{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706977.svg)](http://dx.doi.org/10.5281/zenodo.3706977) [![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 7 (HOMO-1) ionization (B3g), 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_orb7_B3g.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb7_B3g.html\n", "- Dataset: https://zenodo.org/record/3706977\n", "- DOI (dataset): [10.5281/zenodo.3706977](http://dx.doi.org/10.5281/zenodo.3706977)\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 orb7_B3g\n", "- Ethylene, HOMO-1 ioinzation (B3g), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Fri Feb 16 14:51:09 EST 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 orb7_B3g\n", " Ethylene, HOMO-1 ioinzation (B3g), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Fri Feb 16 14:51:09 EST 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_orb7_B3g.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_orb7_B3g.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_orb7_B3g.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_orb7_B3g.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 orb7_B3g\n", " Ethylene, HOMO-1 ioinzation (B3g), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Fri Feb 16 14:51:09 EST 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 2 2 2 1 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 0 0 0 1 0]\n", "Ionizing orb sym:\t\t ['B3G']\n", "Orb energy (eV):\t\t [-13.75535563]\n", "Orb energy (H):\t\t\t [-0.5055]\n", "Orb energy (cm^-1):\t\t [-110944.42616046]\n", "Threshold wavelength (nm):\t 90.13521765876375\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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i0qRJWcuWLYuYMGFC9tChQ0f/7W9/iwnW5/CFL49gTQMuAs4HMoAzgbM8X1/YZ5EFgC5EVyqwjpbi1YXoSgWENTGRxv0lwQ5DKeWDGTNmVO7bty80PT191FVXXTX87bffjrrooouqtm3bFr5v3z4rwLPPPht/zTXXHASora0NOfvss6s2btz4VWRkZNM999yT+tFHH239+9//vu2+++5LDe6n6VyXCYgxZhewB3jbGLOr7avvQ+w7tuRkrElJmoAoFSCWQYOwxMVpKV6lAsSWmkJjUVGww1BK+SAmJsa1YcOGTY899tguh8Ph/OEPf3jyY489Fn/55ZcfeuqppwYfPHjQsmbNmqhZs2ZVANhsNnPZZZdVAowcObL29NNPrwoLCzMTJkyoLSoqCg3up+mcT2tAjDEuEflSRIYbY3b3dVCBpA0JlQqs0PR0nQFRKkBChw7jyPKPtRmhUscJq9XKtGnTqqZNm1Z16qmn1r744ovxzz777K4LL7wwMzw83Fx00UVlNs+6ZavVakJC3HMJISEhhIWFGQCLxUJTU1O/vuC7UwUrGdgoIv8SkbeaX30VWKDY8/JoLCrCWVoa7FCUOiFoKV6lAsc2dCimro6mgweDHYpSqgtffvll2Pr168Oav1+7dq196NChDenp6Y1JSUmNv//975Ovv/76AXExd6cK1q99GSQil/owrM4Y80433rvP2PPGAFDzxRcMOvfcIEej1MAXmp5OxRtv4DpyhJDIAVldUKl+I3TYUAAa9u7F6nAEORqlVGcqKystt9xyy/DKykqLxWIx6enp9S+88MIugNmzZx/685//bB03blxdsOP0B58TEGPMv0UkCRjv2fSZMcZbaY2ngDeBzqZ+pgD9IgEJzz3WkFATEKX6Xmi6ZyH67t2EjxgR5GiUGthsQ90JSOPevZCfH+RolFKdOeOMM2rWrl272du+5cuXRzcvPm9WU1OztvnrP/zhD/s62tcf+ZyAiMjlwEPAB7iTi7ki8nNjzCtthi4xxvxHF+d6qbuB9pXmhoS1X3wZ7FCUOiEcLcW7c6cmIEr1MVuquxBO4969QY5EKdVTI0eOHGG3211PPPHEnmDH4i/deQTrbmB886yHiDiA94BWCYgx5qquTuTLmECKyMujbOHLmIYGJLRfFw1Q6rgXOnw4APU7dgQ5EqUGFqfLSXl9OQn2hKPbQsLDsTocNOzRBESp49XGjRu/CnYM/tadReghbR65OtTZ8SISLiK3i8hrIvKqiPxURMJ7HGkfsuflYerrqduiDQmV6mshERFYk5Np2LEz2KEoNaA8se4Jvr3o2zhdzlbbbcOG6QyIUqpf6U4C8q6I/FNErhGRa4C36XwdxzxgJDAXeAwYAbzY00D70tGGhGu1HK9SgRCWkU6DzoAo5VcOuwOD4VDtoVbbbUNTadg7YJ7cUEoNAD4nIMaYnwNPAKcCY4AnjTG/6OSQbGPMj4wxyzyvG4Cs3oXbN7QhoVKBFZqeQcOOHRhjgh2KUgNG86NXB+taV+kMHToMZ8l+TENDMMJSSql2ujMDgjHmNWPM7caYnxpjXm+5T0Q+aTN8rYic1mL/RODjnofat7QhoVKBE5qRgevIEe2/o5QfOezuMrsHa1onILahQ8HlorG4OBhhKaVUO91KQLoQDiAi60VkHTARWCEiO0VkB/AJ7vK7/VL4yJE07ttHU2VlsENRasALzcgA0HUgSvmRI8KdgJTWtk7sj/YC0YXoSql+wp8JSPOzFNOAi4DzgQzgTOAsz9cX+vH9/Co82/10WP3WrUGORKmBLywjHUDXgSjlR/Hh8UD7BKRVLxClVL9UXV0t48ePz3Y6nWzZsiV0woQJ2QCLFy+Ojo6OzsvJycnNysrKnTRpUlZRUZEV4KWXXorNysrKzcnJyR01atSIf/7zn1FAq+M7k5qaOrrl97/+9a8Tw8LCxh46dMjSvO3RRx+Nv/rqq4e3HDdhwoTsDz/8MKLlOerq6qSgoCC7sbHRp8/rzwSkWVUXr34pLNv9/0krYSnV96zJyUh