbital orb4_B1u\n", " Ethylene, orb 4 ioinzation (B1u), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:53 EDT 2018\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2385 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2367 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -1.0395 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -0.7933 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -0.6450 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -0.5904 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -0.5055 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -0.3793 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.6612580000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.6612580000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 -1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 -1.2277770000\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/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.inp.out\n", "Expecting 40 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/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 120 DumpIdy segments.\n", "Found 120 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 120 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 ethylene, batch C2H4_1.0-100.0eV, orbital orb4_B1u\n", " Ethylene, orb 4 ioinzation (B1u), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:53 EDT 2018\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ethylene/electronic_structure/ethylene_geom_cc-pVDZ_D2h.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [2 2 2 1 2 2 2 2]\n", "IPot (input vertical IP, eV):\t\t 10.51\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 1 0 0 0 0]\n", "Ionizing orb sym:\t\t ['B1U']\n", "Orb energy (eV):\t\t [-21.58679253]\n", "Orb energy (H):\t\t\t [-0.7933]\n", "Orb energy (cm^-1):\t\t [-174109.22507042]\n", "Threshold wavelength (nm):\t 57.435210546457924\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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QBj80/iZESAjodQihAY0GNAIhBNIpweFAOhyuW5sNp9WCs6gSm8WMrDK7rrzW4WorWi3akBC0TZr8fQutvq1OVo4lLsFBaAICznmxMSklzooK7EXFOA4XYy8qxl5UVN3NXr3l5R1XlUQYDPi1bIl/zx6uqiQ1izupZOOC5KisdJ3EFBZiKyjEfqAQ+6FDrrZ36BD2g4dwHP778KUaGn9/10l/SAjaoCD0cXEYg4LQBAWhCQxwtc2azd//r9vqTZhMaEwm1wUAH0/kFcXTan7Dj+u52F9rKyjAUVR0/EFCoGvaFH10NKZ2aegvHYwuOhp9dAz6WFfvnjY42DtfSFEaiXNdCf1rKeXlngqmoXFUVCDNZjRBQa6Tci//cXdarVh37cKyYyfW3btdVTV278a6Z8+xxYhqaEND0TVrhq5pJKZ27dBFRaGLCEcbWj2souZKZ0hIvQ8Jkna7a+hH9ZhzR1kZzvJy1xXfsjLXVn012FFaii0/H/OWLThKS888VMRk+uvKrsGI0Otdm04Hep1rUKHTiXQ6wCldiVKtoSjOo0eP1VY/7n0NBtfVr9hYjO3b4RcXj1/rVhhat0YfE6NWWfYQp8VCxTff4CgrRxsehi48Al14GLrISLRNmng7PMBVscyal491b65rzHdeHtb86mQ/Lw9nZeXxBwiBNiIcfWRT9JFNMaWloY2IQBcW7mqDYeHowlztTxsSglBD8pR6Ztu/n8rVq3GUV7iGz8XGoI+NRRcR4fNDhWousP2VYOT/LdGoWTumhjAY0EdHo4+JwZiSjD4mxpVgVA8d1EdFqXanKPXsjAmIEKLLqV7CNQ/kguM8coSi/8zj8Dvv/FW9Qq9HG+gaomDq0pmAnr3w79kDfVPPr8UgnU5seXmuuvnZ2Vi278CSk4M1N/evk2Uh0MfG4teqJQE9uqOPi0ffPBa/6pNmjb+/x+M6W0KnQxvs6r1wd5kkZ1WVa8hYTcJSXp28VA9Pqb1JqxVps/21mS2g0SCEQGi0oNeg8fdHHxNz3BVlbZMm6MLD0IaHo4uIQBcejjYszOf/MDdk9uJiShYuomTRIlfvwEnoW8QT0KMH/t2749+jR71O1j+WZOTuOVbBxpabizV3L7aCguN6L4TR6GprzePw79oVfUw0+uhodM2i0Uc3QxcZqUrKKl4lpcS8eTMV339P5Q8/YsnOPul+wmDA2LYtpq5d8O/aFVPnzue9J1c6HK7e+hN7MGp6oAsK/nYhShMS4kom4uPx79nTdb8msYqJcf1+q95ARfGquvwVXAf8hCvhOJFHL0EKIRYAVwIHpZR/q7AlhOgPLAV2Vz/1mZTyWU/GcDpSSspXrODg9BnYDx4k+KqrMHXudGyehKOyAnvhASpWfUvZp0sA8GvdGv+uXavr2bfFkJRU5xKq0mbDui8P6549rh6NPbsx5+Rg2b4DWTPhTQj0cXEYktoQNORSjG3a4Nc6Eb+EFmgMhvr6p/AZmurhJfqYGG+HoniA7cABimbPpmzpMqTVSuCAAYTdeiuG5CTX/IjqoXC2ggKOrt9A+cpVlC7+FMDVG5WWdqytGVNT0UVE1Olzpd3ummR64AC2Awew1fRo7N2HdW91klGrJ0wTEoJffDymzp0JGT4cvxbx6OPi8YuPQxserk5uFJ92aOZMiue/DVot/p0703TCBAIHDEAf1dQ17yE/H2t+Pra9+6jatImS997n8NsLAPBLSMDQNgVjcjKGpGSMyUlnXSLWefSoq91VV1KzHzyE7UAh9oJCbIWF2AoLsB88BHb7ccdpw8LQx8ZiSE4mcODAWslFLPrYGLSBgR75d1IUpf7UJQHJAv4lpdx+4gtCiH0ejuddYDbw3mn2+VlKeaWHP/eMLDt2UPDUZKr+/BNjWhqxr7yCf5fOJ91XOhyYs7ZxdO3vHPl9LeXffEPpJ5+4XtRqXTW9IyMQtcdp6/2qS1zWTAAv+dsPrzYsDEObNjS59lqMyUkYkpIwJCb6VG+GopwtabWSd98YLDt2EHLN1YTdciuGVi2Pva4LDcWQmHjscfgddyAdDizZ2Rxdt46jf27EnLWVilWrju0jDIZjQ5m0ISFogoJcvV9VVTjNZpzmKtcQv6Liv03m1oaEoI+Px9SxI8FXXYlfixauLSFBzedRGqzSz7+geP7bNLluJE0ffvhvQxkNiYnHtTNwDYU0Z2ZydP0GqjZlYM7cQsXX3/y1g07nGrrbJNRVHa1JE4RW45oLKF2FSaTdjqO8vLqH2rWdODQYXCVqdc2aoW/WjIDu3V09h7V7MKKjVREERWkE6pKAPIOr7O7JjPVcKCClXC2ESPDke3qC02Jh35gxOMvKiX7+OUKuuea0w2+EVoupXRqmdmmukyQpseXvx7x1C+asLCxZ21zVbYqKj5XLlDab6yQpLAxtZASGpCR0UVH4tUxw1QhPSFArniqN2qHXZ2PesoXY118jePDgOh0jtNpjq2WH3XorUL3OSlYWlqwsbAcO4igrdc0rKi3Dtn8/ws8PjdGINjwMvcGIJigQfVQUuqZR6KKausrIxsaq9qY0Okf//JPCyZPx79WLZpMnI/R1G/SqMRjw79oV/65djz3nqKzEkrMdS/Y2bAWFOEpKsJccxlFSimXHDtewRCGOFSZBp0cbFOTqnQ9yDbnVhrnmc+kiItA1dZVxVutgKMqF4YwJiJTy09O89oVnw6mTi4QQGcB+4BEp5Zb6/sDi+fOx5e4l7u35BPbu7fbxQgj8msfi1zyW4EsvrYcIFaVhO/LHHxTPn0/IyGvrnHycijYoiIAePQjo0cND0SlKw2crKCBv7APooqNp/sqsOicfp6INDMS/S+dTjgRQFEU5nTrNohVC9BNCdKi+f70QYrYQ4kEhxPmeZLABaCGl7Ai8DpwyARJC3C2ESBdCpB86dOisP9Cam0vxW/8heOjlZ5V8KEpj5ol25igvZ//Ex9DHx9Hs8cc9HKGiNHzn2s6cVVXkjbkfWVVF3Jw3fKaCnKIoF64zJiBCiDeA54H5QogPgNFAJtAZWFC/4R1PSlkupaysvv8VoBdCnHSWqZTyP1LKblLKbpGRkWf7eRQ+9zxCr6fpxMfOPnBFaaQ80c4KpzyL/eBBYqdPRxMQ4OEIFaXhO5d2JqWkYNIkzFlZxL4882/zOxRFUbyhLnNABkgpU4UQRiAfaCqldAgh3gI21W94xxNCNAMOSCmlEKIHrgTqNCvonZuKVd9yZM0aop54HH2U58vpKsqFrmz5csq//JLIcQ9g6tDB2+EoSqNj3rqV8q++JmLs/QT26+ftcBRFUYC6JSBmACmlWQiRK6V0VD+WQgibJ4MRQiwC+gMRQog84GlwLQ0hpXwTGAncK4SwA1XAKClPKF3jIY7KIxz4978xtG1L6OjR9fERinJBsxcVUTjlWUxduhB+993eDkdRGqWKlatAq1V/xxRF8Sl1SUCaCiEewrUOSM19qh+f3ZiLU5BS3niG12fjKtNb74reeAP7gQM0f/UVtWiYotSDsmXLcVZWEv3sFLVyvKLUAykl5Su/IaBnT1U6WlEUn1KXSejzgCAgsNb9msfz6y8077Hs3Mnh996jyXXXYep0QS72rij1rmz5cowdOqgx6YpSTyzZ2dhy9xI0ZIi3Q1EURTlOXcrwTqnLGwkhHpdSvnDuIXlfyYcfIrRaIh960NuhKEqjZM7JwZKVRdSkSd4ORVEarfJvvgGNhqDBg7wdiqIoynHqVIa3jq7z4Ht5jbOqirLlKwi6bIjqslaUelK+bBnodARfMdTboShKoySlpOKblfj36IEuLMzb4SiKohzHkwlIo1i6tPyblTgrKgi9rlHkU4ric6TTSdnyFQT26aNOjBSlnlhytmPds4fgy9TwK0VRfI8nE5B6qUZ1vpV+8gl+LVti6tbN26EoSqN09I8/sB84QMiwq7wdiqI0WhUrV4IQBA1Sw68URfE9qgekFsv27VT9+SdNrrsOIRr811EUn1S2dBmagAACBw70diiK0miVr1yJf7du6CJOulavoiiKV3kyAVnswffyipLFi0GvJ2TEcG+HoiiNkrOqiopVqwgaMgSN0ejtcBSlUbLs2IF1506C1PArRVF81FklIEKInBOfk1L++9zD8R6nxUL50mUEDbpEjUtXlHpS8f33OI8cIWTYMG+HoiiNVvk31cOvBg/2diiKoigndcYyvEKICv6a31EzLsm/5nkpZXB9BXc+Vaz6FkdZGaHXX+/tUBSl0Spfthxds2b49+ju7VAUpdGqWLkSU9cu6Js29XYoiqIoJ1WXHpB3gS+ANlLKICllELC3+n6jSD7ANflcHxeHf8+e3g5FURole3ExlWvWEHLVlQiNJ0d/KopSw7JrF5bt2wm+VA2/UhTFd53xLEBKORZ4FVgkhHhACKGhkVS8qmHZvZuj69bRZORIdWKkKPWk/MuvwOFQw68UpR5VrFwJQNCQS70ciaIoyqmdcQgWgJRyvRBiEHA/8BPQqGaPln76Keh0NLnmam+HoiiNVtny5RjatsXQpo23Q1GURqvixx8xde6MPirK26EoSoOwfv36pjqdbj7QDs8WZ1LACWTa7fY7u3bterD2C3VKQACklE7gNSHEYqCzhwP0Gmm1Uvb5FwQN6I8uMtLb4ShKoySdToIvuwydGpOuKPWqxTvvYD90yNthKEqDodPp5jdr1qxtZGRkiUajaVQjfLzN6XSKQ4cOpRYWFs4Hjhv+UOcERAhhBO4D+gBSCJEMzJVSmj0a7XkmpSTi/jEYU1K8HYqiNFpCoyH8jtu9HYaiNHoaf3/8WrTwdhiK0pC0U8lH/dBoNDIyMrKssLCw3Ymv1TkBAd4DKoDXqx/fCLwPXHfuIXqPxmAgbPRob4ehKIqiKIqinH8alXzUn+p/278NbXMnAUmWUnas9fgHIUTGOUemKIqiKEq9yavII1AfSBNjE2+HoijKGUycOLHZkiVLwjUajdRoNMyZMyd34MCBR7wdl6e5k4D8KYToJaX8HUAI0RP4pX7C8i6ndLK5aDNlljKO2o9itpupsleR2CSR7s3U+gWK4gn7yvfx/NrncTgdhBpDXZshlNTwVPrF9fN2eIrSKKwrXMedq+7EKZ3EBMSQGp5Kangq3Zt1p1PTTt4OT1GUWv73v/8FrFy5ssnmzZu3mkwmWVBQoLNYLOLMRzY8dVmIcDOusrt64BYhxN7qxy2ArfUb3vnncDqY/Otklu1cdtLXH+/xOKPbqiFbinIuyixl3PfdfRSbi2kd0pqsw1kcNh+mwloBwCPdHuHWtFu9HKWiNGyHzYd5bPVjxAfFc3Wbq9lavJWs4iz+t/d/ADx78bNc3UZVf1QUX5Gfn68PCwuzm0wmCRAdHW1funRp0F133RX/7bff7gT4/PPPg+fOnRu5atWqnf7+/p1vvfXWg6tXrw4OCQlxTJ06NW/ixIlx+/fv93vppZf23nTTTWXe/UanVpcekCvrPQofYXPamPTzJL7e8zV3tr+TgXEDMelMGHVG9Bo9U9dO5YU/XqDUUsq9He9FiEaZlCpKvbI6rIz7YRz5lfnMv3Q+XaK6HPfaE2ueYEb6DLRCyz9T/+nFSBWl4ZJS8uSaJymxlPDGoDdICfur0Eq5tZxHf3qUKb9NIdwUTt/mfb0YqaIoNUaMGFH+wgsvxCQkJLTr06dP+Y033nj4qquuqhg/fnz8/v37dTExMfYFCxaE/9///V8RQFVVlWbAgAEVc+fOzR88eHDrJ598Mvbnn3/O2bBhg/G2225r6csJSF0WIswF9gFfSilzT9zqP8Tzw+awMeGnCXy952vGdxnPuC7jaB/ZnsTQRJoHNScqIIqX+7/M8NbDmZsxlxf+eAGndHo7bEVpUKSUPP3r06w/sJ7nez9/XPIB4Kf144V/vMCg+EG8tO4lPtr2kZciVZSG7b2t7/Fz/s880u2R45IPgGC/YF7u/zLJYck8/OPDbDq0yUtRKopSW0hIiDMzM3Pr7NmzcyMjI+233npr69mzZ4dff/31xfPmzQsrKirSbtiwIfC6664rA9Dr9XLkyJHlAGlpaVV9+vSpMBgMskePHlX5+fl+3v02p1fXhQidQogMIUS8lHJvfQd1vlkcFh768SFW561mYveJp6p9WyAAACAASURBVLzqqtPoeK73c4QaQ3l3y7uUWkqZ2mcqeo3+PEesKA3TnIw5rNi1grGdxzK01dCT7qPX6JnWdxoP/fgQU9dORavRcl1Sgy62pyjnVWZRJq9seIWBcQO5MeXGk+7jr/fnjUve4Javb2HMd2N47/L3aBnS8jxHqijKiXQ6HVdeeWXFlVdeWdGhQ4eq999/P3zBggW5V1xxRaLRaJRXXXVViV6vr9lXajSuvgSNRoPBYJAAWq0Wh8Ph08N03FnxMRrYIoT4TgixrGarr8DOlyp7FWO/G8vqvNU81eupMw75EELwcLeHebDrg3y9+2um/THtPEWqKA3b0h1LeTPjTa5OvJq72t912n31Wj0z+8/kH7H/4NnfnuWrXV+dpygVpWGrsFYw4acJRJoiebb3s6cdKhxhiuDNQW+iERru/d+9HDqqFjBUFG/KyMgwbN682VDz+M8//zQ1b97cmpCQYIuKirLNnDkz+q677iryZoye4k4VrCl12UkIcU0ddjNLKX3mjMIpnTzX+zlGJI6o8zG3t7udg0cPsjBrIVe0ukJVE1GU07A6rLyZ8SY9o3vy1EVP1Wn+lJ/Wj1kDZnH3qrt5fu3z9IjuQYQp4jxEqygNk5SSZ397loIjBbx72buEGELOeEx8cDxzLpnDbStv4+GfHubdy95FI9y5NqkoiqeUl5drH3jggfjy8nKtVquVCQkJlv/+97+5AKNGjSp+4403dF27dm3QC4DXEFLWfe0VIUQUUFOH9g8p5cGT7FMMLAVOd4bRV0rZ2p1Az0W3bt1kenr6KV93SudZ/eAesR1hxNIRBOoD+eTKT9Br1VAspWERQqyXUnbzxHudqZ0dPHoQo85IsF+wW++7u2w31y67lksTLuXFf7x4rmEqild4qq2drp1JKVmcs5gqe5XbVeS+2PEFT/3ylKqMpTRoZ9POMjIy9nTs2NHnexVuueWW+M6dOx998MEHfT7WE2VkZER07NgxofZzdT7rFkJcD/yBa+Xz64G1QoiRJ9n1aynl7VLK2061Ab+dw/fwuLO92hOgD2BSz0nsKN3Bu1ve9WxQitLINPVv6nbyAdAypCV3tL+DL3d9yW/7feqnQ1F8ihCC65OvP6sS1sNaD6Nz087MWj+LMovPFs5RlAtSWlpa261bt5ruueeeYm/H4inunHlPArpLKW+VUt4C9ACeOnEnKeUZ62bWZZ+Gon9cfwa3GMybGW+SW95oioIpik+5s/2dxAfFM3XtVCwOi7fDUZRGRyM0TOo5iXJrOa9ueNXb4SiKUsuWLVuy0tPTs2vWB2kM3ElANCcMuSo+3fFCCKMQ4iEhxGdCiCVCiAeFEMazjtSHPd7jcQxaA8/99hzuDGlTFKVuDFoDT/Z6ktzyXN7e/La3w1GURik5LJkbU27k05xPySzK9HY4iqI0Yu5MQv9GCLESWFT9+AbgdBPJ3wMqgNerH98IvI9rCNdJCSEW4Fr48KCUst1JXhfAq8BQ4Cjwf1LKDW58h3oR6R/J+K7jee7351i2cxnDE4d7OySft79yPztKd7C/cj/7j+ynoLKAg0cPEqAPINwUTpgxjHBjOHFBcfSK6YVJZ/J2yIqXXRRzEUNbDmX+5vkMbTmUhJAEb4ekKI3OmE5jWLlnJc/9/hwLhy5Eq9F6OyRFURqhOicgUsoJ1RWu+uCaYP4fKeXnpzkkWUrZsdbjH4QQGWf4mHeB2biSl5O5HGhTvfUE5lbfepTd4WTdnhJ6tQqr82rnI5NGsmLXCqanT6dv876EGkM9HVaDZnfa2XRoEz/l/cTqvNXsKN1x7DW9Rk+zgGZEmiIpqioi+3A2h82HsUs7ACadiX7N+3FpwqX0ie2jkpEL2ITuE/g572ee//155l06r87tU1GUugn0C2RC9wk8uvpRPs35lBtSbvB2SIqiNELu9IAgpfwM+OxkrwkhfpNSXlTrqT+FEL2klL9Xv94T+OUM779aCJFwml2GA+9J1zin34UQTYQQ0VLKAne+x5n8vL2I295dx1s3d2VIWrM6HaMRGib3mszI5SOZs3EOk3pN8mRIDVZueS4Lsxby5e4vKbOUoRM6ukZ15epuV9OxaUdiAmIIN4X/rRCAlJJyaznbDm9j1Z5V/G/v//hmzzeYdCauTrya+zvfT5BfkJe+leItEaYIxnUZx/Nrn2flnpVc1vIyb4fkkywOCztKdpB1OIviqmI0QoMQAo3QoBVaEpsk0qlpJwL0Ad4OVfFBlyVcxpKcJbz656sMajGIcFO4t0NSFKWRcSsBOQMjgBBiMyABPXCLEGJv9eMWwNZz/IxYYF+tx3nVz3k0ATlU6ZrkumDN7jonIACJoYlcl3Qdi3MWMyplFK2bnLdKwz5FSskfhX/wwdYP+CnvJ7QaLYPjB3NJi0u4OObiOiUOQghCDCH0jO5Jz+iePN7zcdIPpLNi5wo+yv6IVbmrmNBtApe3vFxdBb/AjEwayafbP2XW+lkMiB+AQWs480GNnNVh5ee8n/kx70e2Fm9lV+muYz2Ip6IVWlLCUuga1ZWe0T3pE9tHrf+gAK7f3yd6PcG1S69l9sbZPH3R094OSVGURsaTf21qZl9fCVwFXAa0BPoB/avvX3GOn3GyM82TzvoWQtwthEgXQqQfOuTe6q7lVTYA1u4+zJb97pUjvK/Tffjr/ZmePt2t4xoDKSU/7fuJkctHcueqO8k4lMHdHe5m1bWrmNZvGkMShpx1r4VOo6NXdC+e7/M8C69YSJR/FBN/nshd397FnrI9nv0iSp2dSzsz2xw88flmCsqq3DpOq9EyodsE9h/Zz/tb33fr2MbEKZ2sK1zHM78+Q/9P+jP+x/H8uO9HIv0jua3dbczsN5OvrvmKDTdvYMM/N5D+z3T+uOkP1oxaw38G/4c729+JSWfio20fMea7MYxcPpLvcr9ThTR80Lm0s7PVKqQVo1JG8dn2z8gpyTkvn6koF6rKykrRvXv3ZLvdTnZ2tl+PHj2SAVasWBEUFBTUKSUlJTUpKSn14osvTsrPz9cBfPDBB02SkpJSU1JSUtu1a9d25cqVgcBxx59ObGxs+5r9jUZjl5SUlNTk5OTUzp07p2RkZBgAPv/88+C0tLS2SUlJqWlpaW2XLVsWdOLxZrNZdOvWLdlms7n1nT3ZA1Kjoh7es0YeEFfrcXNg/8l2lFL+B/gPuBZucudDys3Vcw/0Wt75ZQ8zrut4hiP+EmoM5Z4O9zA9fTo/5/3MP5r/w52PbrAyizKZmT6T9APptAhuwbMXP8vQVkPr5ep0WngaHw79kMU5i3ltw2tcs+waplw8hataX+Xxz1JO71za2Zb95Sxcuxeb3cl0N9oYQI/oHgyIG8C8TfMYkTjigloh3eKw8MX2L3hnyzvkV+Zj0pkYFD+IK1pdQc/onug0p/9ZN+lMXBRzERfFXHTs/b7L/Y65GXMZ/+N42oa1ZUynMfRt3lf1LvqIc2ln5+KejvewbOcyZqybwVuD31L/P+C60Hbg6AGO2I5gtpsxO8yY7WYMWgNtQtvUafV5RTnR66+/HjFs2LASne7vv9/dunWr/OGHH3YAjBkzJnbGjBlNZ82atf+qq64qHz16dKlGo2Ht2rWmUaNGtdq9e/eWs/n8uLg4y7Zt27YCTJ8+PWLKlCnRn3322Z6mTZvavvzyyx0JCQm2devWGa+44oqkgwcPbqp9rNFolP369SufP39+2L333nu4rp/pyQSk5pepCFeiYD/heXD1VrQ6h89YBtwvhPgI1+TzMk/P/wBXD0iQUceITrF8vG4fj12eQkRg3U+kb0y5kU9yPmF6+nR6xfRCr2m8K6TnVeTx2obX+HrP14QZw5jUcxLXJl1b799Zq9EyKmUUg1oM4rHVj/HEmicoMZdwS9ot9fq5iufU9DR+/mc+D1zShrgwf7eOf7jbw4z4YgSz/5zNMxc/Uw8R+pYqexWf5nzKu5nvcrDqIB0jOzK281gGxA3AX+/ev11tBq2Boa2GcmnCpXy1+yvmbpzL/d/fT8/onkzrO40wY5gHv4XSkIQYQri34728tO4l1uSvuWAuqNVmtpvJLMpk46GNZBzKIONgBiWWklPuHx0QTXJoMslhyQyIG0BaRNp5jFY5VxM+zYjLKaw4+x/Uk0hqFnR0+siO+063zyeffBL+0Ucf7QLQarWySZMmfxtD63Q6qaio0CYmJpoBQkJCnDWvVVRUaGouEJzq+BOFhoaedJ/y8nJtkyZNHAC9e/c+NkSha9euZqvVqqmqqhImk0nWPn7kyJGljz32WKxHExAhxGxgoZTy1zPsenP17eu4hlz9gqtk7xpZxz59IcSi6mMjhBB5wNO45pIgpXwTV9nfocAOXGV4b6vL+7qr3Gwj2Kjn/3on8P7vuXz4+17GDWpT5+P1Wj2PdHuEsd+PZXH2Yka3HV0fYXqVzWnjv1v+y5sZbyIQ3N3hbm5Lu41Av8DzGkeEKYI5g+bw2M+PMT19OofNhxnXZZy6UtcAlJtdCYjdKXnzp51Mvbq9W8e3CG7BqJRRLNy2kBtTbiQ57Iw9zg2SzWnj420fM2/zPA6bD9MtqhtT/zGVns16evT/c51Gx7DWw7i85eUsyVnC9HXTuXHFjbw68FVSwlI89jlKw3JD8g18lP0RM9JncFHMRWfsYWsMpJSsP7CeL3Z8warcVVTZXedgCcEJ9IvrR7vwdoQYQzBqjRi0Bkw6E5W2SrIPZ5Ndkk324WxW56/mrU1v0SmyE/9M/SeXxF9yQfzbKe4zm81i3759huTkZCtAYmKibdWqVTtrXk9PTw9MSUlJLS0t1ZlMJscrr7ySV/Pae++91+Tpp5+OPXz4sH7JkiXbT3b8qWRmZmbV3N+3b58hJSUl9ciRIxqz2az59ddft524/3//+9/Q1NTUozWLIdY+vnv37lWbNm1yq6pJXVrDdmCmECIa+BhYJKXceOJOUsrM6ttx1et19MeVlLwuhFgFzJVS7j7dB0kpbzzD6xIYU4eYz0l5lZ1gk57WkYH0T47kg7W53NO/FQZd3euh92vej57RPZmTMYcrWl3RqLplMw5lMOW3KWwv2c6g+EFM7DGRZgF1n6zvaX5aP6b3nc7UtVN5O/NtSiwlPNXrKfVj7+PKqntAhqRFsTg9j7ED29AsxL21Su/peA/Ldy1nevp05g1ufGV5f9v/Gy/+8SK7ynbRs1lP7u10L12jutbrZ+o1ekaljKJ9RHvG/TCOm7+6mWd7P8vlLS+v189VfJNeq+ehrg8x7odxLMlZ0qjL8hZVFbEkZwlLdy5lX8U+AvQBDG05lAFxA+gY2ZEmxianPb5PbJ9j9yusFSzdsZQPsz7kkZ8eoVlAM25KuYnRbUfjp/Wr76+inKUz9VTUh8LCQl1QUNApeyxqD8GaNGlSs/vvv7/5woUL9wLccsstpbfcckvp119/HTh58uTYQYMGndWErdpDsObNmxd6++23t/j555+317yenp5unDx5cuw333yz/WTH63Q69Hq9LCkp0YSGhjpPts+JzjgJXUr5anV53X7AYeAdIUSWEGKyECLpFMdIKeUPwKPAm7h6KgbVJSBf4OoBcZ283ta7JYcqLHy5yb2RXkIIJnSbQIW1grkZc+sjzPOu0lrJ878/z81f3Uy5pZzXBrzGrAGzvJp81NBqtDzV6ynu7nA3n23/jEdXP4rD6fB2WMpplB11JSATL0vBISVvrT7jBZu/qRkisrZgLavzVns6RK/Jq8hj/A/jufvbu7E6rLw+8HXmXTqv3pOP2tIi0vjoyo9IDU/l0dWP8vL6l1WbukANiBtA92bdeWPjG1RY63Oap3cUVRUxbd00LltyGbM3ziY6IJp/9/k331/3Pc9c/Az94vqdMfk4UZBfEP9M/Scrrl7BqwNeJT4onpnrZzL6y9HsKNlx5jdQLhgBAQFOq9Vap6JQ1157benatWv/Vs3n8ssvr8zNzTUUFBSc85XXG2+8sTQ9Pf3YcJadO3fqR44cmfj222/vTktLs5zqOJvNJvz9/es8R63OVbCklLlSypeklJ2B0cDVQNaJ+wkhAoQQo4UQS3ENmQoEukgp59X1s7ytvMpGsMk1h6FvmwgSmway4JfdbleHSQ5L5rqk61i0bRGZRZn1Eep583vB71yz7BoW5yzmprY3sXTEUgbED/B2WMcRQjC281ge6fYI3+Z+yysbXvF2SMpplJttmPRaWkUGcnXnWBau3cuhilP+tp3S9cnXkxCcwIz0GVgc7h/vS2xOG/M2zWP4F8P5df+vjOsyji9GfEH/uP5e6d2JMEUw/9L5XJ90Pe9kvsPkXyerKlkN0Cfp+9yuNlebEIJHuj1CqaWUeZsbzJ/yM6qdeCzMWsjlLS9nxdUreHvI21zV+qpzmltVQ6vRMjB+IG8PeZvZA2dzqOoQo74cxaJti1RbUgCIjIx0OBwOcfTo0TP+yP/www+BLVq0sABkZmYanE5XZ8OaNWv8bTabiIqKOq4nZffu3fqLLrropJ0Fp/Ltt98GxcXFWQCKioq0Q4cObfPMM8/kXXrppUdOdUxhYaE2NDTUbjAYPJ+ACCH0QoirhBAfAl8DOcC1J9n1IK6ej1+BmcAuoLsQ4prqldR9XoXZTrDRlYAIIbitdwKZ+eWk55564tmpjOsyjghTBE/98hQ2h3slynzBUdtRpv4+lbtW3YVBa+C9y99jYo+JPr2A2a1pt3JD8g28u+Vdlu9c7u1wlFMoq7IRUp3o39e/NTaHk/lrdrn9PnqNnsd7Ps6e8j28lfGWp8M8b7KKsxj95Whe+/M1+sX1Y9mIZdzZ/k6vr3Oi1+p56qKnuLfjvSzbuYxZG2Z5NR7FPQcrzDz66SZGz1tLUeXZJ+ip4akMaz2MD7Z+wK4y99upL6myVzFn4xwuX3I5C7MWclnCZSwbsYznej9Hi+AW9fa5/eL6sWTYEro3686/1/6bMd+NoaiqqN4+T2k4+vbtW7Zq1aqTTqKtmQOSnJycumjRovBXXnllH8CiRYtCk5KS0lJSUlLvv//++Pfff3+XRnP8af2+ffv0Wq32jElBzRyQ5OTk1Keeeir2zTffzAWYNm1a07179xpefPHFmJSUlNSUlJTUmjLAtX399dfBl1xyiVvrVtRlEvpg4EZca3j8AXwE3C2lPFUmtBhXtauU6q02ySlWUvclrh6Qv/5pruncnGnfZPOf1bvonuBeRZggvyAm95rM/d/fz7zN87iv032eDrfe/HnwTyatmUReRR43p97MA50fwKhzb4y+t0zsMZFdZbt45tdnaBHcgg6RHbwdknKCslrtrFVkIFd2iOH933K5p29rQgPcGyN9cczFDG89nHcy3+HShEsb1KRpi8PC3I1zeXfLu4QaQ5nVfxaDWvjeiNV7O95LcVUx72S+Q7gxnFvTbvV2SEodlBxxXfjaXXSE295Zx6K7exFoOLtRGuO7jueHfT8w5dcpvHPZOw1u4UopJd/mfsuM9BkUHClgSMIQHuj8APHB8ecthghTBHMumcOibYuYmT6TG1bcwNuXvk1CSMJ5i0HxPePGjTs4ffr0ZiNGjDhujOOVV15ZUVFR8bd51wBTp04tnDp1auHp3nfNmjUB995778HT7ZOcnGw1m80bTvbatGnTCqZNm3bGOQiLFi0Kmz59et6Z9qutLr8eTwC/AW2llFdJKT88TfKBlPL/pJS3nWK73Z3gvMHhlFRY/uoBATD5abmzT0u+3XqAJevd+vcFXFc9rmh1BfM2zWsQCzpZHVZeXv8yt359K07p5O0hb/No90cbTPIBrqviM/vNJNI/kvE/jOfg0dO2P8ULyqvsx3pAAO4fmMhRq4MFv5y2VsUpTeg+gRBDCJN/mYzdecYKhD5h06FNjFw2krczXUM+vhj+hU8mH1C9OnbPJxjcYjAz0meo3sUGovSoFYDbe7dka0E5/3o/HYv97ObyRJgimNB9AhsObuCT7E88GWa9216ynTtX3cnDPz1MkF8QC4YsYEa/Gec1+aghhGB029F8eMWH2J12bl95e4PvVVLOTe/evav69+9fbrd79m/XE088ceimm25yb0VtN5nNZjFs2LDSjh07utXFWpdJ6AOklPOklIeFEH2EELcBCCEihRAtT9xfCHHlmd6zLvt4S2X1IoTBpuPXsbi3f2t6tgzjyS8y2X7A/Ul4E7tPJNgQ7PMnRzklOdz45Y28k/kO17S55lh3cUMUagzl9YGvc8R2hHHfj8NsN3s7JKWW2kOwAJKigri8XTPm/7yb33cVu/1+IYYQJvWaRNbhLP675b+eDNXjrA4rr254lZu/vhmzw8xbg97iud7P+Xy1PK1Gy4v/eJEezXow+ZfJ/Jz3s7dDUs6gtLra3DVdYpl2bQd+2VHMQx9n4HCe3fyD4a2Hc1H0RcxaP4uCSo8vw+VxFoeF1za8xvXLrye7JJsnez7Jx1d+7BN/11LCUlgwZAFO6eT2b25nZ6n7hTiUxmP8+PHFJ1uI0NcZjUZ5//33u/1H2505IE8DE4HHq5/SAx+cZNfpQojOQogup9qAf7sb6PlSszZBTRWsGjqthtdv7EyAQct9H27gqNW9JCLUGMrjPR9nS/EW3t/6vsfi9RSH08G7me8yasUoiquKmT3QtbibL8/1qIs2oW144R8vkFmcyYt/vOjtcJRayqpsx/U0AkwZlkZsqIlbF/zBD9vc77Ua3GIwg+IHMWfjHPaU7fFQpJ6VVZzFqC9HMX/zfIa3Hs5nwz7j4tiLvR1Wnflp/Xh1wKu0CW3Dwz89rE6afFxNtbkQk55ruzZn0tC2fLm5gKeWZp5VT4gQgskXTUYiee7353x6IvW6wnVcu+xa5m2ex9BWQ1k+Yjk3pNzgUyXaWzdpzYLLFqARGm5feXuDGCWhKJ7gzgDOq4FhwBEAKeV+4G+lwIADwMu4JqCfajtpHWFfUJOABBn/vpJ302Ajr47qzI5DlTz5eabbP7xDWgxhYNxA3tj4BrvLzm6YSX3YV76PO1bdwcz1M+nbvC+fDf+MfnH9vB2WxwyMH8jt7W5nyfYl6oqtDyk32/7W09g02Mgn/7qINlGB3PVeutvlrwEm9ZqEQWfg6V+fxinrVI78vLA5bczNmMvoL0dTYi5h9sDZPNv7WYL8TvYz6tsC/QJ545I3MOlMTFg9QfUu+rDSKtcQrCb+rrZ2V99W/KtfKxau3cslM39iyfo8t3tDmgc1Z2znsfyc/zNf7f7K4zGfqzJLGc/8+gy3r7wdh9PBfwb/h6l9phJqDPV2aCfVKqQVC4YsQCd03LHyDrIPZ3s7JEWpd+4kINbqhQAluMrtnmwnKWX/6mFbp9tOVj3LJ5RX1QzBOvkVkt6JEYy7pA2f/ZnPJ+nurVcjhODJXk9i1BkZ+/1YiqvcH2biSU7p5MOsD7l2+bXkHM7hud7PMav/LMKM7k20bwjGdBpDYpNEnvn1Gcos9TocUqkDh1NSYT5+DkiNsAA/Ft7Vi05xTRi7aIPb7SzCFMGj3R9lw8ENfLD1ZJ2051/24Wxu+vIm5mycw+CEwXw+7PMGn+RH+kfy7z7/ZnvJdmakz/B2OMoplB61odOI4yaeP3ZZCu/d3oMm/noeXpzB5a+uZuWWQrcuqo1OGU2HiA689MdLlJjdrxBZX77L/Y4RS0fwxY4vuC3tNj4b/hkXxVzk7bDOKCEkgXcuewc/rZ9PnB8oSn1zJwH5RAjxFtBECHEX8D+g8RQEr/bXEKy/nxjVGDuwDX0SI5i8dAsb95W69f6R/pHMHjibA0cOMOa7MRyxnXI+f73aV76PO1bewYt/vEjXqK58NvwzRiSOaHQrSdfw0/rxfJ/nKTYX89IfL3k7nAveqeZa1Qg26nnvjh70Tozg0U83MWNlNlXWug8XGd56OAPiBjBz/Uy+y/3OIzGfDZvTxpsZbzLqy1EcOHqAWf1nMa3vNLcXNfNVvWN7c1vabXyc/THf5n7r7XCUkyg5aqOJv/6433YhBH2TIlk2pg9vjO6C3SH51/vrufL1NXy6Pq9OQ7O0Gi3PXPwMFbYKnvn1Ga8vUllUVcRDPz7E+B/HE2GKYOEVC3mo20OYdCavxuWO+OB4Xhv4GofNh3n4p4exORte6X5FqSt3FiKcAXwKLAGSgclSytfrKzBvKa/6a7zsqWg1gldGdSIi0MD1b/7GgjXuLVLYqWknZvafybbD23jwhwfP6/ogNqeNdzPf5drl17Lt8DaevfhZ5lwyxydWM69vaeFp3NXhLpbvWs73e7/3djgXtLI6tDN/Px3zb+3GNV1imf3DDgbO/JEv/szHWYfhIkIIXur7Eu0i2vHo6kfZcOCkFQbrVVZxFjd9eRNvbHyDQfGDfLrC1bkY23ks7SPa8/QvT5Nfme/tcJQTlFVZT9nONBrBFR2iWfVgX6Zd2wGr3ckjizPo/eL3vLwqmwPlpx9a1ya0DQ93fZjv933PtHXTvDIfRErJsp3LGP7FcH7a9xPjuoxj4RULSQ1PPe+xeEJaeBpTLp7C+gPr1cWyC0hlZaXo3r17st1uJzs7269Hjx7JACtWrAgKCgrqlJKSkpqUlJR68cUXJ9WswzF37tywpKSk1KSkpNTOnTun/Pbbb8ey7djY2PZn+sza+2i12q4164Ckpqa2/fbbbwMAcnJy/NLS0tqmpKSkJiYmpk2bNi3yxOPNZrPo1q1bss3m3rmsO5PQo4BiYCEwXUp52stdQoi/rZ51sud8TXnNldnT9IAARAQaWD62D32TInh2xVZue3edW6s4923elykXT+G3gt+Y9Muk8zJW/feC3xm5bCQz18+kR7MefD78c65uc3Wj7fU4mbvb301KWApTfpviU8MGLjR1SUAADDotL1/fiU/+dRERgQbGf7yRa+b+yoa9Z/5vZ9KZmD1wNjGBMdz//f3sKNnhkdjPpNJayYt/vHis12Nmv5lM7zfdZ8efnyu9Vs9LfV9CIpm4hnujJQAAIABJREFUeqK6autjSo/aaOJ/+nV1dFoN13ePY9WDffngjp50imvC6z/soPeL3/PgxxvJzD/1sNV/pv6TW1JvYeG2hSzIXODp8E9rV9ku7lx1J5PWTKJ1k9YsHraYO9vfiV5z+t8VX3dFqyuO9Swuzlns7XCU8+D111+PGDZsWMnJqmB169atctu2bVtzcnK2du7c+ciMGTOaAiQmJlp++eWX7JycnK2PP/74/n/9619nvYqmwWBwbtu2bWt2dvbW5557Lv+JJ55oDhAfH29LT0/ftm3btq3r16/PevXVV5vt2bPnuAZmNBplv379yufPn+/W+P26LETYCXgTCAFqLm81F0KUAvdJKU91afE3oEsdnvMpNT0ggcYzV8kIC/Bj3i3deP/3XJ7/MovLX13N9Os6MiC5aZ0+a3jicIrNxcxaP4tQQygTe0ysl4WdCo8UMn3ddFblrqJ5YHNmD5zd4Mefny29Vs/UPlO5YcUNTF07lRn91Nh1bzhVtblT6dEyjKVjevPZn/lM+2Yb18z5lb5Jkdz1j5b0SYw4ZRIdagzlzcFvcvNXN3PP/+7hg6Ef1Ftvn5SSlXtWMm3dNIqqirgu6Toe6PKAz5fW9YS4oDievuhpJqyewNyNc3mgywPeDkmpVnrURnRI3dZwEkLQp00EfdpEsKfoCP/9bQ+frNvH53/m07NlGHf+oxWXpDRFozm+vT3c7WEOVR3ilQ2vEGGKYHji8Hr4Jn+pslcxb9M83tnyDqb/Z++8w6K4uj/+md2lL72zIFVAUQS7osZeYm9JrNGUX5qJ6ZrENzG2mJ7om1fTNNFEjRp7icaosWFBlGIBRUA6SO9smd8fI2psFBdZNJ/nmWdhZ+bOXZg7e88953yPwoz/dP4PY/zHNLnCiHdjetvpxBfEs+DYAvxs/Ah1Cm3sLj0cbHrJg+yz5npt06llGSO+uWsy49q1a+3XrFlzCUAul4s2Nja3SK3qdDqKi4vlfn5+FQD9+vW7FsPfq1ev0mnTpl1babC1ta1RqvVOxxQWFsqtra01IBkX1e+Xl5cLOt31xfIbzx8zZkzBzJkzVS+88EJeTdetpjbf/j8Bz4mieOzGNwVB6AwsB9rc9L4LoALMBEEIBaqfVFaAfv+pDUBRhRpLEwVyWe28AoIgMLmLF5287Xll9SmmLj9BFx97nnvEh0f8HWv0LkwNmsqV8iusPLuSCwUXmN1ltt4KI2WWZvLzmZ9ZH78eEZEXQ17kqVZPYSI3eEfUP1FXQEEy5CdJW0UR6NSgVYO2CkQRzGxB6QRKZ+nV2gOUjrdtzt/WnxfbvMiiU4sY5DWIPp597uvH+ZcbPCDmtV+plMkExrRzZ1ArF346ksRPR5KY9ONxAl0seaa7D8PauGGsuHUColKqWNJ3CVP+mMILe17gf33+h6vSVW+fBSAmJ4ZFpxZxNOMoLexa8HWvr2ntWKMH/IFioPdADqcfZlnsMvp49iHIPqixu/QvSGMt0LXuSmteDhZ8MDSI1/r589vxFJYfTuTZFRH4OFjw/CO+jAhVXRtvMkHG/LD55Ffk88GRD7A3s6ebqpu+PwqiKLI/ZT8fn/iYtJI0hvkO4/V2r2NvZq/3azU2cpmcj7t/zIQdE3h136usG7oOJ/PaLW7+S9OioqJCSElJMQkICKgC8PPzU+/evfuavnlERIQyMDCwZUFBgcLMzEz71Vdf3VIRe/HixQ69evW65qqMjY09V9N1bzymsrJSFhgY2LKyslK4cuWK0Y4dO67pQV+8eNHo0UcfbZ6SkmLy/vvvp3p5ealvPr9Dhw7l0dHRdarbINQUsykIwgVRFJvfYd9FURT9bnrvSWAK0B6IuGFXMfCTKIob6tJBfdC+fXsxIiKi5gOBN9ZGcfRSLodn9q7zdSrUWlaEJ7HsUBKZRRUEuljy3CM+DAl2w0h+55UZURTZeHEjn534jCpdFdNCpjGx5cR6a5VfLrrMsthlbE7YjCiKDPYZzAttXsDd0r1e7d1XtBrIioGkw5B8BNJPQXH67Y+VGYHcCBDgdsn8lq7gGgKubcAtBDw6gbnkIdToNDy+7XGKqorYPHwz5kYGbxs3CIIgnBRFsb0+2qrLOFt9/DLvbIjhyMzeuNnUL0m0UqNly+l0fjiYSFxWMY6WJozr2IzxHZvhcpsV3+MZx5m2dxoCAq+1e43HAh675xXTM1fO8M3pbziYdhAbExueb/M8TwQ8gVwmv6d2mypFVUWM2DQCO1M7Vg9Z3eRDYfSJvsZaXcYZQND7f/BEx2b8Z8i95USotTp2xmby7d8JnEkvQmVjxnOP+PBYew9MjaT7vaSqhKm7ppJclMzC7gvp3azu36N34njGcRadWkRUThQ+1j7M6jzLIIoJNjQJBQk8se0J2jq3ZUnfJQ+Ul6chqM84i4qKSmrTps2VhupTTSQlJRn16tXLPzEx8czN+7Zt22b5+eefO+/bt+8iwHvvveeSmJhovGrVqsvVx2zdutVy+vTpzY4cOXLexcWlXmoQ5ubmoWVlZacA9uzZY/H88897xcfHn5HJrt9vSUlJRkOHDvXbsWPHBQ8Pj1u8J05OTsFxcXGxtra2t+QUREVFObRp08brxvdqM8PdKQjCdmAFUO1C8gAmA3/cfLAoij8DPwuCMFoUxd9r0b5BUVShxrKWYSE3Y2ok5/96+DKlqzdbotL59u8EXvstivnbzzO0jSsjQlQEu1vf4hURBIFRzUfRTdWNeUfn8fnJz9mVtIs3O7xJG8c2tTJErpRf4UDqAfZd3seBtAMoBAWjm49maqupqJSqen2e+0ZFIZzbBmc3S0ZH1dVK87be4N0d7HzB1gvsvKVXMzuQyeHGv6O6AkpzoCQbSrMhLxEyTkNGFFzYBaIOEEDVDpr3Q+HXj1kd32Xyril8F/0dr7Z7tRE++MNLbcQeasJEIWdsew/GtHPn4IUr/HQkicV7L/DNvosMCHJmUmcvOvvYXRtvHV07smHYBuaEz2H+sfnsTNzJ7K6z8bb2rtN1tTotkdmRrDizgv2p+7EytmJ62+mMCxzX5At3AtIiQHGGNC51aul33dXN2ELyNprZgIk1yP45GbIytuK9zu/x6r5X+Sn2J54NfraRPsS/AFRpdJRWabG5h3FWjZFcxrA2bgwNdmV/XA7/3XeR9zefYdFfF3n+ER8mdvZEaaxkSd8lPP/n80zfN53+nv15p9M7OJg51Pu60TnRLDq1iGMZx3Ayd+L9Lu8zwm/EQ2Pc+tr48laHt5h7dC6/nvuVSS0nNXaX/kXPWFhY6KqqqmplWY4ePbpg7NixvtW/Hzt2zOzFF1/03L59+4X6Gh8307dv39L8/HxFRkaGQqVSXTM0vLy81AEBAeV79uyxnDp16i2JmGq1WjA3N6+1EkWNM1tRFF8RBGEQMBwptEoAUoFvRFG8WwWiVoIg3OKDF0VxTm071xgUld9aHK2uGCtkjGnnzqhQFfvjs1l7IpVfj15m+eEkvB0sGNbGjSHBrvg5Kf9hjDiZO/F1r6/ZlbyLj459xJQ/pmBhZEFbp7Z0dOlIe5f2mMhNKFGXUFxVTHFVManFqRxIPUD0lWgAXCxceDLoSSa3nHxPD/0GR10hGQYx6yB+N2grwcYTgseCZxh4dgUrt9q3Z2QKNh7SdjNVpZARDZf2w8U/Yf9C2P8RoeYODG/my89nljPMZwg+tn63nvsvDUJhuVSbwNz43j0F1ZKiPfwduZxbxi/HklkbkcKOmEz8nZVM6uzJyLbuKE0UuFu6822/b9mSsIVPTnzCmC1jmNByAmFuYQQ7Bt9RsrPa6NiVtIs9yXvIrcjF0tiSaSHTmNBiAkpj5T1/jvtORaHkYUw7CZkxUJgKhWlQknnVYK8JQfIo2nqDva+0UGDnQx+nFvRv1o+lUUvp49kHH2ufBv8o/3J7bi5CqA8EQaBXoBM9Axw5eimPxXsvMG/7Ob47cImXevnxREcPVg9ZzU+xP7E0ainhGeG81f6tOsm8F1YWsitpF9subeNU9insTO14u8PbPBbwWNMLIdYDY/3HcjDtIF+d/IpOrp3wt/Vv7C79ix5xdHTUarVaoaysrMYJ/L59+5Senp6VABcuXDAeO3as77JlyxKDg4PvqILk7e0ddDvvyp04deqUqU6nw9nZWZOQkGDk7OysUSqVYk5OjjwiIkL59ttvZ918TmZmptzW1lZjYmKiPwMEQBTFncDO2jZ6lZIbfjYFhgA1xqQ1NkUVGlT1DAm5GZlMoHegM70DnSksV7MrNpNNp9NYtPcCX/91AR8HCwa0cmFgkMs1z4ggCAz0GkiYWxiH0w9zIuMExzOPczDtzhW8W9m3YlrINHp69MTf1t+wVa1KsuH493DiByjPAwsnaD8VWo+VvBMN0XdjC/DsIm293oHSK5CwF+J28NqFXex1sWP+7yP4wWM4QvDj4Bqs/z78yz8ovGro6/tebWZvzruPtuD1fv5siUpnZXgy/9l8hoU7zzOqrTuTunji72zJcL/hhKnCWHh8IT/F/sTy2OUoBAUt7FsQ6hSKidyEvIo8cstzya3IJaU4hYLKAkzlpnR3705/r/70UPVoWqF7VWXSfR+/E1KOw5X46/tsvcCmGfj0BGsVWLtLno7qMEeZQvI6VpVCeT6UF0ivpdmQd0nyXEav5WqdWt4xNueomyOzt0/hp6BpyLy6Sm3+y32lsKw61+ruKlj1QRAEuvja08XXnmOXcvn8z3g+2HKGb/9OYFrv5kxp/zR9PfvyYfiHvH/kfdbHr6erqiutHVoT7BD8j1o4xVXFZJRmcKnwEn8k/sGB1AOodWp8rH14vd3rPB7weNMaa3pGEAQ+7PohozaPYsaBGawZsuahNMQeZHr06FG4e/du5YgRI4pv3ledAyKKIpaWltply5YlAcyaNcu1oKBA8fLLL3sCKBQK8ebcj4yMDIUoijV+0VbngICUFrBkyZIkhUJBdHS02YwZM9wFQUAURaZNm5bZsWPH8pvP37lzp1WfPn3qVOW5xhyQu54sCP8niuJ3tTzWBNgiiuKAel+wntQlZjZs4V46+djxxWMhDdafrKIKdp/NYldsJuGXctHqRFytTenf0pn+QS509La7JWckuyybU9mnALA0skRprERprMTe1L5pqOzkxEH4fyHqNylxPOBR6PgMePUAef1C3vRCZQm/HZrLvNQdfJyTz6MlxeASDG0nQ+sx0iTsAaaxckBeXn2K2LRC9r3ZUx+XviOiKHI6pYCV4clsi86gSqujq689U7p60aeFM3KZQFFVEVHZUURmRxKZFUnMlRh0og5bU1vsTe2xN7PHydyJbqpudFd1b1oTobI8iNsJ57dLxoemHEytoVlXyeB3bwduofq5z9XlkkhEZiykR7Il/RDvyQt490oe44pLJCPHq5s05r26SYbOQ0Rj5ICcSMpj7NJwVjzVkR7+txfl0BeiKHL4Yi6f/xnHqcsFeDtY8EZ/fwYGObMxYQOrz68moSDhmuS8h6UHpgpTMksyKVZfn3PZm9rzqM+jDPEZQgu7Foa9oFYXSnMlo78k64Zw4RyoLLoa4qiVPI86LShMwMQSjJXSq6kVWLpySJPPCzH/ZWLAE8zo/F5jf6L7jiiKNd4PTTEHBODw4cNmn376qcumTZsS9dnu6tWrrRMSEkxmzZqVrc92b6Z///6+n376aWqbNm1u64mpbw7I3ajLk8EcMHhffFGFusYaIPeKs5Upkzp7MqmzJwVlVfx1Lps/zmTyW0QKP4cnY21mRJ8WTgwMcqGHvyOmRnKczJ0Y4HXfbbd7Jy8R/poDZzaAwhRCJ0Dnl8DBQMKdTJSM6bWAjTuS+cw0kx4eY1BGrYEdb8LuWdBimGSMeHVrGO/MQ0qhHkIda4MgCIQ2syW0mS3vDW7BbxEp/BKezP+tPIm7rRmTOnvyeAcPurt3p7t7d0Aq1ikX5E032VMUITUCIn6E2A1SeKO1B7R7EgIHQ7MuV8Ub9IyRGTi1kLbgsQwVRbb/+RxfyU/Rs+NYXFNPw7mtcOoX6XjHQPDtDb59wCtMOr8JotOJCAIGOVEuuOoB0WcI1p2olvAN87Nn7/lsPvkjjmmrTtFaZc3MQb3YMGwspepSzuaeJTonmtgrsWh0Gto7t8fNwg0XpQsqCxUt7FvUW4DFYChMg8QDkBkN2Wch66zkLfwHApjbS8aFzEjyMMrkIMhAUwmVJVI+ZGXxtZDIbsB4O1t+iVtD92M/09XSRwp/tG8O9n7S2LP1ktp5ABBFkQvZJeyIyWBnTCZvDwygTwvnxu5WgxAWFlZ+4sSJIo1Gw+1qgdSXcePG1ckrUR8qKiqEYcOGFdzJ+LgT9/QpRVH89k77BEGIodofD3LAETDo/A+dTqSkUnNfJkbV2JgbM7qdO6PbuVNepeXAhRx2ncnkr3PZbIhMw8JYTu8WzjzayoWeAU6Y6SFm/r5QlgcHPoPj30mTne5vQucXwMLw8lLkMjmzOs9i/PbxfKMoZcbzB6UE9siVELMeYtaCnY9kiIRMkGR+mwC1WS1qLArL1bWuAaIv7JUmvNjTj//r7sOec1ksP5zERzvP89WeC4xup2JKV2/8nJRNN7lVXQ5RqyFimZTTYayE0InS5hZ63w1oQRB4v+sHjNw8kvlVl1n8xK8Iog6yzkj5WAl74cSPcPR/IDeRjBC/vuDXDxyaG7zBfz6ziM2n09lyOp3vJ7enpZtVY3fpFgrKpBwQ2wYIwboTgiDQp4UzPQOc2HQqjS/+jGfCD8fo3tyBGQMD6aDq8OCpV1UUQsI+SPwbLv0NeVcVVI3MJUO7eX/JOHAMBEsX6TvEzK523n9RhKoSKM6EojReK0jm+PkfmGVbxkaNiHX8bij95frxRubStZyDwLmV5NF3aQ0mTSNPTRRFzmUUszM2gx0xGSTklCII0MHLDhNFE5n/1JNXX301t7H7UB9MTU3FadOm1bnvtZoBCIIwABiBlIQuAunAZlEUb1HBuoEhN/ysAbJEUayxMEpjUlypQRRrXxxN35gZyxkQ5MKAIBfUWh3HLuWxIzaDXbGZbI1Kx8xITp8WTgxt40bPAEfDHIxaNRz7Fg58ItXrCJ0Ivd4DK/3WXdA3rRxaMdZ/LKvPr2Zk85H4u4VKk7b+8yR1rsifYc9s2DsPAgZB6CRp5bYxw8fuQGp+GetPprIlKp0NL3StsQpyY1BcrsbDtnFWvBVyGQNbuTKwlSvnMor46XASayNS+eXoZXoGOPJ0t7sXNzQ4NJVw8mc4+LmUQO7cGoZ8KeVVmdS9/oM+USlVvBTyEp9FfMZfl/+ir2dfKcfKNRjCXpHyUpKPQMJfcPEv2PWutFk3A78+kofEu4ekumUApBWUs/l0GltOp3M+sxi5TKB7cwe0uvqHMjckBWV1r7ejL+QygdHt3Bkc7MovR5P5Zt9Fhiw+xPAQN97sH4CHXRMKZbwdmipJ1CT6N4j7Q/I0GltKhnSHZ6T71qnlLUpxdUYQpHFsYgkOzTEF5nt2YML2CSxs3paPntolGUC5FyH7nGTgZ8VKypKRK6obkTwkrm1u2IINKsT4QlYxW6Mz2BadzqWcUmQCdPaxZ0qYNwOCnHGyrF0xzX9pOtSmEvpXgD+SDG918RN34BVBEAaJojj9dueJopgsCEIboPvVtw4A0ffe5YajWhr0fnpA7oSRXHatIu2cYUEcT8q75obcFp2BpamCAUEuDGvjRpifQ60LJzYoGdGw+SXJ7ezbB/rPlVZhmgivtH2F3cm7WXBsAcsHLJcmoMbmEDJO2nLipAd61GoplETpDMGPS14Rp8BG7XuFWsuuM5msi0jlcIIUyhrm60BuaZVBGiCF5ep7kuDVFy1crfh4TDBvDQzg16OXWXk0mUk/HsffWckz3XwYFuJ2rcaBwaGpgtO/SJ7GojRJPW70DwYXLjihxQS2Jmzlo+Mf0dm18z8Vw4zNoXlfaQPIT75ujMSsg5PLpZAUVTvw6SUlybu3l2Lk7xMllRp2xmSwITKN8EvSIl87T1vmDA9icGtX7JWGmwxcUF6FXCZgadJ4CyWmRnKe6e7DYx08WLo/gWWHE9kZk8nEzp5M6+2HnYXhPZ/uSvY5ybN/ZqMkxGDuAO2mQKtR0n3aEOGNN9HSviXPBj/Lkqgl9PXsS59mfaRrq9pdP0gUJTntjGjpOzkjCi4fhdj114+x9ZKMEZfW1z0llq737fmRklfGlqh0tkZJBr0gQGdve57u5s3AIBeDHlv/cu/UphBhvCiKt2i+CdLyYPxdihROB54FqgsPjgS+E0Vx8b11ue7UNmnvTHohgxcdYunEdgxs5XIfelZ3NFodhxNy2RqVzq7YTIorNThZmjA8xI2Roe6NEwagqYS/P4HDX0lu5cGfQ8th978femBd/DrmhM9hYfeFDPYZfPuDNFVwYTec/hXid4GolbwlQaMgaOTtpYAbiLPpRfx24jIbT6VRVKHB3daMse08GN1OhbttzSuMjZGELooi/rN28kx3H2YMbFzD7WYqNVq2RmXww8FLnM8sxkFpzOQuXkzo1Mywvgzjd8HOt6Wkb/cOkpfRp6dBGR43EpMTw4QdExjfYjwzO86s3UlaNaSekEJbLu2T5IJFnRSu5d5Bkur2CgNVe72Hl+h0IuGXcll/MpU/YjMpV2vxsjdnVFt3RoSoaGZf99X7xkhCf29jDDtjM4n8T797vazeyCys4Ms/41l3MgULYwXP9/TlqTBvww4vFkVIOgRHFknPfoUZtBgiLUD59LwvRsfNqHVqxm8fT3ZZNpuGb8LWtJbejNLc6zWyMqKkn/OTru83t5dCt6pDxpxaSgtspvoRu8ktqWRHTAabT6cTkSyVkmjnacvQYFcebe2Kk9W9eTqaahL6g87tktBrY4BEA8+Ionj8pvc7Aj+Kotj6Lud1EUWx9OrvFkC4KIr3XeO0tg/s8IRcxn1/lFXPdqKrr+HlKtxMhVrLvvPZbDiVxv64bNRakUAXS0a3dWd4qNv9cVmmnoTNL0LOeWgzDgYsuFZtvCmi1WmZsGMC2WXZbB25tebCciXZkvxozDrpQQ7S5ChopJTwa+ul9z6WVGrYcjqdNScuE51aiLFCxqBWLjze3oPOPvbI6uANawwDpKxKQ8v3dzFzUCDPP+Jb4/GNgSiKHEnI5YeDl9gXl4OJQsaotu483U3KE2k0ClNh5ww4vw0c/KUQweb9DdbwuJH5R+fzW9xvrBq8ilYOrereQHm+FK6VfESaDGZGSwaJIJMmSm5tQXV1cwysV1L75dwy1p9M4ffINNIKyrEyVTCkjRuj26po28z2nsLyGsMAeWlVJOfSi9jbwGpz9SE+q5hP/ohjz7ksnCxNeK2fP2PbuaOQG5D4gyhKY+3gF5AeKXk7Oj0nhVgZwPdcXF4cT2x/gr7N+vLpI5/Wv6GKIil0KzMGsmKk15w4UJddP0bpIuVC2vlIRYHtvKVQSSs3KRrgLuHIFWotf57NYuOpNP6Oz0GrEwlwtmR4qBtDg930Go73rwFimNRXBWsKsEQQBEuuh2B5AEVX990JAbixKqOWuqlm3XeKKq6GYDWwCpa+MDWSM6i1K4Nau5JXWsW26HQ2RKYxf8c5Fv5xnkf8HRnTzp0+LZz0ny8iihD+Dez5QHowTVgPzQ1nla2+yGVy3u30LhN2TGBp1FLeaP/G3U9QOkHXadKWdwnObJJc89Wx7PbNpb9L835SiMw9hI7EpBay6ngym0+nU1alJdDFktlDWzIiVGWQYVZ3orDc8MeZIAiE+TkQ5ufAxexifjyUyO+Rqaw+fpnegU48092bLj729y9PRKuWkrX3fyxNuvt8AF2mgaLp/N9fafsKf13+iznhc1g1eFXdlY7MbCWjPvCqZ7KiCFKOSYpf6ZFSfZPTV5NxBZlk/DsGSpuDv1TnxNodrFT/mCyVV2nZEZPB2ogUjiXmIQjQzc+BGYMC6d/S2XBD8GpBYZm6UfI/aoO/syU/PNme44l5LNx5jnc2xPDDwUu82T+Aga1cGj8HKzVCeoanHJOKbA75UlpkMyC1tgC7AF5o8wKLTy2mr2ff+itlmlpdr5VVjU4HhZch+7yk5JWbIH3HXdwj5ZrdiCCT5gFWrlIUhLkdopktqZVmnMzSEZleSYFagb25kvmtXena3IlmdiII6VCYAYWiFFmgrQRNhfRzVYkkUVxRdP217WTweaT+fzADpqSkROjVq5d/eHh4XEJCgvGkSZO8jx8/Hrdt2zbLcePG+apUqiqdToeDg4Nm3bp1l1QqlebUqVOmU6dO9Tp79qz5zJkz0+bMmXOtQKBKpWqdlpYWc7dr3nzMihUrbJ588knfyMjIM6GhoRXV78fExJi88sorHhcvXjS1srLSKpVK7ezZs9MHDRpUsmjRIvukpCSTL774In3BggWOFhYWuunTp9cqIb02ldAjgU6CILhwQyV0URQz734my4FjgiBsvPr7CODH2nSqsajOATGE2PS6YmchhYpM7uLFxewSfo9MZWNkGi+ej8TazIjhIW6MbedBK5XVvT/Yy/Nh00sQtx0Ch8DwbwwmSVQfBDsGM6r5KH45+wsj/UbiY1NL9Wg7H+j+urTlJkiu+gt/Xlf6UZhJMboeHaXNvSNY2N+1yZJKDVuj0ll17DIxaYWYGckZ2saVcR2bEeJh0/hf0vWgqFzSomgq48zPyZKPRgXzRv8AVoYns/JoMuO/P0ZLVyue6e7NkGA3jBUNuGqbEw+/Py2t+Ac8CgMXgq1nw12vgbA0tmRmx5m88fcbrDq3islBk++tQVOr68Y9SIsiBZel6u7Z5ySvbM55aRzqbtA/EWSIlm6UmTiQWmFKXJExBVoL+pnZ8nJLJ1p5OmNjmQfCZYhXSAafKF591UkTpKpSKYG+qkRaJe7wLDgaXnXqgvIqg0/e7ehtx+8vdGX32Sw++eM8L/waSbC7NW8NCGgcMYj8ZPjrQ4ikpEM3AAAgAElEQVT9XVrZH7ZYyvMzUGnbp1o9xd7Le5l3dB7tnNvhYKan6A3ZVSPe1gsCBv5zX1WpJLFflC7lnxWlS1txOpWFWVSkxKKoLMCDcjyAEQJgjCRHFHd1q3U/jKSxbmIFgY/q57MZIIsXL3YYNmxY/u0keNu3b1+yb9++iwAvvfSS6rPPPnP68ssv052cnDRff/315fXr1+tFTWDNmjV2bdu2LVm5cqVdaGhoOkBZWZkwdOjQ5vPnz0+ZMGFCIcCJEydMw8PDLQYNGnRjwXFefvnl3I4dOwbqzQABEATBGniEG1SwBEHYJYpiwZ3OEUXxC0EQ9iNJVwvAVFEUT9VwnYHA10iyvT+Iorjwpv1TgE+BtKtv/VcUxR9q8xlqQ1GF9CVlyCuztcHPScmMgYG82T+AwxevsP5kKmtOpLAiPJlAF0vGtvdgRIhb/WLa0yJh3ZPSw2bAR5K0bhOcBNfE9LbT+TP5TxYcX8D3/b6v+5egvS/YvyD9farKIOmgFMueckyKI66eENl4Xo21Dbi6WhsANl7E5stZdSKFzafSKL3q7ZgzPIgRoaomf38WNlFD30EphYm80NOXjafS+PFQIq+vjWLhzvM82dWL8R2bYavPhFpRhJM/wR/vSKuuj61ssrlV1fTz7Ed3VXf+e/q/9PHsg0qpx2KEgiAZZraeEDTi+vuaKskwKbxMaXYiF+LPcSX1Isb5V7CTZdPNuAxrsRi5uhQuIW21RW4syZ4GPGqQBkh+qRp/p8ZVQqsNgiAwIMiFPoFObDyVxld7LjDpx+N09rHjrQEBtPO8D+FOmio49IUUbiXIoMfbEDbd4OVrFTIF87vN57GtjzEnfA5f9/q64Y02YwtwaSVtSJ62rdHpbEhPJTKlAJkA3Zo7MibEkb4+FpgLVZJMuLpMetVpAVF6xlVXa1CYSuNJYSp5do0sJMNDYXpf5xj/Ofwfj4v5F/Uq0eZn61c2N2xuyt2OWbt2rf2aNWsuAcjlctHGxuYW1VidTkdxcbHcz8+vAkClUmlUKpVm8+bNt6wA29ra1qg6e+MxhYWFsoiICOWePXvihg8f7vfFF1+kA3z77bf2bdu2Lak2PgA6dOhQ0aFDhwoAMzMznVKp1AJYWlrq3N3dK/ft22feq1evspuvdzO1UcGaDHwA7Ob6xL8XsEAQhA9FUVxxp3Ovek8ia7rG1evIgW+AfkihXicEQdgiiuLZmw79TRTFabVps64UXw3BUjaSDK++kcsEevg70sPfkcJyNVuj0lkXkcLcbWdZuPMcvQOdGNPOg54BjrdUXr8tkSth++vSqtDUP8DjAdNyvwE7UzteDn2ZBccWsDt5970VgTQ2B/8B0gaSQZJxWjJGMqKlWNuEvVKF+Ks0FxW8iC3PWrhg7dMMW1s7hAIlHFFKD3+FKf+MaBSllVl1ubQ6Vf2g7ztb0p03IK6FYJk1zXFmaiRnXMdmPN7egwMXcvjxUCKf7opj8d4LjGrrzpSuXvg73+OkrywPtrwsxZ/79IKRSw3u/1gfBEFgVudZjNw8ktlHZvNdv+8afLKkkxlxON+a307YsPuMG1VaF4LdR/BYHw9CQtyuG/SaqqvhH5XXX3VqaTJavYE09owtpK0Rko/rQmG54YZg3Q6FXMbY9h4MC3Fj9bHL/HffRUYvCecRf0de6+dPiEcDedozomHTi1L+Q6sx0G8OWOvROG5gfG18eaXtK3wW8RmbLm5iZPORDX5NjVbHgQs5/H4yjT/PZVGl0eHvrOSdQYGMCFXhfI/J5A8TFRUVQkpKiklAQEAVgJ+fn3r37t0J1fsjIiKUgYGBLQsKChRmZmbar776KvXOrUnExsaeq8sxv/76q03Pnj0Lg4ODK21sbLSHDh0y79atW9mZM2dMQ0ND72hMPPvss/k3/t62bdvS/fv3W+rFAAHeA9rd7O0QBMEWOIYkz6sPOgIXRVG8dLX9NcBw4GYDpMEoKtdgaaIwDElbPWNtZsTEzp5M7OxJfFYx6yJS2HgqjV1nsnBQGjMiRMWY9u4EutxGRUsUpfoXBz+TJkNjlhlEAl5DM9Z/LBsvbGTh8YV0du2MtYl+VEAwNpcUfDy7ApL62pqjl4iMOo1KnUyIVQndXdQEmJdgXJYFxfGQWyIZFpXFXK/veQeMzKXN2Fw63sAmrk051PFGZDKBngFO9AxwIi6zmGWHEll/MpVVxy7Tzc+BqWFe9ApwqpMoACBJZa6bAqVXoP986PzivdcSMCDclG680f4N5h6dy+8XfmeM/5gGuU5qfhnrIlJZfzKVtIJybMyNGN+pGY938KCF622ecwrjJpVTUxNqrY6SSg02Zk3vM5ko5EwJ8+axDh6sCE/muwOXGPHNYXoFOPJqX3/a6MsQ0VRJ9XMOfiapPz2xusmG+UxqOYkDqQdYeHwh7V3a42GpfzVGURQ5m1HEhsg0Np9O50pJJXYWxozv2Iwx7dwJctNDiHcjU5OnoiHIzMxUWFpa3tFjcWMI1nvvvecybdo091WrVl3WZx/Wrl1rN3369GyA0aNH561cudKuW7dutxgR/fr1801KSjL19vauuNFIqsbJyUlz/vz5WlmftTFABG4/49Gh36RyFXDjPz4V6HSb40YLgtADiAdeE0VRbzdLUYXaIGqANDT+zpa8N7glbw8M5O+4HNadTOGnI0n8cCiRIDcrRrd1Z1iIGw5KE2kVcPNLkspT28kw+AuDX/XTFwqZgtldZzN++3g+j/icOWFz9NZ2dW7HmuOXiUotxEQhY3BwKBM6Db+72o4oSp4NTcWt+xSmUqiOgX8BNNUQrLsR4GLJx2OCmTEokNXHL7MiPImnf47Ay96ciZ09GdvOo3Yr0ZErYdtrkpTzs39JGv0PIGP8x7AraRefRXxGN1U3XCz0YyRXq+2sjUjh0EVJ1OZBSSivK9XjzKYJeUBuxtxYwfOP+DKpsyc/hyfx3YFLDP/mMD0DHHmxpx8dve9hISwnHtY/JXk9gh+Xcqua8MKaTJAxL2weo7eM5t2D7/LTwJ+Q6ylvJbuogk2n09gQmcb5zGKM5AK9A50Y3dadngFODZsD9xBgYWGhq6qqqtUfcfTo0QVjx47Vq3xkZmam/OjRo1bx8fFm06ZNQ6vVCoIgiEuWLEkNCgqqOHjw4LU4xD///DPhwIED5m+++eZtLdyKigqZmZmZrjbXrY0BMh+IFARhN9cNhGZIoVJza3ORWnK7WdPNhs9WYLUoipWCIDwP/Az0vm1jgvB/wP8BNGvWrFYdKCpXY/mAhF/VBiO5jL4tnenb0pnckkqpcnZkGnO2nWXBjnMM9jPh/bIF2F+JkFR3ur1m8JNbfdPSviVTgqbwY+yPDPIeRBe3LjWfdAdEUeRkcj5rTqSwPTqDcrUWf2cls4e2ZGSoe+0mqNXFEY0No4pwfcZZ9cTIsonnstwOOwtjXurlx//18GFnbCY/H0li3vZzfLY7juFtVEzq4kkr1W08aVoN7J4Fx5ZIXsaxyw2qSrG+kQkyPuz6IaO2jGJ2+GyW9FlS75VTURSJTi1k/clUtkSlU1iuRmVjxiu9mzOmnXvTr7hN/cZZdRX0pmyAVGNhouDFnn5M7uLFz0eSWHYokce+Dae9py0v9PSld6BT3e6fMxth8zRp0aYJez1uxlXpyrud3+Wdg++wLHYZzwY/W++2Sis17DqTycZTaRy+eAWdCKHNbJg7ohVDg12blPKioePo6KjVarVCWVmZYG5uftcQh3379ik9PT0r69K+t7d3UGJi4pk77V+5cqXtqFGjcletWpVc/V6HDh0Cdu/erXz22Wdzv/zyS5dff/3VujoPpLS09I7GUnx8vElYWFjJnfbfSG1UsH4WBGELMIDrKlj7gXdEUcy/27l1JBVJ3rcadyD9pr7cmFn/PfDxnRoTRfE74DuQdNNr04GiCnWTT/CtL/ZKE6aGeTM1zJu4zGL+PBrJ4NMvoBSzeIvpCFl9GHEpl87edasz8SDwfJvn+evyX3wY/iEbhm3A3KhuE5qMwnI2nkrj95OpJOSUYmEsZ3iIG4938GiySlbV1HecPaihjtUYyWUMa+PGsDZunEkvZGV4MptOp/FbRAqhzWwY16EZQ9q4Ym6skPI91k+FS/uh80tS/PldNPUfFNwt3Xm17at8dPwjNidsZoTfiJpPuoGsogo2n05j/clU4rNKMFHIGNjKhTHt3Onq6/BA3V/1GWcFZVJO2YM0UVSaKHiplx9PhXmz7mQK3/59iad/jiDQxZKnunkzrI3b3b1cWjX8+QEc/UZSIXzsZ6mOxQPEYO/B/J3yN/87/T/CVGG0tG9Z63PVWh2HLlxh0+k0dp/JolytxcPOjGm9/BgRqsLH0bAT8psyPXr0KNy9e7dyxIgRxTfvq84BEUURS0tL7bJly5IALl++rOjQoUPL0tJSuSAI4rfffut87ty5WDs7u2seiIyMDIUoind9GK5bt87+7bffzrjxveHDh+evXLnSbuDAgSWbN2+++Oqrr7rPmDGjmYODg9rCwkL77rvvpt+urRMnTigXLlyYcbt9N1NjIcL7hSAICqSwqj5Iye4ngPGiKJ654RhXURQzrv48EpghimLnmtqubeGmR78+iJuNKT88+eAmV9eKghT4eQhiWR4x3b/l53QVf8RmUFqlxcXKlMHBrgwOdiW0iU+e68LJrJNM+WMKE1tMZEbHGTUeX1YlrR79fjKNwwlXEEVo72nLYx08GNzaFQuThp9gqnVqjGR3N6gboxDh62tPc+xSHodn3tZ5+cBSWK6+miOSTEJOKUoTBZNbCkxPexuT0jSpzkDoxMbu5n1FJ+p4atdTxOfFs3H4RpwtnO96/J1WZce282BwsGujhPWdzj5NG8c2NT4L73chwj1ns3hmRQSbXwrTX86EgaHW6tgWnc7S/ZeIyyrG3sKYCZ2aMbGz560VtYszpdyqy+HQ8TmpiOcDlPNzI4WVhYzaMgqlkZI1Q9Zgprhz7RKdTuREUh6bo9LZGZNBfpn6WgHOUaEq2nneWwHO+01TLUR4+PBhs08//dRl06ZNifpsd/Xq1dYJCQkms2bNytZnu7fjbp+hvoUI74ggCDF3qoReV0RR1AiCMA3YhSTDu0wUxTOCIMwBIkRR3AK8IgjCMCQ16TzuXgixzhRVqAk0NXzJwgYlPxl+HgIVhQiTNhHs3o7PgXkjWrHnXBabT6ezMjyZHw8lorIxY3CwK4+2diVYZf1Ae0baObfjiYAn+PXcrwzwGkCIU8gtx1RqtByIv8LWqHT2nMuirEpaPXqld3NGtVXhaV9DVXU9sjtpN1+c/IJlA5bhpjSsFb6ics1DkWt1M9ZmRjzdzZunwrw4mZzP3oMHefLsdMqpYqZyLgFFXRhRWIGL9cOjHiMTZMzpOofRW0bz/pH3+V+f/90St16p0fJ3XA7bojP486zhrMqWqcv45MQn/H7hdz5/5HP6e/VvlH7ciYIHIAekJozkMkaGujMiREV4Qi7LDieyeN9FlvydwODWrjzRsRmdvO0QMmPg17FSQbvRP0LrhhE+MBSsTayZFzaP5/58jtlHZrOw+8J/GBE6ncjJy/nsiMlgZ0wmmUUVmBnJ6dvSmWFt3Ojh76D/4sX/clfCwsLKT5w4UaTRaLhdLZD6Mm7cuMKaj9IP2dnZRh9//HFazUdK1EaGd9SddgF6ldcRRXEHsOOm996/4ed3gHf0ec0bKSp/OJLQ70jeJfhpqFRca/IWcLs+yTYzljO0jRtD27hRVKHmzzNZbItOZ9mhRL47cAkXK1P6tXSmf5AznbztH8iktFfbvcr+1P18cOQD1g5di4nchEqNliMJueyMyeCP2EyKKjTYmhsxIlTF8DZudPCyu6+GmUanYVHkIpafWU6wQzAywfD+D0XlaqybqASvPhAEgfaKRNqnT0enNGJ7yPckXTBn487zfPzHebr62jMy1J1+LZ0fqET9O9HMqhkzOs7gw/APWRq9lJdCXro2rrZFZbD7TCbFldfH1ai2Kto38qps7JVYZh6cyeWiyzzd6ml6efRqtL7ciWshWE1QBauuCIJAVz8Huvo5kHSllJ+OJPH7yVQ2nU5nrE0889WfIDezQf7MHnAOauzu3he6uHXh5dCXWXRqEUH2QYwPnMiJpHx2nclkZ2wGWUWVGCtk9GjuyDuPBtK3hfN98czXhyvlV/jy5Jc82/pZvKy9Grs7Dcarr75aqwJ+hsrIkSOL6nJ8be6234Bfub0S1gOzVKfTiRRXarB6iJLQ/8GVi/DzUEld6cmt4Bp8x0OtTI0Y3c6d0e3cKSxT89f5LHafyWL9yVRWHk3G0lRBj+aOPOLvyCMBjg+MHriFkQUfdPmAF/a8wPM7/oN50RPsj8umtEqL0kRB/yBp9SjMz6F2dVX0TG55Lm8feJvjmcd5POBx3u7wNsZyw5t8FJar8bRv+onB9ebS37BmPJjbI5u8maF23gztB4lXStl4Ko1Np9J4c10URnKB7s0dGdTKhf4tXZpUPYe6Mrr5aE5mnmZp1FIOnTEjJl5FSaUGS1MFA1u5MKSNG1197RtlXN2IVqdl+ZnlfHPqGxzMHfhxwI90cDHMkN3CcjWCwEMlrALg5WDB7GFBzBgYSOyOJYSenssFnYqny2fQYmcZQ9uk0belM0oDnWzrkyf8p7A3MZLPIj7n820lFOZ7YqKQ0TPAkUdbu9I70MmgxUB0oo718ev56uRXVGgr6Oza+YE2QB42ajMCo4HPRFGMvXmHIAh99d+lxqGkSoMo8nB6QAouS8aHtgqmbKvTCpG1uRGj2rozqq07FWothy5cYffZTP6Oz2F7jJSHFOhiSQ9/Rzr72NHey67JJfprtDqi0wo5GH+FQxdlqMt6EcFOFPlKhoWMpH9LZ7r42jeqxGd0TjSv73+dgsoC5oXNY7jf8EbrS00UVagfipX923J+B6x7Euz9YOIGsHK9tsvbwYLX+/nzWt/mnEopYGdMBjtiMtl7Ppt3ZDF08bWnd6ATvQKc8HK4f+F8DYUoilzMLuHv+BwOXLjC0UsdUbhHEGuyhF6t5jOydXvC/AwnFCS1OJVZh2dxMuskA7wG8J/O/9FfbaAGoKBMGmcPcmjsHRFFzMK/oMPpeeDTE5M+SxkaVcCWqHT+Op+NiUJGnxZODAl24xF/R4Nd+a8roigSl1XM33E5HLiQw4nEfKrEflh6X0Dh8gsL+i5heKugJvF54/LimHN0DtE50XRw6cCszrPwsfZp7G79ix6pzV34KnAnt0rDl9u8T1QXR2tqk+N7pvQKrBwpFbmbuuOe3NOmV2NI+7Z0RhRFzmcW83d8Dvvjsll+WArVkgkQ5GZNJ2872nvZ0trdBjdrU4NKcqtQa4lNK+Rkcj4nk/M5eimXogoNggCtVdZMafEcMZoyzso28ni3YYQ4OTVaX0VRZOXZlXwZ+SXO5s6sHLSSFvYtGq0/taGw/CE1QOJ3w9rJkndxwvo71hwQBIG2zWxp28yWdx9tQVRqITtiMthzLosPt57lw61n8bI3p2eAE2F+DnTwsm0ySkcZheUcT8wjPCGXA/E5pBdK9Wx8HS2Y3NmPdn6fM//Uc6SbfEsXv18MwvgQRZENFzbwyYlPrtVaGOY7zKCeWbcjv6wK2yZyX+gVUYSdb8Px7yD4CRi2GB+FMe+oXJkxMJDIy/lsjUpn+1UD31guo6O3Hb0Cnegd6IR3EzLuRVHkcl4ZxxLzOHYpj0MXc8gqkhRa/Z2VTO7iSd+WzjjahjBx5wQ2ZyxgVJufucf03walVF3KktNL+OXcL1ibWLOg2wKG+Awx+PH2L3WnNjK8B++yr2YpjiZCUblUhNLqYYpNryyGX8dAYSpM2ggurfTWtCAItHC1ooWrFc8/4kt5lZZTl/M5mpjHsUu5rDiazA+HJKEEB6UxrVXWtHa3IcDZEl8nC7zsLe6LR6GwXE18VjHnM4uJyywiNq2IM+mFqLVSxKGXvTmDWrnS3d+BMF8HbC2kL/TCys8Zt30cr+1/jd+G/IaT+f03QvIr8pl1eBYHUg/Q26M3c8LmGPSKLEiqNWVV2ofP05iwD36bCM4tJc+HWe1UiQRBIMTDhhAPG959tAXJuaXsj8thX1w2q49f5qcjSYDkZZSMejuC3a1pZmfe6F/YlRotF7JKiEkr5ERSHscT80jNLwfA0kRBmJ8D03o70sPfAXfb6yF5VpYf88KeF5gTPocF3RY06ufIKcthdvhsDqQeoJNLJ+aGzcVV6VrziQbAQ2no63Sw4w2IWAZdpklKVzfcPzKZQHsvaZz8Z0hLTiTlsy8um73ns5m77Sxzt53Fw86Mjl72dPS2pb2XHT4OFo0+lqopr9JyNqOImNQCIi8XcDwxj8wiyYi3NTeiq68Dj/g70t3fAVfrG5Wv7FnYfSHT9k7jgyMfsKDbAr0VKdQXoiiyK2kXn574lOzybEY3H81r7V4z+O+0f6k/9ZptC4IQKYpiW313pjEpqnjIPCCaSlgzATKi4YlV4Nm1QS9nZiy/liQI0uTkXEYxMakFRKUWEp1awN/xOeiuZhrJBPCwM8fL3gIXK1OcrU1xsTLFxdoEW3NjlCYKlKYKlCYKLIwVCALoRNCJIqIIVVodReVqiirUFJVrKCxXk1VUQXpBOekF5aQVlJOaX05G4fWK4pYmClq4WvF0Nx/aedoS2sxGqgZ/G6xNrPm619dM2DGB1/a/xvIBy+9rvsWJzBPMPDCT/Mp83un4DuMCxxnMl+TdKHoAq6DXSPIRWD1OCruatKnWxsft8LS34MmuFjzZ1YsKtZaoFGkScjwpj7URqfwcLtWRsjRR0NLNiiA3awJdLPG0N8fLwQInSxO93yeVGi0peWUkXSkjKbeUuMxiYtOLuJBVjObqgLa3MKaDlx1Tw7zp5G1HoIslijvkc4Spwngp5CX+e/q/uFq48nLoy/f93hZFke2J21l4fCEVmgpmdpzJuMBxBinqcCcKytTYKx8iD4hOB9umQ+QKqWhunw/uWjhXIZfRxdeeLr72vPtoC1LyytgXl83hi1fYF5fN75GpgHTvtna3JtDFikAXSwJdLfFxUDao0IpGqyM1v5yEnBIu5ZQSn1VMTFohF7JL0F4dU85WJnT0tqejtx2dvO3wc1TeNdzuEY9HmN52Ol9Hfo1MkDE3bC4KmWEsuF4qvMSCYws4lnGMFnYt+LLXlwQ73jkP9UGkpKRE6NWrl394eHhcQkKC8aRJk7yPHz8eV71/6tSpHtu3b7fNyMiIlssl43HRokX2ERERFitWrLj8+uuvuymVSu2cOXOyRo8e7TV16tTcIUOG3FJTpJrXX3/dzcvLq/KVV17JBVCr1Tg5ObUZP378lW+++eaaklXHjh0DPvvss5QePXqUqVSq1hEREedcXV01KpWqdVpaWkx6erri8ccf9z548OCFun7m+t59hj/TqSPXQrAehomRTgsbnoXEv2HEUggYeN+7YKKQX1vZnXT1vfIqLZeulJCQU0pCdgkXc0q4nFvG2YwirpRUoo+SNQqZgIu1KSobM7r42tPcyZIAFyUBLlZ1DgVrbtuceWHzeOPvN5h7dC4fdv2wwScoVdoqlkYt5cfYH/Gw9OC/ff5r8CFXN1L4sBkgKSck+U8bD5i86Y5hV/XB1EhOJx97OvnYA5J36XxGMbHphZxJLyQ2rYhVx5OpUF+rSYWZkRxPe3McLU1wUJpgZ2GMnYUxtubGGCtk0iYXrk2uKtU6KjU6KjVayqu05JWpuVJSyZXiSq6UVJJVVEl6Yfk/xqa9hTFBKmt6BjjSys2aIDcrPO3r5pF5NvhZMkoz+D7me0rVpczoOOO+Tf6Ti5KZd3QeRzOOEuwYzLyweXhbe9+Xa+uTgvIqfB2bTjjRPaHTwpZX4PQv0OMt6PXeXY2P2+FhZ87kLl5M7uKFKIok5JQSkSQZ92fTizh88co1z7hcJuBiZYrK1gx3GzNUtmY4W5libWaEpakCKzMjrEyNML5qZFd3RRShtEpDaaWG4krpNb+0isyiCjILK8kqqiCjsJyUvHKqtNfHrYPSmCA3a/q1dKa1yppgdxucreq+mPBM62fQiToWn1qMVqdlQfcFjWqEFFYW8n309/x6/lfMFGbM6jSLMf5jDM47cz9YvHixw7Bhw/JvJ8Gr1Wr5448/bFxdXat27txpeTfDor5s2LDB2tvbu3LLli22ixcvTpPJave8dXNz0zg7O6t3795t0b9//9K6XLO+d972ep5nsBRVXA3Behg8ILveg7Obof98CBnX2L25hpmxnCA3a4LcbnW5qrU6coorySyqoLBMTUmlRtoqNJRWSf87mSAgILnZFTIBazOja18ElqYKnKxMcLI01WuF5P5e/Xm+4HmWRi2luKqYj7p/dNeiT/fCqexTfHDkAxILExnuO5x3Or2DhVHTmmAUXjP0DWPlrUHJjIFfRoOFI0zeDMqGDdMzksto7W5Na/fr40ej1ZFeUEFSbinJuaUk5ZaRnFtKTnEliVdKySutoqxKW+trCALYmhvjoDTGQWlCBy9bPO3d8XKQvJVe9hbXwhTvBZkg44MuH2BhZMGKsysoUZfwYdcPG3SyVKWtYlnsMr6P/h5juXGTnwwVlKmbTG7QPaHTwuaXIGo19HwHes685yYFQcDPSYmfk5InOjYDoEqjI/FKKeczi7iQVUJqfhlpBeUcvZRLZlHFNe99fZDLBJwsTXC2MqW5kyV9Wzrj66i8ulno9f/4f8H/h0Km4MuTX6IRNXzc4+MaC9bqG7VOzdq4tSyJWkJRZRGjmo/ilbavYGeqvwWa+pL+7nselRcu6FWm0aR58zK3BfNT7nbM2rVr7desWXMJQC6XizY2Nprqfdu2bbP09/cvHzNmTP6qVavsajJArKystCYmJrq7HaNUKrVmZmbXjlm9erXdiy++mPX999877t2716Jv3753NSZsbW2v9W/EiBEFK71q13kAACAASURBVFassG8wA0QQBGdAhSTHu7guF2kKFD0sE6OIZXBsCXR6AbpOa+ze1BojuQw3GzPcbBpmcn8vvBTyEtbG1nxy4hOe3vU0i3ovwsHMQW/tl6pL+Trya9acX4OLhQtL+y4lTBWmt/bvJ9WG/gPvASlIkTwfJkp4cgtYNU4xSIVcRjN7c5rZmwOOtz2mvEpLQXkVao1IlVZLlUZErdUhAqZGMkwUckwUMkwUMqzNjO4YOqVvBEHgzfZvYmlsyTenv6FUXconPT7Re6ijKIrsTdnL15Ffk1iYyACvAczoMANH89v/vZoCGq2O4grNgz/ORBG2vyEZH71mwSNvNdiljBUyAlwsCXC5tVixWqsjr7SK4go1heWaq6G/ajRaERHpHgPpnrYwlmNxQwixjZkR9koTvS6M1cRTrZ5CISj4NOJTNPs1fPbIZ/clhFgURfan7OeLk1+QVJREJ9dOvNX+LQLsAhr82oZMRUWFkJKSYhIQEFAF4Ofnp969e3dC9f5Vq1bZPfbYY3njxo0rmDt3rqqyslIwMTG5o8m7fPnyuxo7AHPmzMmq/rmkpEQ4cuSI5cqVK5MLCgrkv/zyi11NBkhsbOy56p/DwsJK58yZU+cvudoUIgwBlgLWQHVcmLsgCAXAi6IoRtb1ooZIdQ7IA60NnrAPtr8JzfvDgPmN3ZsHioktJ+KmdGPmwZlM2D6B//X9H742vvfUpkanYful7Xxz+hsySzMZ32I8r4S+grlR062h8VCEYJXnS56PqjJ46g+wadbYPborZsZyzIwNz7AHacL2fJvnURop+fiElJw+u8tsPKw87rltURQJTw9n8anFxObG4mnlyf/6/I/u7t310PPGpXqc2T7AtWMA+GsOnFwO3V5vUOOjJozkMpytTJtUzavJQZNRyBR8dPwjJuyYwNywuQTaBTbItXSijn2X9/Ft9LecyzuHl5UX3/T5hu6q7gaXu1iTp6IhyMzMVFhaWmput6+iokLYt2+f9dKlS1NsbW11ISEhpRs3brR64okn9FbhfO3atTadO3cutrS01E2cODE/JCTETaPRpNS2Irubm5smOzu7zhZsbVr/CXhOFMVjN74pCEJnYDnQpq4XNSiqymD3LFR53ihN/O/b6t5958oFqf6AYwCM/hGaaFiBIdO7WW+WD1jOtL3TmLRjEjM7zWSQ1yCM5HWbBKi1arZe2sr30d+TWpJKC7sWfNLjE0KcQmo+2VDR6WDXO7gWWgNtHtxQR3UFrB4P+YmS2pVzy8bu0QPBxJYTsTKxYt7ReQzbPIxxgeN4Lvi5eink6EQdxzKOsTRqKZHZkbhauDKn6xyG+g41mKTce+LAZwhFJUCHBzsE6/AiOPQFtJsKfd5v7N40Sca3GI+zhTNzw+cybts4nmr9FM8FP6c3b4hWp2V38m6+i/6OiwUX8bD0YE7XOQzxHXLfw74MGQsLC11VVdVtJ5+///67VXFxsbxVq1ZBAOXl5TIzMzOdPg2QNWvW2J08eVKpUqlaAxQW/n97dx4eVX0ucPz7ZoGEhARCAoRFAhJWEdAIBqhaEGVpVRQVEKWWqr1Xn0ptbd16K/p4bfG63erlii0KIkJFK4us4nZRBIKssglC2EkghASSQJbf/eM3IzFmmSQzc86E9/M850nmzDjn9TDv5Lznt50KX7RoUdObbrrJp7EmBQUFUlOXr8r48m0bU7H4ADDGfCUiodUBvTKR0bBrGd1NB+KiGujFQkEOzL4NwiJh7ByIinM6ogarZ2JP3h7xNpM+mcTjqx7n5fUvM7b7WG7tcmu1F0vGGPbl7WPVoVXM2jaLw2cO07NFT/7Y749c3e5q190lqrWwMDj2DanH9gGXNszJHsrK4F/3wf4vbZHfMfTvpLvJDRffQHpyOq9sfIVZ22Yxf/d8ft3719ze9fYaL5iMMWzP2c7i7xazZN8SsgqySIxO5LH+j3FL6i1BncEu4HK+o9mWeSTxAvENtQXk67dgxZ+g5ygY+XytB5yr84ZcNIS0VmlMWTeFaZunsTJzJU8NfKpes1DtO7WPhd8tZNGeRRw+c5hO8Z149ifPMixlWMMo8v0sKSmptLS0VAoKCqRJkyY/6Fo1Z86chJdeeinzvvvuywHIy8sLS0lJ6ZWfn+/T3fL777+/bf/+/c/cdddduZU9n5OTE5aRkRF76NChzdHR0Qbg5ZdfbjF79uwEXwuQrVu3RnXp0qXQl9eW58snYYmIfAjMBLxNU+2Bu4CltT2g64hA1+F0yZhJYlytCzj3Ky22i5+dOggTFkLzDk5H1OC1iW3DnJ/N4YtDXzBz20xe/vplpm2exvCOw2nftD2xkbHENoqlaWRTcopyWHt0LWuPrCWrMAuAS5Mu5U/pf2Jgm4GhX3iU13sszeb/O1dG7HZ01fiAWf4EbPsAhj4NvUY7HU2DlNQkickDJjOu2ziez3ieKeum8OL6F+nSvAvdErrRo0UPOjfrzOni0xw9c5SjZ45yrOAYW45vYe+pvUSERTCo7SAeTnuYa9pfQ1RE6HSZ8dlPfgeb5nBfxCKaRY90Ohr/274QFv4GLh4Mo6Zpa74fxDeO55lBzzAsZRiTV0/mjsV30D2hO9elXMfQDkPpEFf9dUNpWSmZ+ZmsPbKWhd8tZHP2ZsIkjPTkdH5/xe8ZctGQkJrC2glXXXXVqeXLl8eWv+jPz88P+/zzz+NnzJiR6d0XFxdXlpaWdnrOnDk+Nf9u27YtetSoUZUWHwCzZs1qPmDAgHxv8QEwZsyY3CeffLJdYWHhfl+OsWLFiqbDhg2rdYuMGB/mNhWR4cCN2EHoAhwEFhhjFtf2gE5IS0szGRnVrJm4eyXMupm/NJvMI5MmBS+wYFj8sF0RdtRr0HuM09FckHbm7GTW9lks3buUotKiHz2fEJVAv9b96Jfcj36t+3FR04uCVniIyHpjTJo/3qvGPDt7mrN/7cxiM5BRf37PH4d0j4zpsOi30O8+GP5XvSMbBMYYvjryFasPr2Zbzja2n9hO3rm8H7wmTMJIik6iY3xHezF10VCaRdV9HZb68Feu1ZhnQObf76TlgaVkTVxHh4tS6ntI99j/Fcy4AZIvtTPLNQr9Thhuc/rcad779j2WZy5nc/ZmALo070Lfln1pEtGEqIgooiOiiQyLJDMvk+0529l1cheFJfYGeGrzVG68+EZGdBzhyEQOdcmzTZs27evdu/fxQMXkiy+++CL6ueeea/3BBx/s9ef7Dho0KHXVqlW1XqOjNtLS0rouWbJkd1JSUpVTKm7atCmxd+/eKeX3+dQWZoxZAiypX4guljKIAqJJL13rdCT+teFtW3ykP6DFh4O6JnTl6YFP89SApzhbepbTxafJP5fPmeIzREdE0ym+U8Nq6ahK41g2xPyE6/JXQXGh7f7YEOz93Bb6qdfBsGe1+AgSESG9TTrpbdIBW5AcPnOYPbl7iGsUR+uY1iRGJ16QXT7WXTSRUQcW0mrza3DRs06H4x8n9tgFPePbwbh/avERILGNYpnQcwITek7g6JmjfJT5ESsyV7Bs3zKKSop+cBMtJjKGrs27cnPqzXRP6E6vxF50atbJwehD18CBAwvXrVuXV1JSgq+Dv30R6OLj8OHDEQ8++OCx6oqPqtTr/1JE7jXGTKvPe7hCRGPWhPfhssKvbD9uHxdgcbWD6+0d2Y5Xw7WTnY5GYS+YoiKiiIqI8us0vaFkZeMhXJm/HHZ82DC6KZ3YA3PvtKuc6+QOjhIR2sa2pW1sW6dDcdx+kllQNpCbNr4B1zwEsaE7pTAAZ47bmeVEYPw8vy7oqarWOqY143uMZ3yP8d/vKzNlFJUUcbb0LPGN47VrlR9NmjTphNMx1FabNm1K7rzzziq7eFWnvp+cBnOr76PSy4kvOQFHNjgdSv3lH4O54yG2FYx+A8IvvDuAyp3WlPXgeHhL2Djb6VDqrzAXZt8OEqaTOyhXyS0s5o3w0UjpWfjyv50Op36KC+GdMZB/BMbOhQS9w+6kMAmjSWQTmkc1b0jFR1lZWVmDuZ51G8+5/dEg63p9eowxr9Xnv3eLsjLDkrO9KCMMdob4uPqSc3a63cKTMOZtiGnhdERKfS+3qJT1za6H7z6BvMNOh1N3pSUw7244uQ9unwUJHZ2OSKnv5RYUcyomBS65Bdb93bYghKKyMnj/XjiYATe/Du2vcDoi1TBtzc7OjtcixP/KysokOzs7Htha8bn6dsG62xjzRn3eww3OnCshxzTlWLPeJO9cAoMfdzqkulv2KOxfbbuDJNd9Gj2lAuFUYTHbO4zk+hNvwea5MOi3TodUN8ufgD0fww1/g5TQXJVeNVy5hcU0i46Eqx6GLfPgy7/B0BDsivvRf8D2BXD9f0KPG5yORjVQJSUlvzp69Ojfjx49egn17xmkfqgM2FpSUvKrik/Ut2/OZOxihCEtr8guQJnVejDJO56H3P2uX724Uutn2Ltd6Q80jP71qkEpKzPkFxVT2rwztL8SNr4DAyeF3qDtr2fCmqlw5b/DZXc5HY1SP3Kq4BzxTRrZhWcvuRnWvg4DfhNaLeIZb9jC6Yp7bK4pFSCXX355FqAVbpDVWOmJyOYqti1AqyDEGHB5hcX2Z4chdseuZQ5GU0cH1sLi30Onn+qgc+VKp8+VUGYgPjoS+oyF4zvh0NdOh1U7math0UNw8RC73odSLvR9CwjAVX+AkkJYNMl2aQoFez6BD38HnYfCsL+E3k0KpVSNfGlqaoVddPDnlWwhN2K/Mt4CJCypq53NZmdILG9yXt4ROxNPXBsYPV0HnStX8uZZXFSkXcE4Igo2hdBg9Nz9dnKH5h00z5SrnTxzjubeVdBbdoOhT9muTJ+GwJS8WTvgnxNs643mmVINli8FyCIg1hiTWWHbB3wa0OiCxNsFKy4qEroOh73/B0V5NfxXLlFy1l4Unc2HMbN1ekLlWqe8BUh0JETFQ7ef2f7pJWcdjswHZ0/DO+OgtNjOeBXtzGJ2StWktMyQV1Riu2B5pT8AfcfD51Ng87vOBVeT09kw+zaIaAzj5urMcko1YDUWIMaYicaYVVU8N877u4g092dgwfT9ndnoCOgyHMqK7QBTtzMGPnwIDmXAqKnQqqfTESlVpVPl8wygzzgoyrVjl9ysrAw++DfI+gZunQ6JqU5HpFSVvH/Pvu+CBbYL08gXocNAmH+/nVXKbYqLYO4dcPqYLfJDcRymUspn/hztv9KP7xVUeUXluoa07w/RzWFnCCz8/tVU2DDLznTS40ano1GqWnmFtqUx3nthdPFgO5bioz/bBf3c6uOnbfeVoU9D52udjkapauV6C5AmkT98IqIR3PYWxCXbFcVzDzgQXRXKSuH9e+DAGhj1GrS73OmIlFIB5s8CJGRHiXkvjJpGRdj+pqnXw7fL7Fz/bvXNB7DsMej+c7jmMaejUapG3juz3xcgInDjKxAeCf+6z535ljEdVr0Al98N6fc7HY1SNcotOAdUUoCAnQVr3D+hpMgu7nc6O8jRVcIY+7fMO91uz5ucjkgpFQT+LECMH98rqPKKiolpFE5EuOd0dBtpF/Lb9oGzgVUlc7VdnKl9P7s4U5hOW63c7wdjQLzi2sDIF+DgOvjiJYciq8Ku5XYmntTrYMR/6Uw8KiTkFngL/UaVvyCpK9w2w7Y6vj4Yjn0TxOgqsfoVWPO/dqpdLfKVumDolSv2zuwPLoq6jYTk3naxsbP5zgVWmexd9s5Vs/a2n2xktNMRKeWTvKJiwgRiG1WY1eaSW+ysWJ8+C0c2ORNcRYc3wLu/gNa9YPQbOhOPChm5hbYFpHllLSBeFw+GXy6x4x3/cR3sXBqk6CrYMs/+ne1xE1z3jDMxKKUc4bouWCIyTER2ishuEXmkkucbi8hcz/NrRCSlvsfMKyq24z+8wsLtXdn8I/DZX+v79v6TfwzevsV2Wbljns54pULKKU+hHxZW4atCxOZbk0R4/z47GNVJJzNh9u3QpAWMexcaxzobj1K14G0BadakihYQrzZ94Z6P7dTz74yBL1+x3aGCZd8qO7lDh4F23Ie25Ct1QalTxotIZcuSDqlnLIhIOPAqMBzoAYwVkR4VXjYROGmM6Qy8CNS7QsgrLDk/M49XuzS7yvFXUyFre30PUX8FOTD7Vjhz3PbhTejodERK1cqpwgqFfnlNEux4kOzt8NGTwb0QKi/vMMy6xfaRv+NdaNog1lpVFxBvARIX5UOrXVwbuHuJHUu4/HGY/wAUFwY4QmDfF7bIT+gEY96GyKjAH1Mp5Sq+rIT+UIXtd8BT3sfe1xljcvwQTz9gtzHmO2PMOWAOUHF6pxsB77yd84AhIvXrnP2jFhCvIU9Co1hY/LBzF0RgZyuZfr1doOm2mdD2MudiUaqO8gqLzw9Ar0zqUEibCGumwswb4Pju4AUHkLMXpg+zLZ9j59gF3JQKMacKi2kaFXF+TGNNGjWBW2fYFdM3zrJdsnL2Bi7APZ/YIj+uLdw13846qZS64PjyDTUZ6A/EAk09P8M9vzf1czxtgfJzAx707Kv0NcaYEuAU0KI+B80rqjAGxCumBVz7Z9j3f7D1vfocou6ytts/CPlH4c737UWaUiHoVE0FCNjB3iNfgMObYGo6fPqX4CxUmLUD3hgOZ/NgwgLoMCDwx1QqAHILzlU+A1Z1wsJg8OMwdi7kZsK0q2HXMv8Ht3OpbflocTH84kNo2tr/x1BKhQRfCpCe2IIjBnjOGDMZ2wVqsud3f6qsJaNi04Mvr0FE7hWRDBHJyM6ufqrBvMKSqpurL5tg+8ouezz4q6Pv/8q2fJhSuHsxpAwK7vGVqkGt8qyokq6OFYWFwRUT4YF1tlvIp8/C1AGwY7FdEDAQDm+EN0fYtQh+sRja6hoEyl1qk2cnC4ppVtUMWDXpOgzu/cwuAjj7Nvj4GZsX/rBtAcwdDy27w4SFEJvkn/dVSoUkX1ZC32+MGQ18CawQkdEBjOcg0L7c43bA4apeIyIRQDzwo+5fxphpxpg0Y0xaUlLVX3TGGFo2bUxysypmkwoLh5HP29VZl/wxOEWIMXZ2kJk32oG5E5fb2XiUchlf8wzglwM7clOfig2aVWjaCkZPh/HvQVkJzBkLr14B6/4B5wr8ELnH7pUw4+cQ2QR+uRRaVRxyppTzapNnP0lNZESv5LofLKEjTFwBfcbD51POd/+tq7JSWP0/dla5Nn1tC6NOoKLUBU9MLcY2iEgM8CTQ3xhzld+DsQXFLuyA9kPAOmCcMeabcq+5H+hljPm1iIwBbjbG3Fbd+6alpZmMjIz6Bbf8Cfjyb9A4zg5O7/9rOxWuvx37BpY+Ans/t3dix/0TYhL9fxylABFZb4xJ88d7+SXPKlNaDNvm2/w7shGiE2wryeW/gPh2dXvP/GN20O2WdyGxC9z5r7q/l1I+8FeuBSzPKvLeCFvyBzsd/VW/h0EP2RXVfZW90w5sP7gWugyHW16Hxv7uua3Uef78m6YCq1YFSDCIyAjgJWy3r+nGmGdE5CkgwxizQESigLeAvtiWjzHGmO+qe0+/fWEf+hpWvwrf/Ms+7jkKugyzCzslptZvTY6CHPjkPyHjH7bIGfyEXX1Z1x9QARQSBYiXMbB/tc3BHR/a6Xs7X2u7SXa53k5PXZOyUru6+cqnoaQQBv3WbrqejgqwkCtAvM4ctzfFtrwLLXvAz16E9v2rX5iztNguLPrZFGgUA8OnQK9bdTFPFXBagISOGgsQEdlC5aucC2CMMZcGIjB/8vsXdu4Bu3Lr1zPtoFUABJqnQFI3SOxs76q2SLU/YyoZI19WClnb4MAaOLAOdi21d5mumAjXPKpN1CooQqoAKe9kJmx4CzbMsrNWxbaGS26G5D7QqqfNO++d2tNZdpzHkY2wY5Fd7LDj1Xawe2Ln4MSrLnghW4B47VoGix6CvIN2jEiXYZB6vR2bGN4ITu61C3ge3gC7P4LsHXaBwRHPQWzL4MerLkhagIQOXwqQDt5fgQ+BEeWfN8ZkBiY0/wnYF3bJWTixx37RHt9lf2bvtPtKy83cExFlp/NtFGN/RjSC49/CudP2+ZiWkDLQToOofdBVEIVsAeJVWgLfLoevZ8Cej6HUrgJNWKRtlSzMhfxyw8gSu8LVf7Crr+vdWBVEIV+AgL1JtuVd2LUc9n4GxQV2/FRYxPmbceGNIflSGPignUhCqSDSAiR01Ni/p3yBISJnQ6HgCJqIxrZgqFg0lJVC7n44sdsWJvlH7MDZc2ds0VFcAL3H2Gbs9v2gWQe9GFKqLsIjoNsIu5UW2+L/2FbPts22hiT3gTZ9oPWlEBXndMRKha7GTSHtl3YrLrKrme9eYXOvTV+bZ0ndfOsOqZS6oOkAg0AIC7cziSR01HU7lAqW8Ei7eGDLbtArkJP1KaWIjILUa+2mlFK1VGMBIiLll92OFpG+lFuLwxjzdSACU0oppZRSSjU8vrSAPF/u96PAC+UeG2CwXyNSSimllFJKNVi+jAH5aTACUUoppZRSSjV8Na6EDiAicSJycSX7XT8Fr1JKKaWUUso9aixAROQ2YAfwnoh8IyJXlHv6zUAFppRSSimllGp4fFkHZCMw3BhzRET6ATOBx4wx74vIBmNM32AEWh8ikg1UNX1wInA8iOH4QmPynRvjCqWYOhhjkvxxAM0zv3FjXBqTb6qLyS+5pnnmN26MS2PyTcDzTAWeL4PQI4wxRwCMMWtF5KfAIhFpR+UrpLtOdR9GEclw26I1GpPv3BjXhRqT5pl/uDEujck3mmc/5saYwJ1xaUy+cWNMqvZ8GQOSV378h6cYuQa4AegZoLiUUkoppZRSDZAvLSAPAm2APd4dxph8EXkKuCpQgSmllFJKKaUaHl9aQP4MnKpkfwHQ37/hOGKa0wFUQmPynRvj0pjcd/zKuDEmcGdcGpNvnI7J6eNXxo0xgTvj0ph848aYVC35Mgh9qzHmkiqe22KM6RWQyJRSSimllFINji8tIFHVPBftr0CUUkoppZRSDZ8vBcg6Ebmn4k4RmQis939ISimllFJKqYbKlwJkEnC3iHwqIs97ts+AX2EHqIckERkmIjtFZLeIPOJgHO1F5BMR2e5Z6PFBz/4EEVkhIt96fjZ3ILZwEdkgIos8jzuKyBpPTHNFpFGQ42kmIvNEZIfnfKU7fZ5E5Leef7etIvKOiEQ5cZ5EZLqIZInI1nL7Kj03Yv2357O/WUQuC3Bsjuea5lmt4tE8qzoOzbPqY9A88z0e1+WZJy7Hc83Neab8p8YCxBhzzBgzAJgM7PNsk40x6caYo4ENLzBEJBx4FRgO9ADGikgPh8IpAX5njOkOXAnc74nlEWClMSYVWOl5HGwPAtvLPf4r8KInppPAxCDH8zKw1BjTDejtic2x8yQibYHfAGmecVLhwBicOU9vAsMq7Kvq3AwHUj3bvcDUQAXlolzTPPOd5lnV3kTzrDqaZ75zVZ6Bq3LtTVyYZ8rPjDEX3AakA8vKPX4UeNTpuDyxzAeGAjuBZM++ZGBnkONoh03ywcAiQLArj0ZUdg6DEE8csBfPxAnl9jt2noC2wAEgATul9SLgeqfOE5ACbK3p3ACvAWMre10AYnJlrmmeVRmP5lnN8Wie+R6X5lnl8bguzzzHdE2uuTHPdPPv5ksXrIbIm2ReBz37HCUiKUBfYA3Qypxfgf4I0DLI4bwE/AEo8zxuAeQaY0o8j4N9zjoB2cAbnmb0v4tIDA6eJ2PMIeC/gP3AEex01etx9jyVV9W5Cebn33W5pnlWLc2z2tM8q4TmWbVcl2eeY7o519yQZ8qPLtQCRCrZV/18xAEmIrHAe8AkY0yew7H8DMgyxpSfZMDpcxYBXAZMNcb0Bc7gTDP+9zx9UG8EOmIX64zBNgdX5OhnqxLB/Ld0+nPzA5pnNdI88x/NM82zqrguzyBkc83pf0tVRxdqAXIQaF/ucTvgsEOxICKR2C/rt40x73t2HxORZM/zyUBWEEMaCNwgIvuAOdhm65eAZiIS4XlNsM/ZQeCgMWaN5/E87Be4k+fpWmCvMSbbGFMMvA8MwNnzVF5V5yaYn3/X5JrmmU80z2pP86wczTOfuDHPwN255oY8U350oRYg64BUz8wOjbCDrBY4EYiICPAPYLsx5oVyTy0AJnh+n4DtSxsUxphHjTHtjDEp2HPzsTHmDuATYLRDMR0FDohIV8+uIcA2HDxP2GbqK0Wkieff0RuTY+epgqrOzQLgLs/sIVcCp7xN2wHgilzTPPM5Js2z2tM889A88zkmN+YZuDvX3JBnyp+cHoTi1AaMAHYBe4DHHYxjELa5cDOw0bONwPZRXQl86/mZ4FB81wCLPL93AtYCu4F3gcZBjqUPkOE5Vx8AzZ0+T9jZ4XYAW4G3gMZOnCfgHWyf3WLsHaGJVZ0bbJP1q57P/hbsjCeBjM3xXNM8q1UsmmdVx6F5Vn0Mmme+x+K6PPPE5XiuuTnPdPPfJp5/QKWUUkoppZQKuAu1C5ZSSimllFLKAVqAKKWUUkoppYJGCxCllFJKKaVU0GgBopRSSimllAoaLUCUUkoppZRSQaMFiPI7ESkVkY3ltkc8+/eJSKLT8SnVEGieKRV4mmdKBUZEzS9RqtYKjTF9nA5CqQZO80ypwNM8UyoAtAVEBZ2IRIvIUhG5x/N4vIis9dxdek1Ewp2OUalQp3mmVOBpnilVN1qAqECIrtBkfXu552KBhcBsY8zrItIduB0Y6LnLVArc4UDMSoUazTOlAk/zTKkA0C5YKhCqa7KeD0wxxrzteTwEuBxYJyIA0UBW4ENUKuRpnikVeJpnSgWAFiAq2L4AhovIbGOMAQSYYYx51OG4lGpINM+UCjzNM6XqSLtgqWD7D+AE8D+exyuB0SLSEkBEEkSkg1PBKdVAaJ4pFXiaZ0rVkRYgKhAq9pn9S4XnJwFRIjLFGLMNeAJYLiKbgRVAcrADVioEaZ4pFXiab9d4oAAAAGBJREFUZ0oFgNhWQ6WUUkoppZQKPG0BUUoppZRSSgWNFiBKKaWUUkqpoNECRCmllFJKKRU0WoAopZRSSimlgkYLEKWUUkoppVTQaAGilFJKKaWUChotQJRSSimllFJB8/+GgTuKo9f9pgAAAABJRU5ErkJggg==\n", 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" ] }, "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 C2H4_1.0-100.0eV_orb4_B1u.inp.out, pType=a, thres=1.1860883533488147, 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 C2H4_1.0-100.0eV_orb4_B1u.inp.out, pType=phaseUW, thres=1.1860883533488147, with Seaborn\n" ] }, { "data": { "image/png": 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NS96ntLSIiIiIiIiIiIiIqGpjCxFSKflVs4EIEREREREREREREVVxDIiQSsmvol1mEREREREREREREVHVxoAIqZTCys6ADCYmJsXOu3XrFmrUqFFqGunp6diwYQNCQkKQkZEBQ0NDuLq6YsKECdDU5GlKREREREREREREVF4saSWVIqiiDUSsra1lDqiura1d6rrZ2dlwd3fH06dP4ebmBhMTE4SHh8PLywuPHj3C2rVrKyLLRERERERERERERP8pDIiQSqmqY4g0a9YMzs7OZVp3x44dePz4MRYsWIDx48cDAIYPH45atWrBx8cHLi4usLW1VWZ2iYiIiIiIiIiIiP5z1Cs7A0SKyFdT3ic3N1euj7wEAgGys7MV3qeAgADo6Ohg9OjREtMnTJggnk9ERERERERERERE5cMWIqRSlDmGiIWFhVzLxcbGlrpMcHAwjh8/jsLCQtSuXRt9+vTB7NmzYWBgUOJ6r1+/RmJiIiwsLKCjoyMxr1GjRmjcuDHu3r0rVz6JiIiIiIiIiIiIqHgMiJBKqYpdZnXs2BGOjo5o2bIlcnJy8O+//8Lf3x/Xrl3DoUOHSgyKpKSkAPgQ/JClUaNGePjwYYXkm4iIiIiIiIiIiOi/hAERUin5ECotrcjISKWk4+fnJ/G3s7MzzMzMsHz5cmzZsgW//PJLseu+e/cOAFCtWjWZ86tVqyZehoiIiIiIiIiIiIjKjgERUikCNeUFRHR1dZWW1qfc3NywZcsWXLx4scTlRN1kCQQCmfMFAoFUV1pEREREREREREREpDgOqk4qpVCJn4qkpqaGJk2aIC0trcTlRF1librO+lRKSkqx3WkRERERERERERERkfwYECGVkg+h0j4VqaioCAkJCaUOqm5gYIAmTZogJiZGqmuslJQUJCcnw8zMrCKzSkRERERERERERPSfwIAIqZSqFhBJT0+XOX379u3IyMiAvb29eFpWVhbi4uKkWo0MHjwYeXl52L9/v8T0Xbt2AfgwJgkRERERERERERERlQ/HECGVko+iys6ChG3btuH27dvo0qULmjRpgnfv3uHq1au4fPkyjI2NMW3aNPGyZ8+excKFCzF9+nTMmDFDPH3y5MkIDg7G2rVrkZiYCBMTE0RERODo0aMYOHAgbG1tK2PXiIiIiIiIiIiIiL4oDIiQSims4K6uFNWlSxfExcUhICAA6enpUFdXR/PmzTFlyhRMmjQJNWvWLDWNmjVrwtfXFxs2bMDp06dx4MABGBoaYs6cOZgwYcJn2AsiIiIiIiIiIiKiL5+aUCisWiXMRCWYYDRMaWntfOantLSIiIiIiIiIiIiIqGpjCxFSKfnCqtVlFhERERERERERERGpBg6qTiqlAEVK+yjDs2fPsHnzZowaNQpff/01OnXqhAEDBuC3337Dy5cv5UrjyJEjMDExkfmZOXOmUvJJRET0pTIxMYGHh0dlZ0Ol8TusPKLnwCNHjlR2VkjJFixYABMTEyQkJFR2VuRib28Pe3v7ys6G3D7HdUvRbdy4cQMmJibYvHlzBeaKPsb7F5WVql3zviR79+6FiYkJTp8+XdlZ+aJkZmbCxMQEU6dOreysqAS2ECGVUlDFxhDx8/PDnj170LNnT/Tr1w/Vq1fH7du34evrixMnTsDX1xetWrWSKy1PT08YGxtLTDM0NKyIbBPRZxYXFwdfX1/cuHEDycnJeP/+PWrXro327dujb9++GDx4MLS1tQEA6enpOHfuHC5cuICHDx8iNTUVWlpaaNOmDVxcXODq6gp1dcn6DDdu3MDYsWNhY2ODPXv2yMxDQkICHBwcYGhoiPPnz5eY361bt2LTpk0AgF27dqFbt25l2u/MzEwcOnQIDx48wIMHD/Ds2TMUFhaWK83Q0FDs3LkT0dHRKCoqQuvWreHm5oahQ4cqlE5+fj58fX0RExOD6OhoxMXFIT8/H7/99huGDx9e4rpHjx7Fvn37EBcXB3V1dbRv3x4TJkxA7969ZS5fWFiIPXv2wN/fH8+fP4eOjg7Mzc0xZcoUWFpaKpTvsmxfHkVFRbC3t0dycjJOnjyJ1q1bF7vsu3fv0L17d7x79w4XL15EvXr1yrzdqkJZx/yRI0ewcOFCqem6urowMjKCo6Mjxo0bh+rVq0vMj4uLw8mTJ8XnSnJyMgDg/v370NTk43pF8fDwQFhYGGJjYys7K+W2YMECHD16FCEhIWjatKnc64mO2VWrVsHFxaUCc0iV7Us63kk+hw8fxr179/DgwQM8fPgQ7969g6enJ2bPnv1Z0nrz5g22bduGCxcuICUlBTVq1ICFhQU8PT3RqVOn8uwaUalU6Zpnb2+PxMREuZefPn06ZsyYUYE5+nKFh4cjNDRU/MydlpaGli1blhqciY+Px6ZNm/Dvv//i7du3aNSoEb755htMnTpVrrGDRVxcXHD//v1i548ZMwZLly6VOz0qO75hkUopqGJdZjk6OmLy5MmoVauWeNrIkSPRqVMnLF26FJs2bcLGjRvlSqtbt27o0qVLRWWViCrJli1bsHXrVhQVFaFTp04YOnQodHV18fr1a4SFhWHx4sXYv3+/uHbw6dOn8csvv6B+/fro0qULmjRpgtevX+Ps2bNYvHgxLl++jI0bN0JNTa1C8nv//n1s27YNurq6yM3NLVdaiYmJWLt2LQCgUaNGqFOnDl6/fl3m9Pbu3Ytff/0VtWvXxuDBg6GlpYXg4GAsWLAADx8+xI8//ih3Wnl5eVi5ciUAwMDAAAYGBuJC6JKsWbMGO3fuRKNGjTB8+HDk5+cjKCgInp6eWLJkCdzd3SWWFwqFmD17NoKDg9GyZUuMGTMGb9++xalTp+Du7o5NmzahT58+cudb0e3LS11dHa6urtiyZQsOHz4ss1Bf5NSpU8jKyoKjo+MXEQxR5jEv0rZtW/HvWlRUhNevXyM0NBR//PEHLl++jN27d0NDQ0O8/OXLl7F161ZoaGigRYsW0NbWxvv375WSF3kEBQVJBWmIiEi1rVmzBllZWahVqxYaNGiAFy9efLa0EhMTMXr0aKSmpsLMzAx9+vRBeno6zpw5g0uXLmHjxo3o27dvmfMjwvsXlZW3t3dlZ0Fs7NixyMrKkph29OhRJCYmYujQoVIVZW1sbD5n9r4oR48ehZ+fH7S0tGBsbIy0tLRS13n8+DHc3NyQlZWFvn37onnz5rh16xZ27NiBK1euwNfXV6GgCACMGDECDRo0kJpuZmamUDpUdgyIkErJV1JXV8rSsWNHmdOdnJywdOlShWsj5OTkQEtLC9WqVVNG9oiokv3111/YvHkzGjdujI0bN8Lc3FxqGVGLBxEjIyNs27YNvXr1kmgJMmfOHAwfPhzBwcE4c+YMHB0dlZ7f9+/fY/78+TA1NUXz5s0REBBQrvSaNGkCb29vtGvXDrVr1xbXYC6LhIQErFmzBrVr14a/v7+4BvS0adMwbNgw7Ny5E9988w0sLCzkSk9HRwfbt29Hu3bt0KBBA2zevBlbtmwpcZ1bt25h586daN68Ofz8/MTB8IkTJ8LV1RVr1qxBr169JGpnnzx5EsHBwbCwsICPj4+4JdCoUaPg5uaGJUuWoGvXrnI9RJdl+4oYNmwYtm3bhoCAAMydO7fYe9Hhw4cBfKgAoOqUfcyLtGvXTqrmXmZmJgYPHozw8HCEh4dLVIKws7ODhYUFTExMoKOjo3BNwfKStzUrERGpjvXr16NVq1YwNDQstgVjRaW1YsUKpKamwsPDA4sWLRJX5Jk6dSpcXFywePFidO7cGbVr1y5zngDev6jsmjdvXtlZEPv222+lpoWFhYkDIqw4qzyjRo2Ch4cHWrVqBYFAIFdr/cWLF+Pt27dYuXIlXF1dxdOXLl2KgwcPYuvWrQpVzAM+BESKK0+kz4NjiJBKyRcWKe2Tm5sr16csUlNTAUChmrNTp06FpaUlOnbsiAEDBsDX1xdCYdXqIoyI5JeQkIAtW7ZAS0sL27dvlxkMAYDevXtjx44d4r9tbW1hb28v1S1W/fr1MWrUKAAfHpArgpeXFxISErBq1Sqp7ZdFrVq1YGtrW+6XXQDw9/eHQCDAmDFjJAr8a9Wqhe+++w4AcODAAbnTq1atGnr27CmzZk5xROl7enpKtAxs2rQp3NzcIBAIpMYB2L9/PwBg1qxZ4mAI8KH2z4ABA5CWlobg4OAK2z4AZGRkwMvLC/3794eZmRmsrKwwbtw4XLlyRWK5xo0bo0ePHuJu22SJi4tDREQEmjZtWuZupV6+fIlly5bB3t4epqam6Nq1K6ZPn46oqCipZT8eX+HSpUvw8PCAlZUVTExMpJZNTU3FvHnzYGtrCzMzM7i4uODEiRMl5kXZx3xJ9PX1xS8+n9ZGMzY2hrm5OXR0dORKKyEhASYmJliwYIHM+R4eHjK/o+LI6oN98+bNMDExwY0bN3D69GkMGzYM5ubmsLGxwezZs8XPOrK2KxAI8Mcff4h/4z59+mDLli0QCARy5wn4MFbb/Pnz0aNHD5iamqJ79+6YP38+nj17JrVsSeM1fNqvv+j7E11LPx6/rTx90X/8u8TFxWHq1KmwsbFBp06dMHr0aKlzrjRRUVGYMWMGbG1tYWpqit69e+OXX36RGqfOxMREHGx2cHAQ70tpfaN7eHiICzUXLlwo8T0kJCRg3bp1MDExwbFjx4rNn4mJCTw9PcXTRL9DfHw8du3ahX79+qFjx46ws7PDypUrkZ2dLTOtlJQULF++HA4ODjA1NUWXLl3g6emJu3