4uCYgSvmRzWIjNiy23SNY1sRExGajUReiK9VvzZ07N2H69OllVmv7DhkFBQXVmzdv3rR169ZN+fn5Rx5++OFEgIsuuqhy8+bNmzZv3rzpmWee2fmTn/wkrTcxvPLKK/GjRo068re//S22u8eGh4ebM888s/Lpp58e7Mv47vQB6Upz5/ODwF7A2WY7uGdJTvJ6sMgw3JWzhgAu3Ivc/yQig4GXgXRgJ3C5MabMj3EDYE1KIiQmhvotOgOiVF+TkBBC09Ko36kJiFL+lGBP4GBt6wRELBZsKSk07C0KUlRKHT9+/sqXw7aWVEX485xZQ6JrHrpsTKd3ABYtWhS/cOHC7QAWi8XExsY6245xuVxUVVVZMjMz6wBiYmJczfuqqqpCRNx/cnd0fFtxcXFHx2zcuDGspqYm5IEHHtjzu9/9LvmWW2451Nmx3s5x2WWXld9xxx2pN9544+GujutyBkREHhORST7E8APPv3OBMuBd4IfAScaYDM/La/Lh4QR+ZowZAZwG3CwiucAdwL+MMacA//J873ciQnhWFvU6A6JUQIRmZOgaEKX8zGF3tEtAwNMLZI/OgCjVH9XV1cmePXvCsrOzGwAyMzMbCwsLv2nev2rVqqicnJzclJSUUz/66KPoOXPmHL3I582bF5uRkTFy5syZpzz55JM7vR3fkQ0bNhxtcPjCCy8MvvTSSw+ff/751Tt27AhvfsyrO+cYP3587bp16yJ9Oc6Xk38N/F5EknHPRCwwxrQrF2WM2eD591Zxp2Bn4U5K5opIIfC4MabD253GmGKg2PN1lYh8BaQCF3vOBfAC8AHQWfnfHgvLzqb8tdcwLhcS0hdPpymlmoVmpFNVWIiroYGQ0NBgh6PUgOCIcLCzZGe77bahqdStXx/4gJQ6znQ1U9EXSkpKrNHR0R3OWBQUFFQvW7ZsG8Ddd989ZM6cOUPnz5+/G+Dqq68uv/rqq8uXLFkSde+996ZOnTq1R4/yvP7664Nfe+21bRaLhQsuuKBs3rx5cXfeeWdp86xKW962W61WbDabKSsrC4mLi3N5OeyoLv/KNsb8yRjzLdyLyQ8Dz4nIVyJyr4h47eth3JYB/w38FbgWmNrVezUTkXQgH1gJJHmSk+YkJdHX83RXWHYWpqZGF+opFQBhGRnu0qC7dwc7FKUGjHh7PAdrD7brsRM6bBhNFRU0VfXbpZhKnbAiIyNdDQ0NPt35njlzZvnKlSuj226/4IILqnft2hVWXFzc7eUVK1eutO/atSvs/PPPz0pNTR391ltvDX7llVcGAyQkJDjLy8stLceXl5dbkpKSvCZMjY2NEhER0WWTr+40ItxljHnQGJMPfA+4BPiq7TgRiRSR74nIm7g7pUcBY40xT/nyPiISBbwK3GaM8bkmrojcICKrRGRVaQ97C4TrQnSlfNLd681l2t8IaS7FW68L0ZXqUHevNYfdQaOrkYr6ilbbbalaCUup/srhcDQ1NTVJTU2N9+mGFpYtWxaVlpZWD7Bhw4Ywl8v9+3X58uURjY2N0jYx2LFjh+1b3/pWp43A582bN/hnP/vZvqKiovVFRUXrDxw4sK6kpCR069atoaeffvqR1atXR+3evdsK8OGHH0Y0NDSEnHzyye06m5aUlFji4uKcYWFhXSYgPmdJImLDXVp3NnAO8G/g116GHsD92NYCYBvuhefjRWQ8uJsZdvEerwJ/azFuv4gkG2OKPY+BHfB2rDHmSeBJgIKCgh61Vw7LzAQR90L0c8/tySmUOiF053q76PWLmDBkAv/zrf9ptV17gSjVte7+bjvajLD2ILHhxwrZ2I72AtlD+IgRfRGqUqoXpkyZUlFYWBg1Y8aMdtOUzWtAjDFER0c3PfvsszsBFixYEPfyyy/HW61WEx4e7nrxxRe3h7RZQrBnzx6bxWLp9GfHG2+8MXjx4sVft9x2wQUXlL3wwguD77///pIHH3xwz/nnn3+Ky+WSyMjIppdeemm7xWJpd54lS5YMOueccyra7fCiywRERM4FrsTdw+MzYCFwgzHmSAeH/B130pHjebVkAK8JiGfdyDPAV8aYP7TY9RbuxewPeP59s6uYeyokIoLQ4cN1IbpSfmS32tl3ZF+77ZaoKCyOBC3Fq5QfJdgTAHcvkMy4zKPbQ4/2AtFKWEr1R7feeuuBhx56aEjbBGTatGlVVVVV7dZeA9x///0l999/f0ln512+fHnkjTfe6PXmfbOioqJ2C8Sefvrpo9OlV111VflVV11V3vkngAULFgx+6KGHfJpm9WUG5C5gPvBfxpguy2oZY67x5Y29mIx70fp6EWn+D30X7sRjkYj8CNgNzOrh+X0Slp1N3ZbNffkWSp1QkiOT2VW5y+u+sPQMGnbuDGxASg1gzd3Q21bCssTEEDJokPYCUaqfmjx5cu3nn39e6XQ68dYLpKfuuuuunq1L6Ka6ujqZPn16+ZgxY+p9Gd/lJzTGnN38tYicDpxijHlORBxAVNvKViIyzRizuLNzehtjjFlO654hLZ3TVZz+EpadRdXSpbiOHCEk0qdKYkqpTqREpfBp8acYY9pVzQjNyKCqsDBIkSk18LScAWnLNjSVBl0DolS/ddttt/nUe6M/Cg8PN3PmzPE5/u6sAfklUABkA88BNuAl3DMXLT0kIkV0nEwA/C/QaZISLOHZ2WAM9du2YR8zJtjhKHXcS45MpsZZQ2VDJTFhMa32hWZk0FRejrOsDGtcXJAiVGrgiLRFYrfaKa1pn4CEDh1G/ddfezlKKaUCqztzPJfgLo27BsAYs09E2pUBA/YDf/CyvaV++xMwrEUlLE1AlOq95KhkAIqPFHtJQNIB90J0TUCU8g+H3cGh2vY3Im1Dh1L9wQfa60opFXTdSUAajDFGRAy4y+16G2SMOcsfgQWLLTWVkIgIdyUspVSvpUSmALCveh85g1vXpQg7WglrBxFj8wMem1IDUYI9wesjWKHDhmIaGnCWlmJLSgpCZEop5dadWyCLROQJIFZErgfeA3zq7XE8kZAQwrKytBKWUn4yJHII4J4BacuWmgo2Gw07tRKWUv7iiHC0W4QO7hkQ0F4gSqng604jwoeBV3D36cgG7jXGzO2rwIIpLDubuq1b23WSVUp13+DwwYRZwiiubp+AiNXqLn2tpXiV8puOZkCaE5CGPVoJS6n+prq6WsaPH5/tdDrZsmVL6IQJE7IBFi9eHB0dHZ2Xk5OTm5WVlTtp0qSsoqIiK8Djjz8+OCsrKzcrKys3Pz8/55NPPrE3ny81NXV0V+/ZcozFYhmXk5OTm52dnZubmzti6dKlR590OuOMM06Jjo7OO/vsszNbHj9hwoTsLVu2hAJMmjQpq7S0tH1zkA74nICISBJwCHdJ3oeMMUu7GB/my7b+KCw7C1dlJc6STksrK6V8ICIkRyZ77QUC7nUg2oxQKf9JsCdwpPEINY01rbbbUlNBRHuBKNUPzZ07N2H69Oll3krwFhQUVG/evHnT1q1bN+Xn5x95+OGHEwEyMzPrP/744y1bt27ddOedd+778Y9/nNbT9w8LC3Nt3rx505YtWzbdd999RXfdddfQ5n3/9V//VfLEE090eqfwyiuvPPTwww87fH0/XxoR5gF/BWKA5p9aQ0WkHLjJGLOmg0M/Acb6sC3gvjr0Fc9tfI7bx91+9PGQlsJbLES3JScHOjylBpzkyGRKjnhP6MMyMqj+94cYpxPxY+1zpU5ULbuhD7cNP7o9JDQUa1ISjToDolTH3rh5GAc2Rfj1nIm5Ncz4c6cX3qJFi+IXLly4HcBisZjY2Fhn2zEul4uqqipLZmZmHcC55557tCn42WeffWTOnDmhzd/HxcW1O76tjsZUVFRYYmJiju67+OKLqxYvXtyu8FRsbKyzucv67NmzyydNmpTz4IMP+nT33pff9s8DPzbGrGy5UUROw12Od0yb7UOAVMAuIvkcK8c7CPDv/9AeqnXWsmTHEqafPN1rAhKWlQVA/ZatRJ91VoCjU2rgSYlK4YM9H3jdF5qeAY2NNBYVEZrW45s3SimPVgnIoOGt9tmGptJQpGtAlOpP6urqZM+ePWHZ2dkNAJmZmY2FhSVxtBoAACAASURBVIXfNO9ftWpVVE5OTm55ebnVbrc3PfLII+0u4rlz5yacffbZFc3fb9iw4auu3rflmPr6+pCcnJzc+vp6OXjwoO2dd97pshpTyxgdDkdTQ0ODlJSUWIYMGdLU1bG+JCCRbZMPAGPMpx1UwvoOcA0wlNbleKtwdzYPurRB7j9ydlXu4vTU09vtt0RHY0tJ0YXoSvnJkMghHKo7RH1TPWGW1k9ihnoqYdXv2KEJiFJ+kBDRcTPC0KHDOPLJJ4EOSanjRxczFX2hpKTEGh0d3eGMRUFBQfWyZcu2Adx9991D5syZM3T+/Pm7m/f/4x//iH7ppZcSVqxYsbmnMTQ/ggXw3nvvRV577bUZW7du3RjSjZLd8fHxzt27d4cOGTKktquxviQgS0TkbWAe0Pw/ZRhwNfBu28HGmBeAF0RkpjHmVZ+jDqDB4YOJtkWzs2Jnh2PcC9E1AVHKH1Ki3KV4S46UHL0B0KxlLxDOCmhYSg1Izd3QO6qE5dy/H1d9PSFhx8WyTKUGvMjISFdDQ4NPf+nPnDmzfNasWSc3f79y5Ur7TTfdlPb2229/7cvMgy+mTp16pKyszFpcXGxNTU3t8lGuZvX19RIREeHyZWyXCYgx5hYRuQC4GPejVQLsBf5sjHmnk0NHichIL+f7jS+B9SURIW1QGrsqd3U4Jiw7i+oPP9Qf0kr5QXLksWaEbRMQa1wclthYGrQSllJ+ERsWi1Ws3ruhD/OU4i3aR9hJGYEOTSnlhcPhaGpqapKamhqJiIjotATrsmXLotLS0uoBvv7669BZs2ad/Oyzz+449dRT6zs6JiMjY+SOHTs2+hrP2rVrw10uF0lJST4nHy6Xi9LSUlt2dnaHcbTk04pPY8wSYImvQXhUt/g6HJgGdPk8WqCkxaSxdv/aDveHZ2dDUxMN33xDeG5uACNTauA5moB4KcUL7sewNAFRyj9CJIR4e3ynpXgb9+7RBESpfmTKlCkVhYWFUTNmzKhqu695DYgxhujo6KZnn312J8A999yTXF5ebv3P//zPNACr1Wrarv0oLi62GmOk7Tnbal4DAmCM4fHHH9/ZXJFr3Lhx2du3bw+vra21JCUlnfqXv/xl58yZMytbHr98+fKI/Pz8IzabzafP26uSMyJygzHmSW/7jDG/bzP2YeCt3ryfP6UNSuOd7e9Q56wj3Brebn/Y0UpYWzUBUaqXkiKSEKSTUrwZVH/0YYCjUmrgctgdHKo91G576HD3ovT67duJmjIl0GEppTpw6623HnjooYeGtE1Apk2bVlVVVfWFt2NefvnlXUDHj/MAH3zwQeR11113oKv3b2pqWt3RvtWrV3e5JuG5556Lv+mmm7p8n2a9rXnZZUbVQgRwUi/fz2/SB6VjMOyp2sMpcae02x86fDgSFkb95h6v51FKedgsNhwRjg5nQMKyTqHitddoPHAAW2JigKNTauBJiEhgX3X7hN/qcGBNSab2yy+DEJVSqiOTJ0+u/fzzzyudTifeeoH01JVXXlnR9ajeGzVqVO3FF1/cbvamI74vbffCGPNER/tEZL2IrPO8NgJbgD/15v38qWUlLG/EaiV81Chq1nb8mJZSynfJkckUH/GegESMdbcHql3TUVshpVR3JNgTvC5CB4jIy6d2zVqM6fRRc6VUgN12222H/Jl8BNLPfvYz7z9wOuBTAiIi3xGRx0XkLRF50/P1+V0cNg24yPM6D0gxxjzWneD6UnMCsrNyZ4djIgoKqNu4kabqIx2OUUr5JiUypcMEJHzECMRup2a1JiBK+YPD7uBw3WEaXY3t9tnz83Hu34+z2Pv1qJRSfa3LBEREHgFuBf4N/B/wkOfrW0SkwxkNY8wuIBZ3AnIJ0K8WUkTaInHYHZ1WwooYPx6amqj9wuujd0qpbkiOcndDd5n2FfrEZsM+Zgy1qzt8BFUp1Q3NpXi9rQOx5+cD6Ay/UipofJkB+a4x5rvGmIXGmOWe10LgQuC7HR0kIrcCfwMSPa+/ich/+iVqP+mqFG9Efh5YLNR8/nkAo1JqYEqOTKbR1ej1DyJwP4ZVt3kzTdXVXvcrpXzX3A3d2/UWnpON2O3UrtWba0qp4PAlAakTkQleto8H6jo57kfARGPMvcaYe4HTgOt7EGOf6SoBCYmMJHzkSGpWrQpgVEoNTM3NCDuqhGUfNxZcLmq/0MWxSvWWI8KdgHgrxStWK/ZTT6VWZ0CUUkHiSwJyDTBXRDaJSKHn9RUw17OvIwK07MjYRPeqZvW59EHpHK47TEV9xwUCIsYXULduHa66znItpVRXhkQOATruBWIf455xrF2jj2Ep1VvNj2B5S0AA7Pl51G3ejKumJpBhKaU6UF1dLePHj892Op1s2bIldMKECdkAixcvjo6Ojs7LycnJzcrKyp00aVJWUVGRFdwNA/Py8nJCQ0PH3nvvvUktz5eamjq6q/dsOcZisYzLycnJzc7Ozs3NzR2xdOnSSIAVK1bY8/LycjIzM0dmZWXlPvXUU3HNx0yYMCF7y5YtoQCTJk3KKi0ttfj6ebtMQIwxa4wxE4FvA3cCdwFnG2MmGmM6+0vhOWCliPxKRH4FfAo842tggdC8EH135e4Ox0QUFGAaG6n9cl2gwlJqQEqJdM+AdLQQ3RIVSXhODjWrNAFRqkeKVsPKJ6FkPfGhsQAcrOmgElZ+vnuN47r1gYxQKdWBuXPnJkyfPr3MWxWsgoKC6s2bN2/aunXrpvz8/CMPP/xwIkBiYqLzT3/60+4f//jH+3v7/mFhYa7Nmzdv2rJly6b77ruv6K677hoKEBUV5XrxxRd3bNu2bWNhYeHXd91117CDBw+2SzSuvPLKQw8//LDD1/fzqdaXiMQAZwKpgAH2icg/jTHlHR1jjPmDiHwAnI575uNaY0y/mu9NizlWCWu0w3uiGDFuHIhQ8/nnRE709iSaUsoXUaFRRNuivfYmaGYfN5byRX/HNDQgoaEBjE6pAWBrIfz7AQBsYTHEpQymdPt7cNIMGJTcaqh9zBgAar9YS+RpEwMeqlL91f98/D/DtpVti/DnOTPjMmvum3zfns7GLFq0KH7hwoXbASwWi4mNjXW2HeNyuaiqqrJkZmbWAaSmpjpTU1Odb775ZmzbsXFxce2O93VMRUWFJSYmxglw6qmn1jdvT09Pbxw8eLCzuLjYmpCQ0BQbG+u0WCwGYPbs2eWTJk3KefDBB0u6el/wIQERkauBXwKFQJFn89nA/4rIr40x8zo61hizBui3dTWHRQ0jREI6XQdiGTSIsJwcXQeilB80V8LqSMS4AsrmvUjdV18d/QNJKeWjs+6AvO/B7k9g9ycklC7jYMkX8Op1cO3brYZaYmMJzTxZK2Ep1Q/U1dXJnj17wrKzsxsAMjMzGwsLC79p3r9q1aqonJyc3PLycqvdbm965JFH9nZ1zg0bNnzVnTH19fUhOTk5ufX19XLw4EHbO++8s7Xt+GXLlkU0NjZKbm5uPUDLGB0OR1NDQ4OUlJRYhgwZ0tT22LZ8mQG5GxjXdrZDROKAlUCHCUh/Z7PYSI1K7TQBAfc6EL0rq1TvJUcmuxehH/gKHDkgrZeFRYz1lAddtVoTEKW6SwTi0tyvMbNxLP0xB0u/gq8/gdpysLe+SRqRn09l4VKMy4WE9KovsVIDRlczFX2hpKTEGh0d3eGMRUFBQfWyZcu2Adx9991D5syZM3T+/Pkdrx/ogeZHsADee++9yGuvvTZj69atG0M8Pxt27dplu/baa0965plndlgs3pd6xMfHO3fv3h06ZMiQ2q7ez5efOIL7sau2XPSzReU90VUlLPCsA6mro3bDhgBFpdTAlCyhFB/+Gv5yGmx8vd1+q8OBLW04NdoRXaleS7AnUBoCmCbY8e92++15+bgqKmjYsSPwwSmljoqMjHQ1NDT4dBdg5syZ5StXrozuy3imTp16pKyszFpcXGwFOHz4cMgFF1yQee+99xadc845HXbnrq+vl4iIiPbNvrzw5cPeD6zxdD+/y/P6K+5Hq+735U36s/RB6eys3Impq4Iy74lIxPjxANR8ro9hKdUjNYdh8U9J+fLvVImh2h4LG171OjRiXAG1q1djjLf7HkopXyXYEzjYWIUJGwTb/tVuf3NDQi3Hq1RwORyOpqamJqmpqenyxv6yZcui0tLS6rsa11JGRsbI7oxfu3ZtuMvlIikpyVlXVycXXnhh5uzZsw/9x3/8R1lHx7hcLkpLS23Z2dk+xeZLFawXgALc3c/rgQbgA6DAGPO8L2/Sn6UNSqPWWUvp89+BJ6ZAQ/uShNa4OMJOydSGhEp1l6sJPn8a5o6F1S+QnH4WAPtyznf/QdTQ/kZKxLixNJWX07B9e4CDVWpgcdgdOF1OytMnua+3Nkl9aEY6lthYXQeiVD8wZcqUisLCwihv+5rXgGRnZ+cuWLAg/pFHHtkDsHv3bmtSUtKpTz75ZNIf//jH5KSkpFMPHz7c6m/74uJiqzGmy8SmeQ1ITk5O7uzZs096/PHHd1qtVp599tm4zz//PGr+/PkJzftXrFhhb3v88uXLI/Lz84/YbDafPq9PVbCMMWXAQp/OeJxJi3ZXwtpVvo3EunrY9CbkXdlunL2ggMo338I4nYiXEmlKKS+My10WNGkUXPAgySFOeOcqSlLHkLV2IXy9FEbOaHWIfexYAGpWrybs5JODEbVSA0JChLsXyMFhBcRteRcObgVH9tH9IoI9P5/aNZqAKBVst95664GHHnpoyIwZM6pabp82bVpVVVXVF96OGT58uHP//v2d9on44IMPIq+77roDXb1/U1OT1xr4N9100+GbbrrpcFfHP/fcc/E33XRTl+/TrFerzkTErwXEReRZETkgIhtabBssIktF5GvPv3GdnaO70nd+AsDOkRfB4JNg7Utex0WOH4+rpoa6r7osKqCUamaxwTVvww//AUkjSY50lwLdFxELEfHw1VvtDglNT8cSH0/tal0HolRvOOyebuiJWe4N295rN8aen0/Djh04yzp8skIpFQCTJ0+uPeussyqdzi6r53bLlVdeWXHPPff4nBj01KhRo2ovvvjiqq5HunWZgIjIpR28ZgJDehVte88D57fZdgfwL2PMKcC/PN/7x+6VJP3rfsIQdg3JgfyrYNdyOPRNu6H2ggJA14Eo1W1RjqPVrhLsCVhDrBTX7oecabD1n9BY12q4iBAxdiw1q7UhoVK90dwN/aBFICHL6zqQiPw8AGq/8HqDVSkVQLfddtshb40Ijwc/+9nPvHc97YAvMyAvA9OBi9q8pgHh3Q2wM8aYD4G20zwXAy94vn4BmIE/VO2HRVcTEjOM4TEZ7KrcDWOuBAnxOgtiS0wkNC1N14Eo1QshEsKQiCEUVxdD7nRoqIZv3m83zj5uLI1799K4v9fNXZU6YR2dAakphcypsOtjaGxdHTN81CiwWqldqwmIUipwfElA1gEPG2OubfsCOuyE7kdJxphiAM+/id4GicgNIrJKRFaVlpZ2fsamRvj7NVBXAVe8RFrMSeys3AmDUiDzXPhyATS1nwKzjy+gZvVqjMunCmNKDVjdut7aSIlKofhIMaRPgfAYr49hRYxzzzjWajledYLrzbUWYYsgwhrBwdqDcPI54KxzJyEthNjthI8YoZWwlFIB5UsCchtQ2cG+S/wYS68YY540xhQYYwocDkfng7/6B+xeAdPnwpBRpA1KY2/VXpwuJ4z9AVQVwzftp6ojx4/HVVlJ/ZYtffQplDo+dOt6a+NoM0JrKGRfCFveAWdDqzHhI3KQiAh95FGd8HpzrQE4IhyU1pZC+mSwhndQjjeP2vXrMQ0NXs6glFL+50sZ3o+MMV67LRpjAvHXwX4RSQbw/Nv7hTSjLoUfvQenzgLcpXidxsm+6n2QdT5EOmBN+wbvkZMng9VKxT8W9zoEpU5UyVHJlNaU0tjU6H4Mq64Cdn7YaoxYrUR+61tUFhZiGhuDFKlSx79h0cP4pvwbsNkhbZLXhehRp5+Oqauj6v32j0MqpVRf6FEVLBEJ5HMRbwE/9Hz9Q+BNv5x12PijX6bHpAO4H8Oy2ODUK2Dru1DderrbmpBA9Le/TcXrr+PSO0VK9UhKZAoGw/6a/XDS2RAa5S5/3UbsrMtoOniQqn/pH0VK9VR+Yj7byrdRUV/hXgdycCuUt76nGDl5MraUFMoWvhykKJVS1dXVMn78+Gyn08mWLVtCJ0yYkN1y/7XXXjssMTHx1KampqPbHn300firr756OMDtt9+ecu+99yYBzJw5M33x4sWddku//fbbUx599NH45u8bGxuJi4sbc/PNN6e2HDdhwoTsDz/8MAIgNTV1dHN39NTU1NEA+/bts55xxhmndPfz9rQMb5cNTXp0UpEFwCdAtojsFZEfAQ8A54rI18C5nu/9Km2QpxdIpacT+tirweWEde1bn8RefjlNZWVULV3q7zCUOiEMiXQXzys+Ugy2cPes4+a32627ijrjDKwpyZQv0j+KlOqp/ER3t/MvDnzhTkCg3WNYYrEQe8UV1Hz6KfXbdwQ6RKUUMHfu3ITp06eXeauC1dTUxLvvvhubnJzcsGTJkk4Ti5567bXXYjIyMurfeuutOFc31jqnpKQ4k5KSGgsLCyO78349rfX1dg+P65Qxpn0HQLdz+uL9msWFxREdGn0sAXFkw9AJ7mpY35pztIQoQOSkb2EbOpTyRX8n5sIL+zIspQakzNhMADYc3MD4IePdj2FteMW9LitjytFxYrEQN2sWpX96lIZduwhNSwtWyEodt0YnjMYaYmX1gdWcOfanMGioe41jwbWtxsXOvJTSxx6j/OWXSbrTf9XulTre7Lvr7mH1X38d4c9zhp1ySk3K/96/p7MxixYtil+4cOF2AIvFYmJjY4/elVu8eHF0VlZW7WWXXVY2f/78wdOmTeu038agQYOawsLCOs0ioqKimux2+9ExCxYsGHzTTTftf+qppxzvv/9+5NSpU490dnxcXNzR+GbMmFE+b968+PPOO6/TY1ryeQZERJJEZKyI5ANzfT3ueCAipA9Kdz+C1Sz/KijdDHtbL3ORkBBiZ82iZuVK6nfonSKlussR4eCkmJNYWbzSvSFzKljtsKl9NayYmTPBYqFs0aIAR6nUwBBuDWdk/EjW7l/rvpmWeQ5s/7e7GmQL1oQEBp07lfI33sBVV9fB2ZRSfaGurk727NkTlp2d3QCQmZnZWFhYeLQp3fz58wdffvnlh7///e+XvffeezH19fWdPon03HPP7Tn33HM7TQZ+85vf7L/++uvLwP3414oVK6KvuOKKilmzZh1+6aWXBncV84YNG4525p48efKRzz77LKqrY1rqcgZERPKAvwIxQJFn81ARKQduMsYMiDqZaYPSWFm8EmMMIuJeqP7unbB2Xqv1IgCxl15C6dy5lP/9FZL+++dBilip49fE5Im8se0NGpsasYVGwilT3dXpLngQQixHx9kSE93rrl57HcettxISGhrEqJU6Po1NHMuLX71InbOO8MxzYM0LsPdz96L0FmKvmE3lO0uoXPIusZf4p+WWUsebrmYq+kJJSYk1Ojraawv0uro6WbZsWcxf//rXPXFxca68vLwjr7/++qDZs2dX+Ov9Fy1aFHvaaadVRUdHu6666qqyvLy8FKfTucfXpogpKSnOAwcOdOsXtC8zIM8DtxpjRhhjpnpeObjL8z7XnTfrz8YljaO0ttRdLQQgLBpGzoANr0ND6yTS6nDoYnSlemFi8kRqnbV8Wfqle8Ooy6C6BLZ/0G5s7BVXuNddFeq6K6V6Ij8xH6fLycZDG+Gks8AS5rXwQ8SE8YSedBJlCxcEPEalTmSRkZGuhoYGr3+Tv/rqq4Oqqqoso0aNGpmamjp61apVUQsWLOhyhqI7Fi5cOPjjjz8elJqaOnrcuHG5FRUVlq4WsbdUU1MjXT3y1ZYvCUikMWZl243GmE+Bbi046c9OTz0dgI+KPjq2Me/70FDlvjPbhi5GV6rnxg8ZT4iEsLLE86Ml+wIIj4Uv5rcbGznpW9iGDaN8YfuiEEqprjUvRF+zf427+WfOd2Hdonb9d0SEuNlXUPflOuo2bQpGqEqdkBwOR1NTU5PU1NS0e7Rq4cKFgx955JFdRUVF64uKitbv3Llz/UcffTSoqqrKp2UUN998c+q8efNiO9p/+PDhkFWrVkXt3bt3XfN7PPDAA7vnz5/vc5KzYcOG8KysrFpfx4NvCcgSEXlbRK4QkUme1xUi8jbwbnferD8bEjmE7LhsPtzboh9B2iSIy3AvRm+j5WJ0pVT3DAodRO7gXD4r/sy9wRoGo2fB5sVQW95qrISEEHv5LGpWraL+m2+8nE0p1ZnY8FhOjjmZNQc8T0yP+R7UHoavC9uNjbn4YiQ8XEvyKhVgU6ZMqSgsLGy1jqKqqirkww8/jJk1a9bRX4yDBg1yFRQUVC9cuDDGl/Nu2rTJnpKS0mFDrZdeeilu0qRJVXa73TRvmz17dvnSpUtja2trfap6u3Tp0ujzzz+/W4+E+dKI8BbgMeBs4E7gLs/XfzbGzOnOm/V3Zww9g7UH1lLV4CkuIOKeBdn5EZTtbDVWF6Mr1TsTkyeyrnQdNY017g153wNnHWx8vd3Y2EsvBZuNspf1jyKleiI/KZ8vD3xJk6sJTv42RCXBl+0ftbLExDDou9+lYvFimqqrgxCpUiemW2+99cDzzz+f0HJbdHS0q6Ki4ovBgwe3erypsLDwm+uvv77slltuOTRv3rzdAH/4wx/2/eY3v9nf9ryNjY3SWUWrW2655dDixYu3t9yWlJTUVFZW9qXdbjefffbZlilTptQAFBUVrU9OTm63VuWdd96JveGGGw515/P6NH1jjFlijPmJMeYiY8w0z9fvdOeNjgdThk6hyTSxYt+KYxvzrgQEvmj/gzr20kvAaqX8768ELkilBogJyRNwGier9692b0jJB8cI+OJv7cZa4+MZdO5UKt54Uyv0KNUDYxPHUtVYxbbybWCxwqmXuxvuHjnYbmzc7CswNTVUvNW+Mp1Sqm9Mnjy59qyzzqp0Or2uRe+x5cuXf+3XE7axb98+66233rrf4XA0dT36mJ42IgRARG7ozfH9zeiE0QwKHcRHe1usA4kZ6l6098V8aNOY5ehi9FdfxXn4cEBjVep4l5+Yjy3Edqwcrwjkf99dnad0a7vxsVfMxlVZSdkCXQuiVHeNTRoLwNoDa90bxnzP3XB3ffsbaOGjRxOem8vhp5/RWRClAui222475Gvlqf4iJSXF+YMf/KC865Gt9SoBoY86ogeLNcTK5NTJfFT0ES7TItnIvwoqdrsfxWojYc7NuGpqKPnlrzDGtNuvlPLObrWTl5h3bCE6wOjLQSzwZfvF6BETxhN19tmUPvII9du2BTBSpY5/KZEpJEYkuheiAyTlQnKe1xlHESHpnntoLClh/32/DXCkSgWFy+VyDai/afsLz3/XdhWyepWAGGOe6M3x/dEZqWdwuO4wXx366tjGnAshLMbrD+rwrCwct95C1dKlVP6jfbUspVTHJg6ZyObDmymrK3NviE6CU86FLxeCq/VsroiQfN9vCImMZN9//wKjJbCV8pmIMDZxLKsPrD52syzve1CyDko2tBsfMTafhJ/8mIo336RyyZIAR6tUwG0oLS2N0STEv1wul5SWlsYA7X7I9GqeR0SuNcYMmF4g4C7HKwgf7v2QkQkj3Rttdhg9070O5LsPucsYtjD42mupen8ZJff9logJE7ANGRKEyJU6/kxMnshjXzzGZyWf8Z3077g35n3P/Wz6N8vcDQpbsCYkkHzfb9h78xxK//IXEm+7LQhRK3V8yk/M592d71J8pJiUqBR3/51/3u1ejD7k/nbjE268kerlH1P8q19jz8/X321qwHI6ndeVlJQ8XVJSMorePx2kjnEBG5xO53Vtd/T2QbNfM4CaEQLEhccx2jGaj4o+4sa8G4/tyLsKVj3rrtAz7ppWx4jFQsoDv2P7jEsovvsehj39lLubulKqU6MSRhFpi2Rl8cpjCUjW+WCPc884tklAAKLPOYeYy2Zy6MmniJpyJhFj8wMctVLHp3FJ4wBYc2CNOwGJjIes77h7gkz9FVhsrcaLzUbq/z3I9ktnsu+OOxn+7DNIiP5tpgaecePGHQCmBzuOE0mXP0lEZF0Hr/VAUgBiDLgpqVPYcHADh2pbVBRLHQuOHFjb/jEsgNDhw0n6759z5OOPtWGaUj6yhlgpSCo4thAdPD1BLofNb0Ntmdfjku64E1tKCvt+8QtcRzqsLqiUaiEzNpMoWxRr9689tjHve3DkAGz7l9djQtPTSbrzDmo+/ZTDz78QoEiVUgOdL7cykoCrgYu8vLpV8/d4ccbQMzAYPt738bGNzT1B9n4G+zd6PS72iiuIPP109v/fQzTs2hWgaJU6vk1Mnsjuqt0UVxcf25j3PWiqhw2veT3GEhVJyv89SGNRESW/+50WgFDKB5YQC2MSxxxrSAhwynkQkeC18EOz2MsuI+qccyj94x+pXb8+AJEqpQY6XxKQxUCUMWZXm9dO4IM+jS5IRgwegcPuaN0VHdwJSHgMvPPzdiV5wbNI9v7fIjYbu2+4gYbduwMUsVLHr4nJEwH4tPjTYxuTx8CQ0bD8Eaj3XgY0YuxY4q+/nopXXmX///4O09StEuRKnZDGJo5lW/k2Kuo9TYstNhg9C7YsgTLvN85EhOTf3ofFkcDuH15D9UfLAxixUmog8qUT+o+MMV5/2hhjvtf8tYjE+TOwYBIRTk89nRVFK3C6WjSEiYyH8+6HXR/DGu9T0bakJIY98VdcFZXsnH0ltevWBShqpY5Pp8SewuDwwa3L8YrAdx+Gij3wr193eKzj1lsYfM01