fvyv19VbRz587hhx9+gKOjIzp16gQLCwu4uLhg9+7dKCoqvtKWUCiU+7uIiYnBnDlzJK6PQ4cOxYoVK5Cfn1+mfCt6vOfl5YkD7Kampujbty+2b98u9V7y8fH+9OlTzJo1C7a2tmjbti1u3LghXk7eexAACAQC7N69G0OHDkXnzp1hbm4Oe3t7TJkyBf/++6/M/UtLS8OSJUvQvXt3mJqawsnJCf7+/jKXLSoqwv79++Hq6goLCwt06tQJrq6u8PX1LfE3/NTr16/x008/oVu3bjAzM4Ozs3OZK3xUJDs7O6V1waxIWu/fv8elS5egrq6OWbNmSbRqbtGiBUaMGIGMjIxS79HyUNb9C/hwrP7xxx8YOHAgzM3NYWVlhcGDB2PdunVKaUF69+5dzJo1S+KeNmHCBAQFBYmXkfe8UuT+mJ2dja1bt2LgwIGwtLSEhYUF+vTpg1mzZkk9e4WEhGDcuHHi86l79+5wd3fHvn375N5PRbYHAHfu3MHMmTPx9ddfw9TUFD179sTSpUvL/DvJe80rbgwRgUCA7du3Y9CgQTA3N4elpSXc3NwkfieRj3+vhIQEzJ49G126dEHHjh3h4uKC0NBQub+3spg5cyZMTEzw+vVr7Ny5E05OTujYsaP43aiksTpycnJgYmIiXvZjAoEAPj4+4mulubk5XFxccOjQoQrdHwCIjIzElClT0KVLF5iamsLBwQErVqwotiXHo0eP4OnpCWtra1hYWMDNzQ3//vtvsfvesWNHtG3bFlpaWnLlJyYmBpGRkfjqq68kgiHAh/c7LS0t+Pn5KfyMK4+0tDT89ddfcHd3F5+TX3/9NWbOnIno6Gi50xGdM/3794eFhQUsLS3xzTff4IcffsDjx4+llr958yamTJki8fz566+/ytWaRpWwhQiplEIlthCRtxZxWfqc3LBhAwBIXTBl0dHRgZOTE2xtbWFgYICkpCQcOHAAy5YtQ0xMDJYvX67w9omo8h05cgT5+flwcnJCmzZtSlxW3lZhorEEPu5qR1muX7+O3bt3Y+HChWjZsqXS0y+v69evAwB69OghNc/Ozk5imcrKw59//onr169j5syZAD68TERGRqJ69eqwtraWuU5AQACuX78u1/1C0e0DH7qs8PDwQGJiIqytrdGjRw/k5eUhNDQUkyZNwvLlyzFixAjx8sOHD8eFCxdw+PBhDBgwQGo7fn5+4uXK0m1bfHw83Nzc8PLlS3Tt2hVOTk5ITk7G6dOnceHCBWzevFnmWCjBwcG4fPky7OzsMGrUKKnWE2/fvsXo0aOhp6cHFxcXZGVl4dSpU/jhhx+QmpqKSZMmSaX5uY/5rKws3Lt3Tzzui6rw9fXF+fPnYciSQb4AACAASURBVG9vj86dO+Pu3bsICgpCTEwMAgICZF6/vv/+e9y7dw/9+vWDpqYmQkJCsHnzZkRFRWHbtm1yHTt3797F+PHjkZOTA3t7e7Ru3RpPnjzBiRMnEBISAm9v7zLXrNPX18f06dPF3VFMnz5dPE8ZhYcJCQkYNWoUvvrqK4wcORKvXr1CUFAQJk+eDC8vL5nn1qdCQ0PFrYwcHR3RpEkT3L9/H/v370dISAj2798vDg5Pnz4d586dQ0xMDMaOHQt9fX0AgJ6eXonbGDp0KPT09BASEgIHBwe0a9dOPE9fXx+jRo3Cjh07cODAAQwZMkRq/YMHDwKQ3Vps5cqVCA8PR//+/aGnp4crV67Ax8cH4eHh2L9/v0SA+P79+5gwYQLevn2L7t2745tvvhEHZt3c3LB161b07Nmz1O+soq1btw7q6uowMzNDw4YNkZWVhevXr2PFihW4d++euIvIT8n7XcTExGDEiBFQU1ODvb09mjZtiuzsbLx48QL79+8XF7woSpHjPT8/HxMmTMDLly9hZ2cHDQ0NnDt3Dl5eXhAIBBLrirx48QIjRoyAkZERBg0ahHfv3olbPSp6D1q4cCECAwPRpk0bODs7Q0dHBy9fvkRERAQuX74sFYjPzMzE6NGjUa1aNTg6OuL9+/cIDg7GTz/9BHV1danxxebNm4fAwEA0btwYw4YNg5qaGs6dO4dly5YhIiICXl5epX6f6enpGDVqFOLj42FlZQUrKyu8evUKP//8M77++uvSf5D/gIyMDOTn56NevXoyW8CKrl3Xrl2r0AHRFbl/xcfHY9y4cUhMTESHDh0wevRoFBUV4dmzZ/D29saoUaOgq6tb5rwcOnQIv/zyC9TV1WFvbw8jIyO8efMGUVFR2L9/v9R9oaTzSpH7o1AoxKRJkxAZGQkLCwsMHz4cGhoaSElJQVhYGKytrWFqagrgwzV96dKlqF+/Pnr37o06dergzZs3iI2NxZEjRzBmzJhS91OR7QEfKjwtWbIE1apVg729PRo1aoTnz5/j8OHDOH/+PA4dOoQmTZoo9DuV5x4vEAgwceJEhIWFwdjYGG5ubnj37h2Cg4Mxe/ZscdD6U4mJiRg+fDiaNWsGZ2dnvH37FkFBQZg6dSp27dqFrl27lvrdlcfixYsRGRkJOzs79O7dW+4KNrK8e/cOkyZNws2bN/HVV1/B2dkZmpqauHbtGpYsWYKoqKgKK6MKCgrCvHnzoK6ujn79+qFRo0a4ffs2du/eLX72adiwoXj5mJgYuLm5ITc3Fw4ODmjVqhWePXuGyZMni98Py0v0/tW9e3epeXXr1oWpqSkiIyPx4MGDYitAllVUVBS2bt0KGxsbODg4QE9PD/Hx8Th//jxCQ0Ph7e0NKyurEtMoKCjA2LFjERsbCxsbG/Ts2RNqampITk7GlStX0KNHD4mxI729vbF69WrUqFEDvXv3RoMGDRAXF4d9+/aJ3xHr1q2r1P2sLAyIkEopEBZWdhZK9ddff+HMmTPo06ePXIP8DhgwQOoBaOTIkXB3d8fBgwfh6uqq9AsrEVW8iIgIAB9afChDQUGBuDsfWQXiwIeHcVEN6E9lZmYWm3ZWVhYWLlwIa2trjB07tvyZrQBPnz4F8KFLsU81aNAAurq6SElJQV5eXoX0JZ2bm4vU1FTo6urKbFXSokULAJComff8+XMUFhaiWbNmMgfGlrWOMrcPfKitnZSUhPXr18PJyUk8PTMzEx4eHvjtt99gb28PAwMDABA/+F67dg3x8fFo1qyZeB2BQIBjx45BU1NTrgCOLKLa7bNmzcKUKVPE093c3ODu7o4FCxbg/PnzqFGjhsR6Fy9exPbt24t9uYmNjUW/fv3wxx9/iFt6TJ48Ga6urtiwYQMcHR0l9qWij/kHDx6Iz8WioiK8efMGoaGhyM7OxuLFi8W/lyq4fPky/Pz8JFqczJ07F4GBgTh37pzMwv0nT57g5MmT4pZMs2fPxtixYxEaGoqAgACZhesfEwqF+PHHH5GdnY21a9di8ODB4nlBQUGYPXs25s2bh6CgoDK17NHX18eMGTPE3VEoe2DSmzdvYsKECRLdJ4wZMwajRo3Czz//DDs7uxK7ycvJycGCBQtQWFiIPXv2SARUt2/fDi8vLyxdulTc3eKMGTOQmJiImJgYjBs3Tu5u80SDqIeEhKBPnz5Sg6rr6+vDzs4OFy5cQGxsrMQxkJOTIy5YlnVe3rp1C8eOHRMXPs2dOxfff/89zpw5g//7v//DtGnTAHy4t82aNQu5ubnYvXu3RL/oqampGDZsGBYtWoTz58/LVXnA29tbqh/2krRr107ucZy2b98u1cVKUVERFi5ciGPHjsHd3V3mM7u838WxY8fw/v17bN26VSpPb9++LfO9TZHj/eXLl2jbti127dolLlCbPn06HB0d4e3tje+++04qKBMREYHvvvtOZiGhIvegrKwsnDx5Eh06dMDhw4elKn+kp6dLpR8TE4Nhw4Zh+fLl4uW//fZbDB48GP/884/Eu1hgYCACAwPRvn177N27V3yfmTVrFtzd3REYGIhevXph0KBBJX6f69evFxfK/vTTT+LponNcEZmZmfDx8VFonT59+kgEL6uiWrVqQUNDA+np6cjJyZG6p4ta8j158qRC86HI/WvevHlITEzEnDlzpGrMp6WlSe2DIh4/foxly5ahZs2a2LdvH7766iuJ+SkpKVLrFHdeKXp/fPjwISIjI9GnTx9s3bpVIq2ioiKJ6+XBgwehpaWFgIAAqZ4u5K0Zrsj2nj59ip9//hmGhobYu3evREH3tWvXMGHCBKxYsUIiHXl+J21t7TLf43ft2oWwsDDY2dlh27Zt4uf36dOnY/jw4fj777/Rq1cvqW6WwsLCMGPGDIngy8CBAzFp0iTs2LGjwgMijx49QkBAABo1alTutDZu3IibN29i8uTJmDNnjvg5q6CgAPPnz8fBgwfRv39/pb3jimRkZGDx4sVQU1ODr6+vRKWXDRs2YNu2bfj1118lujhesmQJcnJysGbNGolny9OnT+P7779XSr5KegcVTY+MjMTTp08VKrc7dOgQLly4IDFNS0tLotWtmZkZrl69Kq7oIvLs2TOMGDECv//+u7hySnFu376N2NhYuLi4YNWqVRLzCgoKkJeXJ/47KioKa9aswVdffQUfHx+JwMe5c+cwbdo0rF27ViodVcWACKmUfCUOqh4ZGam0tER8fHzwxx9/wMbGBuvWrSvzoMeamprw9PTEd999h4sXLzIgQqSCXr16BQASD/fl4eXlhYcPH6Jnz54lBkRKGwdDll9//RUZGRnYvXt3hQ3WXl6irkWKq/Fcs2ZN5ObmIisrq0ICIqIXuOK2L5r+ceBJtE5xBZ+y1lHm9mNiYhAWFgZHR0eJgijg/xeQTZs2DcHBweJafxoaGnB1dcW2bdvg5+eH2bNni9cJCQlBWloa+vbti/r165ea50+lpKTgypUraNKkiVSLDUtLSzg5OeH48eM4e/asVIG5g4NDiTW9NDQ08MMPP0gUjjdr1gweHh7YsmULAgICJF5SK/qYj4mJQUxMjNT0gQMHVvhLsbLJ6n5r+PDhCAwMxL1792QGRKZMmSLRrZu2tjbmzJmDsWPHwt/fv9SAyK1bt/DkyRNYWFhIFPYAHyqS7N27FxEREYiIiEDnzp3LsXcVQ09PT1zILdKxY0cMGjQIR48exdmzZ0usNBMSEoKMjAwMHDhQqnXZhAkTcODAAVy9ehVJSUkSNWcrwujRo3HhwgUcOnQIS5YsEU8/ceIEcnNzMXHiRJmtFseOHStRE1ddXR3z58/HuXPn4O/vL/5+Lly4gBcvXmDChAlSg8Q2bNgQkyZNwsqVK3Ht2jW5Wons3r1bofF3hg4dKndARFZ/8+rq6hg7diyOHTuGy5cvy3xml/e7EJFVs/fj86miLV68WCIP9erVg4ODA44dO4anT59KtXo1MDCQ2XJE0XuQmpoahEIhqlWrJjPQWadOHalp1atXx8KFCyWOwdatW8PS0hI3b95Edna2+B4s6kZr7ty5EoXburq6mDdvHr799lscPny4xIBIfn4+Tpw4gRo1akgVsn58jssrMzNT4ec2Q0PDKh8Q0dHRQdeuXXH16lVs2rRJYryR+Ph48Vhk8jz/lIe896+oqChERkaiXbt2mDx5slQ65a0NvX//fhQUFGDq1KlSwRAAMguxizuvynp/lHVdUVdXl7q2aGpqyqzEo+h3IM/29u/fj/z8fCxatEjqfUnUhbCoMknNmjUr/HcCPlwn1NTUsGDBAonvoV69epgyZQoWL16Mw4cPSwVEDA0NJSr6AB8qsDVp0uSzdP3o6emplGCIQCDAgQMH0KxZM4lgCPDh2Pjxxx9x8uRJHD9+XOkBkdOnTyMnJ0fm2BpTpkyBn5+f+F2kbt26iIuLw927d2FiYiL1XNmvXz+Ym5vjzp075c6XPO+gABSqjAFAZvdjurq6EgGR4rqdNjIyQq9evXD8+HFkZWWV2iIYgETLXBFNTU2Jdfft24eioiL88ssvUudTnz59YGNjg1OnTmH58uVlarFa1TAgQiolX4ktRMrT5FWWXbt2YfXq1bC1tcW2bdvKXSAnenH60vrpI/qvEPW1rYzC1t27d2Pnzp0wNjbG77//XuxyNjY22LNnj8x5CQkJcHBwkJp+5swZBAQEYOnSpRI16FXNp9/3jRs3pMZaMTQ0lKoBrWyK/N7KPEZkbV8U+M/OzpbZckh0f/m0hqaoBtyRI0cwc+ZMcUGTqADj4+5NFCHq69bKykrmQ3TXrl1x/PhxREdHS73YmJmZlZh248aNZR6/ogLWj/vZ/RzH/NChQ7F69Wrx369fv8a///6LFStWIDQ0FHv27EGHDh0qZNvKJqtbqsaNGwP4UGtdlk8LtgHA2toampqaePDgQanbFP1exQ0i2rVrV0RERCA6OrpKBkTat28vMxBqY2ODo0ePIjo6usSAiGj/ZQXPNDU10blzZyQmJiI6OrrCAyJ2dnZo2rQpAgIC8MMPP4ifbw8dOgQNDQ0MHz5c5nqyjoFmzZqhcePGSExMRGZmJvT19XH79m0AQFJSkszrlKjVW1xcnFwBkfPnz8u7awpLT0/Hjh07cPHiRSQkJEiNKfDp2C4i8n4XAwYMwO7duzFt2jQ4OjqiW7dusLS0/KwD/+rp6clswSYqaJNVgN22bVuZrXcUvQfVrFkTvXv3RmhoKJydnfHNN9/A2toa5ubmxb5XtWjRQua5JspvVlaWeH50dDTU1dVl/h6dO3eGhoZGqdenJ0+eIC8vD9bW1jILoETnuLyaNm1apu6ZVcFPP/0ENzc3eHt74/bt27CwsEBGRgbOnDkj3u+KHrtL3vuXqNC0e/fuFZIn0XWuuApNshR3Xil6f2zdujXatWuHwMBAJCYmwsHBAVZWVjA1NZVKf9CgQVi9ejWcnJwwYMAA2NjYwNLSUqpg9Ny5c1Lniqi1nSLbE30vYWFhuHfvntS+vHnzBoWFhXj27BlMTU0r/HfKzs7G8+fP0bBhQ7Rq1UpqvuieLOs60bZtW5mVA0RdPlW00p6T5RUbG4vc3FwYGhpKtfAR0dTUrJDWXSU9+2hra8PCwgJnzpxBbGwsbG1txb9DcYOiW1lZKSUgIi9F3+f8/Pzk6vr12rVr2Lt3L+7evYv09HSp8cRevnxZYkCkY8eOMDIywv79+/HkyRPY29vD0tIS7du3lwp+RkZGQk1NDZcvX5Y5bldOTg7y8vKQnJz8WZ9NKgoDIqRSipTYQkSZ/vnnH6xbtw49evTA1q1bZUZfFfX8+XMAEHdjQkSqpUGDBnjy5InMZvCK2LdvH1asWIHWrVvD29tbKQOUi2RkZGDp0qXo2rUr3NzclJZuRahZsybS09ORlZUls5ZoTk6OeDngw8vVp7UubWxsyhwQET1oFlf7R1YLDtH/ixtEuLQaR+XdfkZGBgDg6tWruHr1arFpf1qoZ2hoiG7duuHKlSu4ePEi7O3tkZCQgH///ReGhoYy+9CVhyiPxbUuEU2XtY+l3QuLmy+aLkqzso55AwMDDB48GO/fv8fixYuxfv167Nix47NtvzxkHZ+il/7iBiGW9XtoaGigdu3aePPmTanbFP1esrqHA0o+VqqC0o7H4q4JIuU5V5RNXV0dI0eOhJeXF4KCguDq6oqoqCjcv38fffr0KbYV5KfdrYgYGBggMTERWVlZ0NfXF1+nZA34+jFlDGhcHpmZmRg2bBgSEhLEg2jXqlULmpqayMzMxO7du4sdUFXe78LMzAz79u3DX3/9heDgYHE3mS1btsT06dMxcODACts/kU+75RARFZoUFkpXTivueC/LPWjDhg34559/EBgYKA6iaGtrw9HRET/++KPUthTJb1ZWFmrVqiWzkFlTU1M8XkJJROdcSb8pfdC6dWv4+/vjzz//xNWrV3H//n3UrVsXw4cPh5OTE4YPH17s96gs8t6/RIE+ZbXq/pTouFEk/eKOJUXvjxoaGvDx8cHWrVsRHByMdevWAQBq1KiBoUOHYs6cOeIWU+PHj0edOnXg6+uLPXv2wMfHB2pqaujcuTPmz58vLrw9d+6cVOBP1NpOke2JrhGlPQ+JrhEV/TuJ7s3F3XtF37mswHBJ16LinpWUqSwtt2UR/SaPHj3Co0ePil2uIu7J8j77iL5/0fKlPXOVV2ktQETHTUldoZbV0aNHsWDBAtSsWRNff/01DA0NUb16dXHQ4s6dO6UO5q6trQ1fX19s3rwZ586dw40bNwB8aHk6bNgwfP/99+Lyy4yMDAiFQmzbtq3ENCv7mUxZGBAhlaLMFiLK8vfff2P9+vXo3bs3Nm3aVGz/xnl5eUhKSoKenp7EA0x6erpU4V5eXp64IM/e3r7iMk9EFcbKygrXr1/H9evXi61BWxpvb2+sWrUKbdq0gbe3t9JfHJOTk5Geno7r16+jbdu2MpcZP348gA8DnX777bdK3b4iWrZsifT0dDx79kzqmvny5Uvk5uaiUaNG4lqkM2bMUOq4ALq6umjYsCFSU1Px8uVLqRdRURD74/5lW7RoAQ0NDcTHx6OgoECqFo6sdZS5fVFBwKJFixQeJ2PkyJG4cuUKDh06BHt7e/j5+UEoFMLV1bXMtfJE+Xn9+rXM+aJu5mS9UJRW66q4NEXTRduu7GNeVIOvvN0nfNyfsywV3Q1JaV6/fi3VcqGwsBAZGRlyvTCKfi/RMfEpWceK6BiRVWD7uQMnpR2PpX0H8u6/PMFUZRg2bBg2b94sHtuupMHURd68eQNjY2Op6Z+ek6J///zzT5mtGBVVUWOIHD58GAkJCZg+fbrUvSUyMhK7d+8udl15vwsAsLCwwN9//w2BQICoqChcvnwZe/fuxdy5c1G3bl2pQcWrguKuz2W5B+no6Ijv38nJybh58yaOHj2K48ePIzExEb6+vmXOp56eHt6+fYv8/HypVooFBQVIT0+X+9wsLnBS3LlfnC91DBGRZs2ayexrXtR9mTy1oz8HUWF2ampqhaQvOm5SU1PlLjQt7bxS5P5Yq1Yt/PTTT/jpp5/w/PlzhIWF4eDBg9i7dy8yMzOxdu1a8bJDhgzBkCFDkJmZicjISJw9exb+/v6YNGkSgoKCUK9ePaxevVqiFeyn5N2eKI8RERFyfS8V/TuJ8lDceSxqBfi57r3KoOizkWjfnJ2dS+yVoCLI+54gWq6030vR63FxWrZsCaD4MR9F00XLKdMff/wBfX19HD16VGp8uLi4OLlbwNSrVw+//PILfv75Zzx58gRhYWHw9fXFjh078P79e3GXqHp6esjMzERUVFSFt+CrChgQIZVS1QZV37dvH9avXw8DAwP07dsXp06dkphfo0YN8UvW3bt3MXbsWKluNAYNGgRra2uYmJjAwMAASUlJOHbsGJKSkjBx4kS0b9/+s+4TESmHi4sLtm/fjuDgYEyZMgWtW7cudlmBQCAVTBUNnNuuXTvs3LlTKf3ifqp27doYNmyYzHnh4eF49uwZ7Ozs0KBBA6k+wz+3rl274tatW7h8+TIsLCwk5l26dEm8TEXnISAgAJcvX5YaVFxWHqpVqwYLCwuEh4cjPDxcKn+K5lvR7Yv6sg8PD1c4IGJvb4/69evj0qVLSE5OxtGjR6GhoVHs8SIP0f0sIiJCZoBIVGOpLF1JJScnIyEhQeplQdRtmmjblX3MiwIV5a0tKCoUkNUCLTs7u9iXts8lLCxMqtuz8PBwFBQUyFWQJ1rm027vPk4fkDxWRP2SJycnS3X5I6srDuD/B5YKCwtldnVRVtHR0RJjF3ya79Ke7T7e/08D6gUFBYiIiJBKR7Qvih5bH38Hxalbty4cHR1x4sQJREREIDAwsNTWYmFhYVLdmcXHxyM5ORmGhobiY/jj65QyAiIVNYaIKOj8zTffSM27efNmievK+118rFq1arC0tISlpSVatGiBH3/8ESEhIeUKiFTU8V6c8tyDgA9dGw0ePBgDBw5E//79ERERIbMimbzatWuHa9euITw8XKrv+5s3b6KwsLDUc9PY2BjVq1fHgwcPZPbbXtw1qzhf6hgipRF1wVnaAPafi+hYvXLlitS4CcrQqVMncYBTVldMiijL/fFjLVq0QIsWLTBo0CDY2toiJCRE5nL6+vro2bMnevbsiaKiIvj7+yM8PByOjo4K5bek7XXq1An3799HeHg4evXqVWpaiv5Oil7zatasiebNmyM+Ph7Pnj2TqrAkek5VpfKZj5+NPhUVFSU1rW3bttDR0cGtW7dQVFT0WQvFRcf2jRs3pManEwgE4u6cRBWaRL/DrVu3ZKZX3HRFid6trly5IjUvLS0NUVFR0NfXV/p1+f3790hNTUXXrl2l3m8EAkGZugNTU1NDq1at0KpVKwwYMAC2trY4d+6cOCBibm6OFy9eIDIyElZWVkrZj6rsyw/50Bclv6hQaR9lEL1gv379Gj/99BPmz58v8Vm5cmWpaQwcOBAvXryAt7c3fvnlF+zbtw9GRkbYtGkT5s+fr5R8EtHn17RpU0yfPh35+fn43//+V2yB3KVLl6QGmN66dSu8vLzQoUMHeHt7V0gwBPhQ2LBixQqZH1HQYfz48VixYsVnq5WalpaGuLg4qfGTXFxcUK1aNezbtw8JCQni6W/fvsXff/8NABg1alSF5k2U/l9//SXR93RCQgJ8fX1RrVo1qS65Ro8eDeBDNyDv378XT7979y6CgoLEBY0fe/nyJeLi4qRqbim6/Y4dO8La2hpnz56Fn5+fzH2KjY2VWdNVU1MTQ4cORWFhIX744QekpKTAzs6uXN0UNGrUCF9//TUSExOlasTeuXMHgYGBqFWrltwDHH+ssLAQ69atkygMjo+Px549e6CpqSkeeLQyj/nCwkJxLXJZfdgrombNmjA2NsatW7fw+PFjiW2sWrUK7969k7leXFwc4uLiyrVteWzbtk3iGH3//j3Wr18PAFLBvKSkJMTFxSEvL088zcrKCi1btkRERIRUV0qnT5/GzZs3YWRkJPGyJmp9IypoE4mNjS229r6oC8KkpCSZ848cOQITExMsWLCgxP39VFZWllTf2/fu3cOJEyegp6eHvn37lrh+nz59ULt2bZw8eVKq73EfHx/Ex8ejW7duEq1wStuX4ogKl2UVlnxMdC2bPXs2cnNzMXLkyBILSj4NTBQVFeH3339HUVGRxHXKwcEBzZs3h6+vLy5evCgzrcjISInjoyTnz59HbGys3J+Sajl/TFQY8WkhZHR0tPgeVBx5v4vw8HCZNXZF1+hPByk2MTGRGjC6JGU9RspK0XtQWlqazAKe3Nxc5OTkQFNTs1yDuIquPV5eXhLHU15eHry8vACg1KC/lpYWBg0ahJycHKlxUUTnuCJEY2ko8qnIsdDy8vIQFxenlGNEIBBIdeUiFAqxceNGREZGolevXlLjYNy4cQMmJibw8PAo9/YVYWpqCgsLCzx48AD//POP1Pz09HSJZ7jinlWLM3r0aGhqauLPP/+UuGeLKNK9rqL3x/j4eJldH4laS318Xbl06ZLMlqei/ZQ1UPqnFNnemDFjoKWlhVWrVuHp06dS6wgEAoSHh4v/VvR3Kss1z9XVFUKhEL///rtERYG0tDT8+eef4mVUhejZKCAgQOJ8fPPmjfi57GM6OjoYNWoU4uPjsWbNGpndMSUnJ0uNITJz5kyYmJiU2v1lSfr37w9dXV0cOXIEMTExEvP+/vtvvHr1Cg4ODuL34latWsHU1BSxsbE4duyYxPKnT59W2tgtbdu2hYWFBR49eiRu3SayYcMG5OfnY9iwYcX2FFNW2traMDAwwMOHD5Geni6eXlhYiLVr18p9XD958kRmRan09HQUFhZKnJNjx46Furo6li9fLvG+LfL+/XulBZqqArYQIZVSWMXGECmtuejHunTpInPQPEVfsolIdXh6eqKgoABbt27FsGHDYGFhAVNTU9SoUQOvX78W10g3NTUVr3P06FFs2rQJGhoasLa2ljlI+ucYHFxZ1qxZI36IE9Vq3rFjB44fPw7gQ8HfxwXg+/btw5YtW6S6JWnWrBnmz5+P3377Da6urhgwYAC0tLQQHByMlJQUTJgwQarlSGm2b98ufqAXDczn7+8vzqeVlZVE7WxLS0uMHz8eu3btwuDBg+Ho6Ij8/HwEBQUhIyMDS5YskarB4+TkhDNnziA4OBhDhgxB7969kZGRgVOnTqGoqAi//vqrVC3y9evX4+jRo1i1apXE71yW7Xt5eWHcuHFYtGgR9uzZA3Nzc+jp6SElJQUPHz7Ew4cPcfDgQZndsY0YMQL//POP+GW0pO5x5LVs2TKMHj0av//+O65evQpTU1MkJyfj9OnTUFdXx8qVK8vUB6+JiQnu3r0LFxcXfP3118jKysKpU6eQmZmJefPmffaB/x48eCBRWPbmzRtcv34dT58+RZ06tNkbYQAAIABJREFUdTBv3jyJ5dPS0iS6JhCdM4sWLRJ3dzB58mSJmqUTJ07EokWLMHr0aPTr1w/a2tq4ceMG8vPz0bZtW6mXSQDiGncVPYivsbExnJyc0K9fP2hqaiIkJAQvXrxAr1694OzsLLHsjz/+iLCwMOzevVtcOKampoY1a9Zg/PjxmD17NgIDA2FsbIynT5/i3LlzqFGjBn7//XeJAnkHBwcYGRkhMDAQKSkpMDMzQ3JyMkJCQuDg4CDVihcAbG1tcfr0acyYMQM9e/aEtrY2mjRpIm7dIgqwKVqbvnPnzvDz88Pdu3dhaWmJV69eISgoCEVFRVi+fHmpx3iNGjWwYsUKzJo1C+7u7ujXrx+aNGmC+/fv48qVK6hfvz6WL18utS87duzAkiVL4OjoCF1dXejr68Pd3b3EbXXq1AnVq1eHj48P3r59K74WeHh4SNR+t7KyEh9XWlpapRYIWVpaYsiQIejfvz/09PRw5coVxMTEoEOHDpg8ebJ4OS0tLWzevBmTJk3C//73P1hYWKBdu3bQ0dFBSkoK7t27h/j4eFy5cqXYgbU/B2dnZ+zYsQMrV67EjRs30KJFCzx//hwXLlxA3759ERQUVOy68n4XO3fuxNWrV2FjY4NmzZpBV1cXjx8/xqVLl1CrVi2Ja7BQKASg2LFZ2vFeERS5B6WmpmLEiBFo1aoV2rdvj8aNGyM7OxsXLlzAq1ev4OHhUa4+2gcNGoSQkBCcOnUKTk5O6NOnD9TU1HDu3DkkJCSgf//+4uB5SWbPno1r167Bx8cHUVFRsLKyEp/jdnZ2OH/+fJnzqGyHDx8WP9OIWjmFhoaKuxwyNjbG//73P/Hyoh4NbGxspJ4/FU3r2bNnGDNmDLp16wZDQ0Pk5+fj33//xePHj9GxY0esWbNGKr9lveYqw9q1azF27FisX78ewcHB6NKlC4RCIZ49e4arV6/i1KlT4mes4p5Vi9O6dWv8/PPP+PnnnzFkyBDx/So9PR1RUVGoUaOGzOd9WRS9P8bGxmLatGno0KED2rRpgwYNGiAtLQ0hISHIz8+XuAbNmTMH2trasLKygqGhIYRCIcLDw3Hv3j106NBBrooiimyvVatWWLFiBRYtWoSBAweiR48eMDIyQkFBAZKSkhAREYE6depIFLIr8juV5Zo3YcIEXLp0CSEhIXB2doadnR3evXuH06dP482bN5g0aRKsra3l+q2qgubNm6Nv3744e/YshgwZgh49eiAzMxOhoaHo2rWrzEoyc+fOxaNHj+Dt7Y2zZ8/CxsYG9evXx+vXr/H06VPcuXMHixYtkugKUnTuftr6WxG1a9fGr7/+ivnz52PkyJHo168fGjZsiNu3b+PGjRto3Lgxli5dKrHO8uXL4e7ujgULFuDs2bNo3bo1nj59ivPnz6N3794IDQ2VqrwRExMDb29vAP+/69lXr15JlMstWbJEPNYNAPz2229wc3PD4sWLcfHiRbRo0QIRERGIiIhAmzZtMG3atDLvd0nGjRsHLy8vODs7iyvThIWFITk5Gd27d5fZauVTt2/fxsKFC2Fubo5WrVqhfv36ePXqlbi11sfnpJmZGZYsWYLffvsN/fv3h52dHZo3b473798jKSkJN2/eRKtWrXDo0KEK2d/PjQERUikFQtl9ZRMRVVXTp09H//794evrixs3buDIkSMQCASoXbs22rZti0mTJkkUEIpqYxQWFhbbr3R5Bgf/3IKDg6W6L/n44c3Q0FDuFgEeHh4wNDTEzp07cezYMQiFQrRq1QqzZs3C0KFDFc7b5cuXpWr7RkZGIjIyUvz3p93VLFiwACYmJti7dy8OHToENTU1dOjQARMnTkTv3r2ltqGmpob169dj79698Pf3x969e6H9/9i783ir6np//K/NOQwyHGQUI+06kCIpZWp0TRTUSEUj0yLS6pKK5lBp9SvzmpqWpeIvctYUy1TMLEU0c0JFQww156nSVEpSUSaZztnfP7zyCA8iIGftw+L5/Guz1tqf93sNe+C89lqrfftst912Oeyww7LtttuuUs+rWr9Pnz5L6/7xj3/MxIkT09jYmJ49e2bzzTfPAQcc8I6Xhtpoo43y8Y9/PPfcc0/69OmTwYMHr1Kv7zTmWzdZvfPOOzNt2rR06tQpO+20Uw499NClv2RbVV27ds2FF16Y0047Lddcc03mzp2bzTffPKNHj67JJTmeeOKJZQKJ9u3bp2/fvvnSl76Ugw46qNmZNvPnz292g9Iky/zi7TOf+cwygch+++2XarWa8ePH53e/+126du2aXXfdNd/85jdz1FFHtcBarbyf/exnOfvsszNx4sTMnDkzG2ywQY488sgccsgh73o/mLcMHDgwV199dc4999z86U9/yu23355u3bplr732yte+9rVm92Ro3759xo8fn5/85Ce555578vDDD6dfv34544wz0rVr1+UGIvvvv39mzJiRSZMm5aKLLsqSJUuyww47LP1jyVNPPZXkzWBzVbz//e/PiSeemNNPPz1XXnllFi1alK222iqHH354dtppp5UaY7fddsvll1+e888/P1OmTMncuXPTs2fPjBw5Ml/72teaHUM77bRTvvvd7+aqq67K+PHjs3jx4vTt2/ddA5GuXbtm3LhxOfvss3PNNdcsvVHmPvvs0+xyQPvuu29+9KMfZejQoe96s9Jjjz02N998c6666qq8+OKLWX/99fOlL31pmZt3vmXLLbfMtddem0suuSSTJ0/ONddckzZt2qRXr17ZaqutcuSRR672ZZLWlA022CC//vWvc/rpp2f69OmZMmVKNt100/zgBz/Ixz/+8RUGIiu7LUaNGpWuXbvmL3/5S+6///40NjZmgw02yKhRo/I///M/6du379Jl3wo1335ZkRV5t+O9JazKZ1Dfvn1z5JFHZtq0abn33nsza9asrL/++tl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\n", 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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/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.inp.out_BLM-L_2020-02-17_23-02-31.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb4_B1u.inp.out, pType=a, thres=0.0013246981340087963, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.inp.out_BLM-V_2020-02-17_23-02-31.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 C2H4_1.0-100.0eV_orb4_B1u.inp.out, pType=a, thres=0.0013366402544822125, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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efPDBuOmmm2L48OEVy474vwuSXr16Ra9evZZYTs2ZM6cif2B+gQU3A7fddtvYcMMNlzhdZ9wMzHEjsBrHOecYR+QZ54i8Y21/7ppxPu200+Lggw+OAw44ILbYYosYNmxYrL766tG9e/doamqKqVOnxjPPPBN//etfo2fPnnHaaadVJHeBiy66KC699NKImP+L6v/+7//GHnvssch0b775ZvTr168imSeddFIcccQRsfvuu8fuu+++xHX+/e9/H01NTTF27NiK5EbM/+DE3Llz46233oqI+U9JPvvss4ud9tFHH41BgwZVLLsaj2MLiqvdd989VltttSVO15nF1YQJEyIiuqy4Ms7VMc4RztHVsn1X23VJRHXu09W4bVfjOOdSSmkxf14dqGqTJk2KBx98MHr37h0jR45s+4T99OnT4/vf/37ss88+S73AzGHvvfeOmTNnxlVXXbXI44OdobGxMY455ph46qmnolQqxaqrrrrIjYN33303Ukqx2WabxbXXXluRC9+BAwe2nZgj5j82+bWvfS0uueSSRaY97bTT4j//+U/ccccdy5wbMb8o+OY3vxmvvvpq9OzZMwYNGrTIOr/00kvR2NgY6667btx6660VOUkubp0PPPDAOP/88xeZ9uyzz44XX3wxJk6cuMy5EfOfRDrwwANj2rRpsdZaay3xBtFbb70Vffv2jfHjxy/xSZlPauH1jogYNWpUnHPOOYtMe+6558akSZPi3nvvrUj2//7v/8bBBx8c8+bN69DNwF//+tfR0NCwzLkDBw6MPn36tO0r77zzThx11FGLvdl44YUXxiOPPFKRr5arxnHONcYR+cY5It9Y25+7dpxffvnluOCCC9qeoFz4HBIx/5fs7373u0v9BfuTGjVq1CI/W2utteKHP/xhu5+Vy+XYZZddYsiQIW3Fx7J65JFH4txzz40pU6Yssq1FzF/vNddcM84999zYfvvtK5L5SXz44Ydx9913x5AhQyp2w6Iaj2NPPfVUHHHEEdG9e/cOFVe//OUvY4sttljm3IhY7I3jDTbYIK655ppFfr7XXnvF5z//+bjyyiuXOdc4V8c4RzhHV8v2XY3XJdW4T1fjtl2N45yLMgNYLgwdOjROP/30OPzww7sss1wux29+85uYOHFivPDCCzF37ty2f6uvr4+NNtooRowYEfvvv3/FHuO76667FvlZz549Y/fdd2/3sxkzZsRee+0Ve+65Z4wZM6Yi2RHzH9P8xS9+ERMnTlzs0y9rrrlmjBgxIo4++ujo1atXRTKvuOKKRX7Wu3fvRb42bNasWTF8+PDYdddd44ILLqhIdsT8i59LLrkk7r///sX+vZiePXvGzjvvHKeffvpin9D5tM4+++xFftavX78444wz2v2sqakphg8fHttss01cfPHFFcvPcTMw543AahznarzhG5FnrO3P83XlOEfM/1tPzz77bLzzzjsxd+7cqK+vj9VWWy2GDh0aa621VkWzPolZs2bFX/7yl1hvvfXii1/8YsXmWy6XY9KkSUtc58033/wz/7UCC6vG41g1FlfGuTrGOcI5OqI6tu9qvC6pxn26GrftahznHJQZwHJhp512im984xtx5JFHZluGGTNmRGNjY/Ts2TM+97nPZVuOrjJt2rSYOnVq282S1VdfPfr27ZtteVpbW2POnDnRo0ePij4WvEBjY2O88sori6zzBhtsED179qx4XkfNnTs33njjjejXr1/FvrLk44p4M7CzblWbq5EAACAASURBVARGVOc4F3GMIzp3nCOKOdb258qPM9WhiNt2hOKq0oxzdYxzhHN0NWzfEcVc585c32rdp4s4zhGO3Z9lygyocov7JMp/UyqV4qKLLuqEpfn0rrnmmrjvvvvijjvuiLo6fw4IAKAoWltb2/5A+Zprrpl5aQAA+KxSZkCV+zR/X6JUKsVLL73UCUvz6T3xxBPx05/+NJqbm2PkyJGx1lprRW1t7SLTbb755hmWDgAoksbGxnj++ecjouuvDXJl5ywUXn311dhjjz2ipqYmXnzxxS7NpmsprqqDcYbli326Oiwv46zMAJYLC5cyC38/YUopSwnz3nvvxU9/+tMuf5olV25ExAcffBC/+tWvolQqxYknnrjc50bMf0T1wQcfjIiIffbZp2qyc92Qy5VbjeNcjTd8I/K93/bnrsvNeXM9V3bOdX777bfjzDPPjIiIm2++uUuzq/E4Vo3FlXGujnGOcI6ulu272nIjqnOfrsZtuxrHudJ8FwuwXFj4jzkVxcyZM+Ouu+7q8lIhV27E/FLhiiuuyFJm5MiNiHj33XfjrLPOilKp1OW/3OTMnjJlSowaNarLL4Zy5VbjOOd6r3Nn53q/7c9dl9u7d+/YZ599FvvHGZfX7Pr6+mxPqK6xxhpdXmIsUI3HsTfeeCPbzYpc25lxro5xjnCOrpbtu9pyI6pzn67Gbbsax7nSlBnAEr3xxhvx/vvvxwYbbBC9e/fOvThLte++++ZehMVac80146abbqqa3IiIVVddNUu5lCs3ImKVVVaJE088MctNsZzZuW7I5cqtxnGuxhu+Efneb/tz1+nfv3+MHTu2SzNzZ+csFHKqxuNYNRZXxrlr5TyeOEdXR3a15UZU5z5djdt2NY5zpfmaKWARDz30UFx44YXx1ltvRUTEL3/5y9h6661j2rRpcfDBB8e3v/3t2HXXXTMvJQAAAABQLWpyLwBQLJMmTYoTTjghevfuHSeeeGJ8vO/s27dvDBgwIO69996MS8jSTJkyJV5++eVoamrqsszXX389xo8fH+PGjYs777yz7fsfK2327NnR3Nzc7mfTp0+PP/7xj/HAAw/E1KlTOyUXAD6r5s2bF++9916nXhc8/vjjceqpp8bZZ58d//znPyMiYvLkyXHyySfHlltuGZtuumkcddRR8dxzz3XaMgAAUB18zRTQzpVXXhkbbLBB3H777fHRRx/FFVdc0e7fN9lkk7jnnnsyLR0REU888UT8/Oc/j48++iiGDx8eJ5xwQsybNy9OOeWUeOSRRyIiYqWVVorvfe97seeee1Ys97e//W1MmTIljjvuuIiY/0fV/+d//icmTJgQKaW2P7JeV1cXJ510Uhx77LEVyW1paYlzzjkn7r333qipqYnRo0fHcccdF3feeWdceOGF0djYGBERNTU1MXLkyDj77LMrksvivfbaa/Hhhx9G3759Y+211+7S7FmzZkVra2usvPLKXZpbbXKOcYRx7krVvj//6U9/ivvvv7+iX1E4b968uO+++2LmzJmxzTbbxHrrrRcREb///e/j17/+dXz00Uex8cYbx4knnhj9+vWrSOaUKVPiww8/jEGDBrX97G9/+1tccskl8eyzz0a5XI7a2trYZptt4swzz4wvfvGLFcmNiHj66afj6KOPjnK5HBHz39Px48fHUUcdFVOnTo31118/Wlpa4oknnohJkybF+PHjY+DAgRXL5//MmzcvPvroo1h55ZWje/funZLx+OOPx4QJE6K+vj6OPPLIWH/99WPy5Mlx8cUXx5NPPhktLS0xbNiwOOWUU2Lo0KGdsgzVzjhXD9dj1cE+XR2Mc2UpM4B2nnvuuRg9enTU1tYu9t/XWGONeP/997t4qT7brr766vjZz35WkT/u9PLLL8cxxxwTKaXo2bNnXHnlldHU1BSzZ8+Of/7zn/GNb3wjGhsb48EHH4wxY8bEOuusE0OGDKnAWkTcfPPN7U5648aNi9tuuy3WWWed2HPPPaN///7x9ttvx1133RWXXnpprL322rH77rsvc+748ePjnnvuiYEDB0a/fv3isssui/79+8f3v//9GDZsWOy6667R0tISEydOjJtuuinWX3/9OOCAA5Y595OaOHFi3HnnnRX9WyXvv/9+TJgwIWbOnBnbb799bLXVVhER8Ytf/KLdTbEzzzwzvvSlL1Us98UXX4z33nsvtt9++7af/e53v4sf//jH7Z6A+eIXvxjnnntuRb/z84477ojx48dHfX19nHDCCbHVVlvFiy++GN/97nfjpZdeioiIz3/+8/Gd73wndtppp4rldtTyMs45xzii+OMcUfmxtj8Xb5xffvnluPvuuytWZsyaNSsOOeSQ+Ne//hUppejWrVtcffXV8cEHH8R3vvOdWHHFFaO5uTlefvnlePTRR+M3v/lNRf4m2QUXXBDdunWLyy+/PCLmP2V7xBFHRHNzc6y55ppt5+eHHnoonnnmmZgwYUKss846y5wbEXHdddfFKqusEuPGjYvVVlstvvOd78To0aNj3rx5MXHixLbi5Jlnnokjjjgirr766rjssssqkv1JKK6W3WehuDLOy+6zMM4RztGVUvTzdKX36Rz7c4R9+r9x7F52n4VxriR/MwNo58tf/nKcddZZccghh8QHH3wQW2+9dVx//fWx9dZbR0TEtddeG9dcc0387W9/y7yknx1XX311XH755W0XhMvijDPOiL///e8xYcKE6NOnT5xxxhnx+OOPx1prrRU33HBDrLTSShER8dZbb8U+++wTw4cPjx/96EfLnBsRseWWW8ZJJ50UI0eOjIiI7bbbLtZaa6246aaboq7u/7rx2bNnx4EHHhi9evWK8ePHL3PuAQccED169IhbbrklSqVSXHXVVTFu3LjYdNNN47rrrmubrqWlJfbff//o0aNHTJgwYZlzP6lKjnPE/F+q9ttvv3j33XcjIqJUKsXFF18cM2bMiIsvvji+8IUvRGNjY/znP/+JVVZZJSZOnBirrrpqRbKPOuqo6NOnT/z4xz+OiIgHH3wwRo8eHXV1dbHxxhtH//79Y8qUKfHss89Gt27d4te//nUMHjx4mXMfeuihOO6446Kuri66d+8e5XI5brrppjj22GMjpRSbb755tLS0xJNPPhnz5s2LG2+8scv/eNryMs65xjjiszHOEZUda/tzMce50vvzVVddFVdddVWccsopMWDAgLjkkktihRVWiG7dusW3vvWt2GWXXaK1tTVuvfXW+MEPfhCjR4+O0aNHL3PudtttF6NGjYpjjjkmIiIOPvjg+Pe//x1XXHFFbLnllm3TPfDAA3HGGWfEzjvvHJdccsky50ZE7LDDDrHvvvvGySefHBHzf5k+5JBD4qyzzorDDz+83bQXX3xx3HPPPfHYY49VJPuTqPRYd7S4ampqirXXXrtixdXxxx/foeLq3XffjZVXXrmixdXo0aPj6aefbldcvf/++zFjxoy44YYbFimutttuuy4vrozzsvssjHOEc3QlVNt5Otf+HGGf/m8cu5fdZ2GcKyoBfMxee+2VxowZk1JKafr06amhoSE9/vjjbf9+2GGHpYMOOijX4n0mXXXVVWngwIEVmdeOO+6YLrvssrbXzz77bGpoaEg33HDDItNecMEFafjw4RXJTSmloUOHpjvuuCOllNLs2bNTQ0NDmjhx4mKn/cUvfpGGDRtWkdwtttgi3XTTTW2vX3vttSVmX3vttRXL/aQqOc4ppTR27Ng0bNiwdO+996Znn3027bPPPmnHHXdMI0aMSM8++2zbdA8++GDacMMN09ixYyuW/ZWvfCVdf/31ba/32muvtN1226XXX3+93XQvvPBC2myzzdK3vvWtiuQeeeSRaccdd0zvv/9+amlpSaeeemr66le/mnbZZZc0bdq0tunefPPNtNVWW6Vjjz22IrmfxPIyzrnGOKXPxjinVNmxtj933Th/97vf7fD/9ttvv4ruz3vttVc666yz2l7/4Q9/SA0NDenCCy9cZNpjjz027bvvvhXJ3WijjdKdd96ZUkqpqakpDRo0KF133XWLnXbs2LFpq622qkhuSikNGTKk7dogpZTeeeed1NDQkP74xz8uMu348ePT4MGDK5b9SVT62H3llVemwYMHp3HjxqV77703DR8+PO25555p3333TX/4wx9SSim1tLSkm266KTU0NKSf/exnFcnddttt07hx49peH3TQQWmzzTZLf/nLX9pNd//996chQ4ak008/vSK5KaX01a9+td016N///vfU0NDQ7viywNixY9NXvvKVimV3lHFedp+FcU7JOboSPgvXY5Uc51z7c0r26f/GsXvZfRbGuZJ8zRTQzl577RWXXXZZ7LzzzrHJJptExPxPp5TL5bjqqqviySefjHPPPTfzUua30UYbdXjaVMEH4N59990YMGBA2+s111wzIiLWXXfdRab9whe+UNEnFAYMGBD/+te/IiKiZ8+e7Z7GWFipVIpSqVSR3Obm5ujRo0fb6wX/3bNnz0Wmra+vX+SPhC+LI488ssPTTp48uWK5EREPP/xw7LfffrHHHntERMTpp58exxxzTHzrW99q93VfO+64Y+y6667xyCOPxJgxYyqSveD7PCMimpqa4pVXXonvf//7i3xyZPDgwTFy5Mj41a9+VZHcV155JUaOHBl9+/aNiIijjz469t9//zjvvPOiT58+bdOtvfbacfDBB8ett95akdxqHOdcYxyRb5wj8o21/bnrxvn222+PUqnU4XNvpc5VEfO/XuCQQw5pe73g07MLrqc+bosttogrr7yyIrkrr7xyTJ8+PSIiWltbo1wux+c///nFTvv5z38+Zs2aVZHciIh+/frF22+/3fZ6wdeivPHGG4tM+/rrr8eKK65Ysezvfe97HZ62El/1+XH33Xdf7LXXXm1Pw9TV1cXJJ58co0aNil122SUiImpra2PUqFHx6KOPxh//+MeKPIXzwQcftO1Tzc3N8dxzz8W3v/3tdk/gRETsvPPO8c1vfjPuvvvuZc5cYNq0ae2uQRf89+I+VbreeuvFhx9+WJFc41wd4xzhHF0t12O59ulc+3NEde7Tjt3VMc65KDOAdg4//PB47LHHYvTo0TFgwIAolUpx/vnnx7Rp0+LDDz+M7bbbLg466KDci5lda2tr9O3bt+27F5dmypQpMWXKlIrk1tfXx9y5c9teL/jbJov7I1IppSX+7ZNPY+edd47bbrstDj/88FhttdVihx12iFtvvTX22GOPdsXGnDlz4vbbb6/YI9ADBgyIp59+Og488MCImP9oZETEo48+2nYxssCjjz5asce+I+b/Ea1PotI3xRoaGtper7/++hGx+CJt6NCh8ac//ali2X369Gn3Pb0REf3791/stP369Yt58+ZVJPejjz5q952lC/57tdVWW2TaNdZYI2bPnl2R3Goc51xjHJFvnCPyjbX9uevGeeWVV46hQ4fGeeed91+nveWWW+KGG26oSG7E/GuDj58PV1jh/7d372E15fsfwN87l2rsEBE15T4VplxD6TGNMh23XJI0iERx6mg8gyHjPK7NHBRqyp22e4ym5vHIcTnpGPdLxxnHJYSeQimSXFKt3x89rZ99Kpczq77Vfr/+svf6jvf369va7fl+1vquTwAATZs2Lde2SZMmKCwsVCS3R48eSExMhJ+fHwwMDNChQwecO3euwv3Nz507J18IoQQ7Ozvs3bsXbm5uaNmyJdauXQtDQ0McOXIETk5O8rYGV65cwZ49e2BnZ6dYNgtXulG44jzrxjwD/B1dpq5/HxN1Tos6nwHdPKf52a0b8ywKixlEpKVBgwbYvHkzduzYgYSEBOTk5CAjIwNt27ZFQEAAJk6cqOgvmtrK0tISrVu3/qBFkLI9IJXQqlUrrSuRjIyMoNFotB4yVSYjI0O+MkAJU6dORWJiIjw8PDBt2jSMGjUKISEhGDx4MIYMGQITExM8fPgQ8fHxyM7Oxvz58xXJdXNzQ1RUFIyNjdGyZUts3LgRlpaWyMrKQlhYGNzc3FBcXIy4uDgkJSVh9OjRiuQCpV8KbG1tERUV9d62UVFRiIiIUCxbT09PfoAX8P93pFT0xaNRo0YoLi5WLNvBwQEJCQnw8/NDw4YN0bVrVxw9ehSurq7l2h4/flyxvT5NTU2RlpYmvy778nXt2jU4Oztrtb127Zr8jJg/ShfnWdQcA+LmGRA31zyfq2+eO3fujLt372pdnVYZJX+2gNJFqezsbPm1vr4+Ro4cWWGR/eHDhxUWOf4X/v7+GDt2LObNm4e5c+di9uzZCAoKglqtxsiRI+X/wd21axcSExMVu9IUAAICAjBmzBgMGzZMfs/X1xdmZmZwd3dH+/btUVJSgrS0NJSUlMjP3VICC1e6UbjiPOvGPAP8Ha0r38dEndOizmdAN89pfnbrxjyLwmIGEZVTr149+Pj4wMfHR3RXaqzOnTt/9NVDSuWW3ZkAlN4yaW9vX2Hb5OTkj9oO633UajU0Gg3mzJmDZcuWyVda5ObmYt26dQBK7wZp3LgxQkND4eTkpEiuj48Pjh8/ji1btgAovTtlxYoVaNy4Mby9vbFx40Y529jYGDNmzFAkFyj99/7Q216VLvKZmJhoLYoZGhoiMDAQFhYW5dpmZmYqtigGlD68zN3dHf7+/pg7dy4WLFiAyZMnAwBGjBghP7xs165dOHXqlGKFK3t7e8TGxqJ3795o2bIlVq5ciSZNmuD06dOws7ODo6MjgNJbh/fv34/+/fsrkquL8yxqjgFx8wyIm2uez9U3z9bW1jhz5gzy8/Pf+zBHSZIU3QrSysoKV69elV9/8sknCA0NrbDt1atXP+juzg/RpUsX/PDDDwgJCcGvv/6K9u3b45NPPkF0dDSio6PldpIkwdHRUd52QQlWVlbYsWMHNBoNnj9/jv79++Prr7+GSqXCgwcPEBMTgzdv3sDY2BhBQUEYOHCgYtksXOlG4YrzrBvzDPB3tK58HxN1Tos6nwHdPKf52a0b8ywKixlERP8DGxsbHDp0COnp6RV+0X2bmZkZevXqpUjunDlzkJ+f/952OTk5cHBwKHdVzR9lamqKmJgYXLx4EcnJybh9+zYKCgqgr6+P1q1bw87ODi4uLlCr1YplqtVqxMbG4ty5c8jPz0ePHj3k26BjY2MRExODrKwsdOrUCT4+PmjdurVi2TY2NkhOTkZubq7W3rEVUXpRzNraGleuXJFfGxgYVPqF5/Lly/It8UqwtLREdHQ0Zs2ahREjRshXpiUkJCAhIUFuJ0kSPDw8FPsyFBAQgMOHDyMgIED+++fMmYNWrVphypQpUKvVKCkpwcuXL6Gnp4cpU6YokquL8yxqjgFx8wyIm2uez9U3z56envjss8+0rrKtzMSJE+Hu7q5ILgB4eXkhNTX1ve0eP36My5cvK3rRyNChQ9G1a1ds2rQJJ06c0NoL2dDQELa2thg5ciTc3d0VL8ra2tpi5cqV5d7/9ttvERwcjCdPnsDExETxXBaudKNwxXnWjXkG+DtaV76PiTqnRZ3PgG6e0/zsFj/P3t7e0NPTq/LPbhFUkpI/MURUJ7x+/Rpbt27F3//+d9y7dw8qlQqWlpYYNGgQJk2aVOGDl4nqouzsbKSlpaFr167y7anV5cqVK7h3757W1RUVefz4MaZNmwZPT094eXkp2oenT59i9+7dOHHiBO7cuVOucDVy5Ej07t1b0cyMjAzExsaioKAAjo6OckFu9+7d2LRpk1y4CgoKUqxYp8vzLGKOATHzDIiba9HzDOjO+Uylnj9/Ls+xkleXfqycnBz8+OOPmDhxoqJ3iwJAWloaUlJS8OWXX8oP0K3M8+fPkZeX90FXiH6I5ORkpKamvndx7/Hjxxg6dCh8fHwwffp0RbKB0v2uywpX/31FeVUWrt6lqKioSgpXnGfdmGeAv6N15fuYqHNa9PkM6NY5zc9u3ZhnUVjMICItubm58PHxQWpqKho1aiTfdZCeno6CggJ07NgRGo3mvVfLEBEREdU0Vbm4XlOzRY75/v37GDRoECIiIircA57+uJpSuKKqJXqe7969i7NnzyIvLw/NmzdH//79K3xQNBF9mOo+pwsKCtCwYUM0aNBAfi83NxcpKSkoLi7G559/jlatWlV5P3SNiM/uwsJCpKam4sGDB3j58iXUajU6dOhQ6cPIayNuM0VEWlasWIHU1FTMnj0bEyZMQMOGDQGUfiBqNBqsWrUKK1euxPLlywX3lIiISFmZmZl49uwZ2rdvL//+q8u5IrNF5RYUFCAhIQGurq7VvrAvKrsqc319fd95/NWrVwCAyMhI7N69GyqVCps3b1a0D7pOrVYrur1nZV6+fAl9fX3o6enJ7+Xm5iIyMhJJSUnyFZ8DBw7EjBkzFN8D/b+JXFwXka1Wq/H48WMkJSUhLy8PJiYmcHR0VDz3119/RWZmJvz9/QGUboeyaNEixMbGylvBqFQq1K9fH0FBQZg2bZpi2VlZWRXuaV/VROXqcjYgbnFd5KL+29lln925ubk4fvx4lWUXFRVh/vz5OHjwIPT09BAYGAh/f3/8/PPPWLp0qfx7Wk9PD+PHj8e8efMUzQfELq6LyhaRm5ubi9WrV+PgwYN48eJFueNt27bF9OnTMXz48CrrQ3XhnRlEpKVv375wdnaudE/BefPm4R//+AfOnDlTzT0jIqo6aWlpWLt2LW7cuIHmzZtj9OjRGDFiRLl2R48eRWhoKI4dO1brs3VxzABw+vRprF+/Hs+ePcOXX36JGTNm4PXr15g5cyb++c9/Aih9EOH333+PoUOH1vpckdkfkmtkZISFCxcqlvshi+uXLl2ClZUVmjdvrujiuqhskWO2traGSqV6517Xbx9XqVS4du2aItkiF9dFZYscs42NDf72t7/JW/Hk5OTA09MTGRkZaNasGczMzJCeno68vDx07NgRsbGximwVJHJxXVS2yDF7enrC1tYWCxYsAACsX78e4eHhaNOmDYYOHSo/kDouLg7Z2dkICwvDn/70J0WybWxs0KVLF4wdOxaDBw+Wnx9R1UTl6mq2qMV1kYv6IrN37tyJJUuWwNraGiYmJjh16hSWLl2K77//Ht26dcNXX32FoqIixMfH4+bNm1iyZAk8PDwUyRa5uC4qW1Tu48eP4eXlhYyMDLRp0waGhoa4c+eO/LydnJwcuQj/9ddfy5/xtRXvzCAiLa9fv4adnV2lx21tbZGYmFiNPSKqHaKjoxEREYH//Oc/zK5ludnZ2Rg3bhyePn0KALhz5w4uXLiA48ePY8WKFdDX15fbvnjxApmZmX84U3S2Lo4ZAK5fv46pU6dCkiQYGBjgp59+QmFhIQoKCpCamgpvb2+8evUKR48exdy5c9GmTRt8/vnntTZXZLao3FOnTn3Q4vqNGzfkPytFVLbIMdva2uLWrVv45ptvMGHChHLH7927h6+++gpr167FoEGDFMsFgB49erxzcb1Dhw5IT0/Htm3bcPLkScUW10Vmixzzf/98hYeHIzMzEwsXLoS3t7fcZv369Vi9ejU2b96MoKCgP5y7fft22Nrayq83bNiAPXv2VLi4Hh4eDgsLC8UW10VlixzzvXv3tBbZdu7ciR49ekCj0aB+/f9fPip7dsS2bdsUy5YkCb///juuXr2K0NBQDBkyBGPGjNH6t6gKonJ1NXvv3r1ISEiQF9fXrFmDFi1aYOHCheUW1zUaDTp16qTI4rqoXNHZcXFx6NmzJ3bs2AGVSoWoqCgsXrwYffv21bqwYeLEiRg9ejRiY2MVyf7QxfW5c+fiypUrii6ui8oWOeY1a9YgNzdX/swGSu++CgwMxJMnT7BmzRoUFhYiLCwMMTExsLe3V/x7WbWSiIje4uXlJS1ZsqTS40uWLJG8vLyqsUdEtUNUVJRkbW3N7FqYu2TJEqlz587S3r17pfz8fOnWrVtSYGCgZGVlJfn4+EivXr2S28bHxys6XlHZujhmSZKkWbNmSV988YWUlZUlFRUVSTNnzpR69+4tjRw5UsrLy5PbpaenSz179pRmz55dq3NFZovKHTNmjNS9e3dJo9FUePzu3buSlZWVdPjwYUXyakK2yDGXlJRIW7Zskbp16yZ5enpKN27c0Dp+7969Ksu2srKSEhIS5NchISGStbW1tHPnTq3+RUdHS1ZWVtLatWtrfXZNGrO9vb303XffVdjWz89PGjZsmCK59vb20vbt2+XXTk5O0rhx46Q3b95otXv+/Lk0ePBgydPTU5Fckdkix2xrayvt379fkiRJKigokKysrKT4+PgK227atEnq1q2bYtlWVlbSunXrpPDwcMnJyUmysrKSrK2tJXd3d2nHjh1Sfn6+Ylk1IVdXs0ePHi15e3tLJSUlkiRJ0k8//STZ2dlJvr6+Wu3evHkjDR8+XBozZkytzhWdbW9vr/X9IC0trdLzeuPGjYqd0wsWLJC6d+8uXbx4UX7v0aNH0pgxY6Tg4GBJkiTp9evXUmhoqGRtba3o9wRR2SLH3L9/f2nVqlXl3j937pxkY2MjPXr0SH5v/Pjx0oQJExTLFkHv/eUOItIlwcHBOHDgAI4cOVLu2OHDh3HgwAF88803AnpGRFQ1Tp8+jREjRsDT01PezzQiIgLBwcE4c+YMZsyYgcLCwjqVrYtjBoB//etfGDlyJFq0aIF69erB19cXz549g7u7u9Z2LJ9++ilGjBiBixcv1upckdmicvfu3YugoCCEhYVh7NixuHnzptZxJe9KqCnZIsesUqkwefJkJCQkwMDAAKNGjUJ4eHiVncPvcuTIEYwYMUK+S6CsfwEBAXBycqrwu21tzxaVW1BQgLy8PDg4OFR43NHREenp6YpkvXr1CoaGhgBK79bLysqCl5eX1l0CANCoUSOMGjWq3M9/bcwWOWZzc3PcunULAGBgYFAu820qlUrxzxczMzMEBwcjKSkJ0dHRGSDgDwAADRRJREFU+OKLL3Dr1i0sXboU/fv3x7x583Dp0iVFM0Xm6mJ2eno63Nzc5J+dwYMH49WrV3B3d9dqV79+fQwbNgypqam1Old09ps3b7Tuei77s4GBQbm2hoaGePPmjSK5SUlJGD9+vHyXAAC0bNkSs2fPxuHDh5GVlYWGDRviu+++Q69evbBjxw5FckVmixzzkydP8Omnn5Z739zcHCUlJbh//778nqurq2JbforCbaaIdFxF+zFaWFjgL3/5C9q2bYuOHTsCAG7duoW7d+/is88+wy+//AJ7e/vq7ipRtfuYB6VKCj+CShezReVmZmZi0qRJ5d4PCAiAoaEhQkNDERQUhMjISMUyRWfr4piB0tutzc3N5ddmZmYASvev/W/t27dHbGxsrc4VmS0qt2xx3cXFBQsWLMCoUaMwZcoU/PnPf67yB42LyhY55jIWFhaIiYlBbGwsVqxYgUOHDmHx4sXyvFe1D1lcX7NmTZ3KFjnmhg0bol69epVuYWVgYICSkhJFskQurovKFjlmV1dX7NmzB5MmTYKpqSmcnZ2xa9cuDB48WKsfL168wL59+9ClSxfFst+mp6cHZ2dnODs7Izs7Gz///DP279+PuLg4/PLLL+jQoQPGjBkDHx+fOpGrS9miFtdF5YrONjc3x+XLl+Hp6QkASElJAQCcPHmy3DZDJ0+eVOyh8B+yuF6W5erqioiICEVyRWaLHHPLli2RkpIiz3OZlJQUqFQqNGnSRH5P6Z8xEVjMINJxcXFxlR5LS0tDWlqa1ns3btzAzZs3sXz58qruGpFwxcXFaN68Odq1a/fetpmZmYru7a+L2aJyGzVqhJcvX1Z4zMfHByUlJfjxxx8xc+ZMuLi4KJIpOlsXxwyUfnl/O7tevXoAUOGCryRJ8vHamisyW+SYAbGL66KyRRcUgNKHBw8YMACLFi3C5MmT4ejoWKV3hpSpzsX1mpItIjc2NhanTp0CULoYd+/evQrbZWZmwtjYWJFMkYvrorJFjnnq1KlITEyEh4cHpk2bhlGjRiEkJASDBw/GkCFDYGJigocPHyI+Ph7Z2dmYP3++YtmVadGiBQICAhAQEIBTp05h3759OHr0KH744YcqWdgXnVvXs0UtrovKFZ3t5uaGqKgoGBsbo2XLlti4cSMsLS2RlZWFsLAwuLm5obi4GHFxcUhKSsLo0aMVyRW5uC4qW+SYBwwYgL1796Jdu3YYNWoUDAwMcObMGSxfvhympqbyRcpA6bORlPwZE4HFDCIdd/36ddFdIKqxLC0t0bp1a2zbtu29baOjo7F27Vpm18JcCwsLXLp0CRMnTqzw+OTJk1FUVIRVq1bhypUrimSKztbFMQNAq1atkJGRIb82MjKCRqOBjY1NubYZGRlo3rx5rc4VmS1yzG8TtbguMlvkmAHA1NQUUVFROHjwIJYtW6b43YNvE7G4Ljpb5JjPnz+P8+fPy68TExPh6+tbrt3Zs2fRqVMnRTJFLq6LyhY5ZrVaDY1Ggzlz5mDZsmVQqVSQJAm5ublYt24dgNICdOPGjREaGgonJyfFsj+Eg4MDHBwc8OTJE8THx9f53LqYLWpxXVSu6GwfHx8cP34cW7ZsAVC6iL5ixQo0btwY3t7e2LhxI4DS89rY2BgzZsxQJFfk4rqobJFjDgoKQnJyMsLCwhAWFia/r6enhzVr1mh9Dzx27Bh69uypWLYILGYQERFVonPnzvKCAbPrbq6DgwO2bNmC/Px8GBkZVdhm6tSpKCkpQXh4uKKLgqKydXHMQOnPWNnVcEDp3sSVbZuYnJz8UVuf1cRckdkix/zfqnNxvaZkixxzmSFDhsDV1RWvX7+W9/9XmojFddHZonI/9AKop0+folu3bujTp48iuSIX10Vliy4omJqaIiYmBhcvXkRycjJu376NgoIC6Ovro3Xr1rCzs4OLiwvUarWiuR/D2Ni4wi0r62puXcoWtbguKld0tlqtRmxsLM6dO4f8/Hz06NEDJiYmAEqL4zExMcjKykKnTp3g4+OD1q1bK5IrcnFdVLbIMTdr1gz79u3DunXrcPbsWRQWFqJTp06YNGmS1jM8AODQoUOK5YrCYgYREVElbGxscOjQIaSnp8PCwuKdbc3MzNCrVy9m18Lc4cOHo7CwEPfv33/nVg3+/v5Qq9X4/fffFckVma2LYwaAOXPmID8//73tcnJy4ODgAGdn51qdKzJb5JgrUx2L6zUtW+SYgdKtkKrquR2iFtdFZosc84dq2rRphc/k+yNELq6Lyq4JBYWePXtW69W7gYGBsLKyqrY80bm6mi1qcV1UruhsoHSrz379+pV739raGqGhoYpmlRG5uC4qW3RBoVmzZtWy9V9NoJJEXKZDRDVafn4+9u/fj5SUFOTl5ZXbb1elUiEmJkZQ74iIiIiIiIiIiEjX8M4MItLy6NEjjBs3DpmZmWjcuDHy8/PRpEkTPHv2DCUlJTA2NhZyZR8RERERERERERHpLj3RHSCimmX16tXIzc3F1q1bkZiYCEmSEB4ejosXL8LPzw+NGjXC7t27RXeTiIiIiIiIiIiIdAiLGUSk5bfffoOHhwf69eun9YAiQ0NDfPvtt+jQoQNWrVolsIdERERERERERESka1jMICItubm58oPA6tcv3Ynu9evX8vH+/fvjt99+E9I3IiIiIiIiIiIi0k0sZhCRlqZNmyI/Px8AoFar0aBBA2RmZsrHVSoVCgoKRHWPiIiIiOqgiIgIWFlZ4ezZs6K7QkREREQ1FB8ATkRa2rVrh1u3bgEoLVx06dIFcXFx8PDwQHFxMQ4cOABLS0vBvSQiIiKimqzsTt930Wg06NOnTzX0hoiIiIjqAhYziEiLo6MjNm3ahL/+9a/Q19eHn58fAgMDYW9vD5VKhZcvX2L58uWiu0lEREREtUBgYGClx8zNzauxJ0RERERU27GYQURa/P394evri4YNGwIAXFxcEBkZifj4eNSrVw9ubm5wc3MT3EsiIiIiqg2CgoJEd4GIiIiI6gg+M4OItKhUKrmQUcbFxQURERFYvXo10tLS0LlzZ0G9IyIiIiJdkpmZiSFDhqBr166Ij4/XOvbw4UMsXrwYAwcORNeuXdGnTx8EBATgypUrgnpLRERERFWJxQwi+miSJInuAhERERHVcdevX8fYsWPx4MEDbNiwAe7u7vKxq1evwt3dHbt27UK7du0wYcIEODs748KFC/D29saJEycE9pyIiIiIqgK3mSIiIiIiIqIqERERUeH7+vr6mDZtWqX/3alTpxAUFARDQ0Ps2rUL1tbW8rGioiIEBwfjxYsX0Gg0sLe3l489evQIHh4eCAkJwfHjx8vdcUxEREREtReLGURERERERFQlIiMjK3zfyMio0mJGfHw8QkJCYGlpiU2bNsHMzEzreFJSEu7fvw9fX1+tQgYAmJqaws/PD8uXL8fp06cxYMAAZQZCRERERMKxmEFERERERERV4saNGx/VXqPR4NixY+jRoweio6PRpEmTcm1SUlIAlD5Po6I7P+7evQsAuH37NosZRERERHUIixlERERERERUI1y4cAGSJKFfv34VFjIA4OnTpwCAxMTEd/5dL168ULx/RERERCQOixlEhHXr1n1w2/Pnz1dhT4iIiIhIly1btgwbNmxAZGQkiouLERwcXK6NkZERACAqKgoDBw6s7i4SERERkSAsZhARVq9e/VHtVSpVFfWEiIiIiHSZkZERtmzZAn9/f0RHR6OwsBBz5szRamNnZweg9C4OFjOIiIiIdAeLGUQEjUYjugtERERERAAAtVqNTZs2Yfr06di8eTMKCwuxYMEC+fjAgQNhaWmJXbt2oW/fvhU+F+Py5cuwtraGoaFhdXadiIiIiKoQixlEBHt7e9FdICIiIqI6qKIHdJdxcXGBjY1NhccMDQ2xfv16BAUFYfv27SgsLMSiRYugUqnQoEEDREREwM/PD9OmTUP37t1hY2MDAwMDPHz4EP/+97+Rnp6OkydPsphBREREVIewmEFERERERERVIjIystJj5ubmlRYzAEBfXx+RkZGYNWsW9u7di8LCQixfvhx6enqwtrZGfHw8tm7diqSkJBw4cAB6enpo0aIFOnfujKCgIBgbG1fFkIiIiIhIEJUkSZLoThAREREREREREREREVVGT3QHiIiIiIiIiIiIiIiI3oXFDCIiIiIiIiIiIiIiqtFYzCAiIiIiIiIiIiIiohqNxQwiIiIiIiIiIiIiIqrRWMwgIiIiIiIiIiIiIqIajcUMIiIiIiIiIiIiIiKq0VjMICIiIiIiIiIiIiKiGo3FDCIiIiIiIiIiIiIiqtFYzCAiIiIiIiIiIiIiohqNxQwiIiIiIiIiIiIiIqrRWMwgIiIiIiIiIiIiIqIajcUMIiIiIiIiIiIiIiKq0VjMICIiIiIiIiIiIiKiGo3FDCIiIiIiIiIiIiIiqtFYzCAiIiIiIiIiIiIiohrt/wDrQ1TH6itEqwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (0.5528873873338512+1.252420824233968e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0005528873873338513, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 4.469235422881735e-16\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2018-06-14 04:41:56.595 (GMT -0400)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Tue Feb 18 00:41:03 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|}{Tue Feb 18 00:41:03 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", "Tue Feb 18 00:41:03 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: 2020-02-17_23-02-31\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 (2018). *ePSproc: Ethylene (C2H4), orb 4 ionization (B1u), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706973. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 4 ionization (B1u), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 4 ionization (B1u), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706973},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb4_B1u.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.3706973.svg)](http://dx.doi.org/10.5281/zenodo.3706973) [![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 }