lL34IkW33YartjYAESt1/MpPdK+ZWlWy6tjGb90MljB482avN9cArHFxpC9YgG3YMPb85CeUaisyhgAAIABJREFUv/pqIMJVSg1Q/lxN5v0B0uPUGUPPoKqxirc2r6CipvHYIx75V0HGFFh6L1QWez02Ij+ftAXzCYmMZNfVP6Tq/fcDGLlSxxcR4dT4Aj7as4JtB8pocnmuteGnwcSfwGdPws6PvR8bEkLSHb8g6a67qHrvX+y+5lptCqpUBxqcLkKdGcTaEnlw5R84VONZPxU7DM7/X3evq8+e7PB4W1ISaX97iciJEym++x5KH52rjz8qpXpE/PXDQ0TWGmP6RTmagoICs2rVqq4HdmDN7jIeXbaBVWYOjeUF1Jdcit1mITkmnNQ4O5ek1XPJp7OQzKkw2/uidADnoUPs+cmN1G3cSNLddzH4+9/vcUxK+ZOIrDbGFPjjXD293vaV1/LO+mLeWV/Ml4c+J2L4MzQcmoI5NI20+AgyEiL51jA7P/jiSqwWC/zkYwiN6PB8lYWF7Pv5f2P1zEKGZWT05mMp5Tf+ut56cq29t2k/SzaUsKm4km0HqmhsMlgitxIx/FkaDp5NirmUkSmDGJMaw1Xbf469aAX8ZDkkZHZ4TtPYSPEvf0XFa68Rc/HFJP3P/2CJiuztx1Oq1/z5u031LX/OgBzXt0GMMfx7aylXPPEJl/5lBWt31pIb9R1C4z7j+2cf4fsThzMiZRD7K+u4/b0qHq6/BDYvZv3SF3E2dTBlHR9P2gvPE3Xmmey/77fsuXkO9dt3BPiTKdW/7Dp0hMv/+gmTHnif3779FXWNLm4/fRpThkwnNP4jvjvhCOkJkWwrrebX/9zJD0qvgsPb2bLgDirrGjs876DzzmP488/hqqxkx4xLOPDII1ohS52wjDE89v7XXDdvFR9sOUBidBjXnXESc6/MZ/F1P2JCwncIS/g3KYkH+WJPOfcv2cyZWy6lqslCybxr2XOwqsNzi81G8v3/396dh8lR1/sef/9q6WX2LZOZZLInQDAJBCEJEZB9ExCPiAKCxwvoo+KBe1UeOffqOZzrAy6A4j2iIooLCIogYAQRQcMqWSCQhCVkTyYzmcnsW3fX8rt/VPVMTzLJTMJMd0/4vp6nnur6VU33d2r60zW/ru1bVF13HR2PPcam886l/Y+Povdz+JYQQuxtNPeAvKq1Pm5Unuw9OthviVKuz/UPvsaT6xqpKYlxzckzuGzRVCzL44o/X8Hu3t08dOFD1BQGN2Fav6uDR1Zt5ROvXkW5bucy+4dcsOgoPrVoKpPK4vs8v3ZdWn5xLy0//Sl+Mkn5Jz9J1Ze+iFVRMWq/sxAHI1d7QN5u7OTKn6/A9XyuOXkm58+vZUZV8M1pr9PLpcsuJeWlePiihymOFLNlTw+PvlbPzFe+wYXOU3zS+y9qPnAylx5fx9JZVZjGvvfbcRoaaLr9DjqXLcOcUEX1DTdQevHFKNMcjV9XiIOW7T0gjufzjUfX8eDKHXxs4WS+8/EFRKzB3zd2JDu4+LGLqYxV8sAFD9DY7vDkuga6VjzAV7q/x63OZayYfCUXHzuZjyyopaooOuRr9b3+Oo233ELi9TeIzZ/PxH+/iYKFeXEwhHgfkj0g48f7/hCshOPxxftf5dm3m7jx3CO55qSZgz6ot3Zs5dJllzK3Yi4/P+fnWMbAvRudHa9i/fwMni88m8+0XolCcfpR1VyxeBqnHDFhn3+O3JYWmv/7v2n//UMY8TiV11xD2SUfx6qqGp1fXIgRykUH5NXtbXz23pXEbZPfXL2IOROL91lmbfNarnzySs6fcT63nHxLf7tOdOL8vyV0uBbnJ2+hOaGYVBrjkg/WcckHpzC1ct9Ds/rWrGH3rd+m7/XXic6dS9W111B0xhkY0aH/kRJirGSzA9KddPnS/a+yfEMz1502m6+cfcR+b4z77PZnuf7v13Pdsdfx+WM+HzRqTe99lxPd/DRfLPo+TzVXYBqKk+dUcfGxkznz6IkURQffw1j7Pp1/+hNNt92O29xM8dlnU375ZRQsXiw35RVZJR2Q8eOQOiBKqS9qre/aq61Ca50XZ3+O9B+ihONx7a9X8fy7e/jWxfP49JJpQy63bPMybnr+Jj6/4PNct/C6wTOf/g948Qf0HPkx7i69gftfbWZPd4qJJVHOn1/LhcdMYuGUskEfwsmNG2n63m10L18OpknRySdTevHFFJ1+GkYk8p5+dyFGItsdkBfe3cPnfrOKCcVR7rt6MVMq9n8ux4/X/Ji7Xr+L2z5828Dd0SG4Udp9/4I/ZQnPzPsOv1mf4vl3m9EaFtSVcv78Wj4yv3bQc2ut6XziCZq//wOcnTsxS0spufBCyi75OLGjjnrPv7sQI5GtDkhTZ4LP/nIlbzd28X8/Oo/LF08d9jlvXH4jT29/mocueIjZ5eF5H93NcNcSiBSy9Yyf8Lv6Ch5fs4v69j4ilsEpc6o45wM1nDl3IuWFA9ssv6eHPffcQ9v9v8Xv7CQybRpll36C0o99TPb4i6yQDsj4MWwHRCn1v/ZuAm4CbgHQWt8xNqUdupH8Q9SbcrnmV6t4eXML3/mXBVx6wpQDLv/NF7/Joxsf5e6z72ZJ7ZKBGb4PL9wBz34LauaR+vhveLohxmNr6vnHO82kPJ+68jgfWVDLaUdWs3BqGVErOBQkuXEjHY89Rsdjj+M2NWGUllJ8+ukUnriEgsVLsCdWv+d1IcRQstkB+cu6Rv7tgdeYOaGQX1+9iOri2AGfz/EdPvPkZ9jWuY1HLnqEiYUTB2au/QM8/mWIFMEnfklD+XE8vmZXcCL7zuC+BvMnl3L20RM5aU4VC+rKMA2F9n16Xn6Zjocfpuvpv6Edh+jcuRSd+mGKPvQh4sccg7Lt0VgdQuwjWx2Q2556h1+8uIUfXXEcpx05su1Ha6KVix+9mElFk/jJmT+hLFYWzNi5Cn5/FfTsgfO+jb/wX1m9o50n1zby1PpG6tv7MA3FkpkVfPiICZw8ZwJH1RSjlMJPJOh66inafv8QfatXg21TuPREik45haJTTiEy5cDbWyEOlXRAxo+RdEC6gCeA9QSdD4AbgB8AaK33f5H+HBnuQ7o76fI/7l3Jqm2t3H7pMXxsYd2wz9nr9HL5ny+nPdnOXWfexdGVRw9eYMNf4eFrwDDgknth1ml0JhyeXr+bZW/s4vl39+D6mrhtcsKMCk6aXcmJM6s4qrYYC03PSy/T8dhj9Dz/PF5H8I9UZNYsChcvJrZgPrG5RxOdOUP+SRKjIlsdkITjcer3/kFtWYx7//UEygpGtocvfejjxIKJ3LT4JpZOWjows+kt+N2noXULnHUznHgdKMWO1l6eXNfAn9c28vqOdgBKYhZLZ1Vx0pwqjp9ezpzqYujsoONPy+h84gn6Xn8dfB+jsJCCxYspXLyI2Pz5xI46CqNg/3tphDgY2eqAuJ7P1pZeZlcXHdTzPrPtGb66/KuUREu48YQbOX/G+cFe+54WeORa2PQMzL8ULvg+RIvQWrO2voO/rGvk6Td3825TcLPQCcVRTp5dxdLZVXxwWjnTKwtIbdxI+8OP0PX3Z3G2BTfnjcyYQdEpJxNfeBzxY4/Brqk59JUiRAbpgIwfI+mATAXuADYBN2ute5VSm7XWM7NR4KEY7kP6b2/u5gv3r+aOS4/lwmMmjfh5N7Zt5Oq/Xk1boo0LZ13Ilxd+uf/EdABaNsGDV8Ced2DxF+CEq6FyFgCdCYdXNrfy4sY9vLBxDxvDD+yIZTC3ppj5daXMn1zK3IlF1LXuRK9eRc8//0nvqlXo8OZqKhIhesQRRI88gsj06USmTQuGqVMx4vue/C7E/mRzD8jGpm5qS2MU7nXc+HBWNKzg5pdvZnvXds6adhZfO/5r1BbVBjMTnfDoF+DtZXDUBXDKV2HSwCloLd1JXtrUwgvvBnmrbw8yVBgxmV9XyjFTyji2row5hVC14Q36Xn6ZnhdewKmvD57AMIjOmkVs3jyic+YQmTmD6MyZ2JMny8ns4qDl8jK8I7WhbQP/+dJ/snbPWk6afBLfWPINJhVNCvbyP387/OMWqJwN594KM08PvmwLNXYkeP7dZp4P89bakwKgojDCcVPLWDi1nAV1pcxx2ois+ifdy5+jd+VKdCpYzqquJn7MMWHeZhOdPRu7rg5ljOaFOsX7gXRAxo8RnwOilPoocCPwfeC747kDArCzrZe68oP/hrMr1cU9a+/hvjfvw1AGV33gKq6edzUFdvhcyW544mvwxu9AezDzVPjgZ+Goj4A5sPeisSPBiq2trKvvYO3ODtbVd9CVHLjrek1JjFnVhcwqj3OE08qUlp1UNG4lvm0T/qaNeC0tg+oyq6qwa2qwaiZi19Ri10zErKrCqqzCqqzArKzCqiiXPSgCyI/7gIxE0kvyq/W/4mdv/AyAaxdcyyeO+ATlsXLQGl76Ifz9VnD7oPZYOP6zMO/jEB04wV1rzbaWXl7b0caa7e2s2dHOmw2dOF7w2RexDGZNKOKIiUUcbSeZ1b6TiQ1bKNjyLt7bbw7KmrJt7GlTiUyuw548CXtSMFi1tVgTqrEmVMlJ7mIf46EDAuD5Hg++8yB3vnonAFcefSVnTTuLI8uPRG15Dh75HHQ3QtlUOO4qOPbTUFI76Dl8X7OpuZvV29qCYXsbm5sHLoc9oTjK3NoSPjAhxtG9u5nSuJmSLe/gv7kOZ/uO/uVULEZ05kwi06dh103BnlJHZMoU7Lo67OpqlJwvKYYgHZDx46BOQldKFQL/CSzWWp8yVkW9V2P9IQ1Q313Pnavv5MmtT1JkF3H8xONZVLuIRTWLmFM+B6NrN7x2H6z+JXTuhMLq4A7qdcfD5OOhdgFYA/+o+L5ma0sPG3Z3s6m5m83NPWxqDh53JdxBrx2xDKZFfY70O5mZaGVyzx4qe1op6mwl3r4Hu3UPqqd7yLqNwkLMsjLM0lLMslKMklLM4iKM4pJgXFSMUVSEUVgQLFtYiFFYiFFQgCooCMaRiFzZZJwbLx2QtF3du/jeyu/xt+1/Q6GYVzWPpZOWctLkk5hXWIe1/o+w6l5oWh+cH3LEOVB3QpC1mvlgDz7vJOl6vNPYxYbd3WzY3RUMjV3s6kgMWq44ajE75jHXbWNm3x4mdTZR0dZIQWsT1p7dqK5975VglJZiTajCqqjErKjAqijHLCvHrKjALC0JsldSEmSvpBijuFg6LYe58dIBSdvVvYtbV9zK8h3L0WhqCmv4cN2HOXXSh5jfWk/p67+HLctBmTD7TJh+UrBtqz12yJuFtvWkeKuhkzcbOnmroYu3GjrZ2NRNKuMeWiUxiyNLDOalWpnVs5tJ7Q2UNe0k1tyA2r0bvMHbQbOyEmtiNXb1RKzqaqyqSsyKyuALt4pKzPIyzNKyYDsn+XrfkA7I+DFql+Eda0qpc4E7ARO4R2v97f0tm60PaYA3mt/gjxv/yMrGlWzr3AZAebScuZVzqSuqo65oEnXdrdRtW0FlwzrKOnYRATBsqJ4L5dODb5PKpkLpFCiugYIKKKgM/pFSio4+h/q2Purb+6hv62VXR4KmzgRNXUmaupLs7kzs00mJOwnKkt2UJ7uo9nqp9XuZ4PZS5vZR7PRSlOqjINlDPNFDJNmH1deDmUqO7Jc2jKAjEo9hxAswYjGMeBwVi2HEYqh4HCMaDeZHY6hYDBWNhI+jwTKRaNgWRUWjwXQkghGNBB2coQbp9Iya8dYBSVvfsp7ndj7Hi/UvsnbPWnztE7fiTCuZxtTiqUzDZmrTu9Q2vkV5VxMVnkcZJlbNPKicA2VTgpyVTYGSuiBn8XIwg8PD+lIeO9p62d7Sy7bWXra39NDQkegf9nQPzkiBk6C6t40pbheT/R4mut1MSHZRnuiiqK+Tgr5uoj2d2D37v6kbBHtWjOKw818UdPjTXwCogoIgZ/E4RkE8zFocIx5DRWMD41g0yFokEmQszJURscG2JT85NN46IGktfS08t/M5lu9czku7XqLPDQ5lrIhVMLOglhmJXqbt2cKE7j1Ueh6VPlRWzKa0egFG+dSBrJVOgcIJwZ7J8H3oej672hNs2tPNluYetuzpYVtrL/VtvdS395FwBjonhu8xIdHBEX4ns9xOalJdVCU6KO9to6irnXhnK1Z3F0oPfSNEFY8HHf/isMNfXIRZXIJRXDQoa/1ftsXjQebSeUtv02KxoDMjecpb0gEZP0ZyDshahr7LuQK01nrBWBS2Vw0msAE4C9gJrAQu01q/OdTy2f6QTmvsaWRF4wpeaXiFze2b2dG9g45kxz7LFRgRypRJqedT4KYocBIUeC4FWhPzNVGtiWhNRBlErTiWFcUyo1hmDMuOYZpRTDOCYUYwrSiGGUErG8c3SPkmCd8g4SqSniLhQZ+rSHiKXgcSLmEb9LmaPlfjeOCjwIO442A7PlHXJep4RJ1gHPFcoo5PxHWJeR5xzyPq+cQ8l6jnEXU9Il6wXMR1sV0P23WxXRfLcTBGoaOrLQttWWDbaDv4pwrLRtlBm7IslB1B2UGbsiMoy8KwbQzbwrBsDNsO/tmzrWCeZaHsYBlME2UG7VjhY9MA00JZZnDsv2GiLDNcNpw2jf2PTTM4jtk0QanwZ4yh25QKjqs+wGOUGpUN33jtgGTqSHbwz4Z/sqZpDds6t7Gtcxv13fV42hu0nAJKMCjyfAo9h0Lfo8DX/XmLaE3UsIlaUWwzGCwzEoytGJYZwTBtLDOCVhEcbeB4JklPkfQM+lxFn6NIuopeF3qdYOhzgpw5vgG+IpbyiKcc4olgHEs5FKRcoo5L3HEp9FwKXZeY6xJ3XaKuS8xJEU052K6D7TiYh3inaa1UkBkrIzvhoMJh4HFkcE5sG2WFGbJtlGmG88NsmWaQPcvKyEb4OJ2X/rERvN/782PsOzYyc2QMzFMGylBhbjIfq/BnjL0eh8uknwNGPUcjNV47IJmSXpLVjavZ0LaBzR2b+4eu1L6da6WDfBX6PkV+MI5pTRSIKZuoaRM1o9hGBNu0sdN5MyNYho1hWGgsUp5F0lWkPEXSDbOWCnKVcAx6wsdam2hPEU+5FPZ5FCVSxJMuBUmXwlSKIsejxHEocBzijkvccYgnU0RTSSKpFJbn7fsLH4A2DHQkAnYkGKe/JLOH+OLMDrc7ERvDjgzkxrL682XadrCNseyBDGU+Nvfa/mRuZ/aezsxNOkuZWRlie9Ofm7Bt0DzUQI7SuVED09nO0nCkAzJ+jOSs0AvCsQL+DJw/duXs1yJgo9Z6M4BS6kHgo8CQHZBcqSms4aJZF3HRrIv62zpTndR31VPfXU9ropX2ZDttiTY6kh10pDrodXppcXvZkeyi1+ki4SZJ+Q5J7Wb0+jygNxi8cPJgmeGQEyamp4m4EHHBCse2BxEnGNuuDqZdsMN5VjgOHmss38N2PSwvGbSlBz8c94HZA5avsTwww3YzXMb0931s+mCOj52A/XwABTo9MPCY8PGCV9diWgd30vd4Uxot5Zzp5wy6V4jjO+zq3kVTbxMtiRbaEm20JdpoTbTS4/TQk+qmN8xfg9NN0kuR9FMkfZeU9kiSBJLBSnXDYSQUYIfDmF0PwsD0FFEHok6QnaibHuv+LEUc+rOWzlHE1VieQ8R1gry4QTb6c5QM8mN5Q2cns83QA+3GOMvO3nzC3GTkiL3GQ7VljndddAIX3fzrLFWcO1EzytLJS1k6eeCKdFprOpIdtCRaaOlr6R+3J9vpSXXR09NEd18LPYl2Em4vbWHeEr5DSqdwdALH1TgupNDo4f6RNYADX8X7EChMzySWgngqyFYsBVFHB4+dwZlK5812k9hucmC7ls5TL9hdenC+vIH5g7Y9fpCjw0H/donBmYKh8zSoPfzZfdr3GrdV2Zzz1BtjUL3IhWH/Q9Fab0s/VkolM6ezaDKwI2N6J7A4cwGl1OeAzwFMnTr8zZeypSRSQkllCXMr5x7Uz2mtcbVLykvh+i6O7+D6bv/g4+P7Pp720Gg8NwWeg/ZT+J6D7yWDY2Z9D60d8Fy0doMrmmg/OEHe90D7KK2Daa3DeZmDRodj8PuX0dpHozPmB9Na63DsE+xd0/jhY51+HC7naR/P9/G0j++H02Gbjw7bgp/xwp9Pz/O0jwuk0stqjR8+b/94UBuEleH316jRgK998EH5GuX74GkMP/jd+tu1RnnhtNb9bWhQ4TLo9LzMZUBpIGwHjeHT36784CNa+QOfvyp8XSNYfSjC5/HT88MhbCf9GgyMF47xlZryNW+2YTOtZBrTSoa+qehwgvel158zx3fwtIfne/jax3WT+G4vnptEew6el0R7KTwvhfZdtO+gPQ/PTwXZ81183w3y4Lto7aG1j689tO+FOQkH3wvmh/nxw9wNZMbvz5WvvUGZcjwvzEyYJx1mJcyZn5kj7eNoSIav4Ye/99750QzOUvBW0wRv9WAe2gcvfB/7PoYP+Bp83Z8LQ/toPyMbg7KSzhTBXtJ0nnTGMnvlCtKZS2cmzJYeyAzojIwFy/X/bH+u0nkZyFF6fjpHg6a1Dl5PZ2YVYhUlh/ReG6l8zRqAUoqyWBllsTJmlc16z8+XzpnjJvCcXlynB89N4rkJfC+F5yWDad/B91y89PbOd/DDnGrfxfMddPhcnnbRvhdsK7WH7wf587WP53ukt1G+zmjXwfbV9X0c30OHufJ00BbUGeQiqX16w58PPrrTzzd4e5O53QlyRX+u0RrlgtJ+uJ0Jti+GD3jBdim9vRjIkM7IVGZWCOeRsQ0ayJYRvvY+2yC9n/d6Ohe+HvS+H7TNSWeiPxt6cI7SyzKQw8y87b1MZnvmfLdELjxwOBkvX5EO9bXIoO/etNZ3A3dDsJs6G0WNJaUUtrKxDblqlcg/h1ve0pRSWMrCMsbLR6M43B2uWRuKaZiYmNimPehKdkKIw8+wW1ml1HEZk3Gl1EIyOgRa61fHorC97AQyb51aB+zKwusKIYQQQgghRtFIvua7PeNxI8FNCdM0cPqoVjS0lcAcpdQMoB74FHB5Fl5XCCGEEEIIMYpGcg7IadkoZJgaXKXUdcBTBKdS/0JrvT7HZQkhhBBCCCEO0ogOdFZKlQATtNab9mpfoLXOyiUJtNZPAE9k47WEEEIIIYQQY8MYbgGl1KXA28DDSqn1SqkTMmb/cqwKE0IIIYQQQhx+RnIjwjXAeVrrBqXUIuDXwL9rrR9RSr2mtV6YjUIPhlKqGTjQ5YKrgD1ZKmek8rEmyM+68rEmyM+69lfTNK31hNF4gWHyNp7WSa7lY135WBPkZ10HqmlU8jYOswb5WVc+1gT5WVc+1gRZ2LaJsTWSQ7AsrXUDgNZ6hVLqNGCZUqqOoe+QnnPDvfmUUqvy7U6Z+VgT5Gdd+VgT5Gdd2ajpQHl7v66TQ5GPdeVjTZCfdUnWhpaPdeVjTZCfdeVjTZC/dYmRG/YQLKBTKdV/h6GwM3IqcBHwgTGqSwghhBBCCHEYGskekOuBSUD/Ceha6y6l1H8Bp4xVYUIIIYQQQojDz0j2gPwH0DFEey+weHTLyZq7c13AEPKxJsjPuvKxJsjPunJdU65ffyj5WBPkZ135WBPkZ125rinXr78/+VhXPtYE+VlXPtYE+VuXGKGRnIS+Tms9bz/z1mqt549JZUIIIYQQQojDzkj2gMQOMC8+WoUIIYQQQgghDn8j6YCsVEpdu3ejUupqYPXolySEEEIIIYQ4XI2kA3ID8Fml1D+UUreHw3LgGoIT1McNpdS5Sql3lFIblVJfz2EdU5RSf1dKvRXe3PH6sL1CKfW0UurdcFyeg9pMpdRrSqll4fQMpdQrYU2/U0pFclBTmVLqD0qpt8N1dmKu15VS6n+Gf7t1SqkHlFKxXKwrpdQvlFJNSql1GW1DrhsV+GH4/n9DKXXcGNYlWRu+NsnayGqSrA1fW87zls9ZC+vIq7zlY9bCuiRvIiuG7YBorXdrrZcCNwNbw+FmrfWJWuvGsS1v9CilTOBHwHnA0cBlSqmjc1SOC3xFaz0XWAJ8Kazl68AzWus5wDPhdLZdD7yVMf0d4PthTW3A1Tmo6U7gL1rro4Bjwvpytq6UUpOBfwOOD8+PMoFPkZt19Uvg3L3a9rduzgPmhMPngB+PRUGStRGTrA1Dsja8PMpbPmcN8i9veZU1kLyJLNNavy8G4ETgqYzpm4Cbcl1XWMtjwFnAO0Bt2FYLvJPlOuoIQn06sAxQBHcatYZah1mqqQTYQnjBhIz2nK0rYDKwA6gguJT1MuCcXK0rYDqwbrh1A/wUuGyo5Ua5Hsna8HVI1kZWk2Rt+JryMm/5krXwdfMqb/mYtfA1JW8yZG0YySFYh4t0sNJ2hm05pZSaDiwEXgEm6oG7zjcA1Vku5wfAjYAfTlcC7VprN5zOxTqbCTQD94a7z+9RShWSw3Wlta4HbgO2Aw0El6leTe7XVdr+1k22MiBZG55kbQQkayOSd3nLs6xB/uUt77IWvqbkTWTN+6kDooZoO/A1iMeYUqoIeBi4QWvdmeNaLgCatNaZFxbIh3VmAccBP9ZaLwR6yN0ufADC404/CswguElnIcEu4L3l9P01hGz9PfPhfTOIZG1EJGujJ5t/z3x47/TLp6yF9eRj3vIuayB5E9n1fuqA7ASmZEzXAbtyVAtKKZvgQ/p+rfUjYfNupVRtOL8WaMpiSR8CLlJKbQUeJNhV/QOgTCllhcvkYp3tBHZqrV8Jp/9A8MGdy3V1JrBFa92stXaAR4Cl5H5dpe1v3WQrA5K1A5OsjZxkbXh5k7c8zBrkZ97yMWsgeRNZ9H7qgKwE5oRXc4gQnFj1eC4KUUop4OfAW1rrOzJmPQ58Jnz8GYJjaLNCa32T1rpOaz2dYN08q7W+Avg7cEkuagrragR2KKWODJvOAN4kh+uKYPf0EqVUQfi3TNeU03WVYX/r5nHgqvCKIUuAjvTu7FEmWTsAydpBkawNLy/ylo9Zg/zMW55mDSRvIptyfRJKNgfgfGADsAn43zms4ySC3YNvAGvC4XyC41KfAd4NxxU7eS+SAAACR0lEQVQ5qu9UYFn4eCawAtgIPAREc1DPscCqcH09CpTnel0RXBXubWAd8Bsgmot1BTxAcKyuQ/At0NX7WzcEu6l/FL7/1xJc6WSs6pKsjaw+ydrwNUnWhq8t53nL96yFNeZN3vIxa2FdkjcZsjKo8I8nhBBCCCGEEGPu/XQIlhBCCCGEECLHpAMihBBCCCGEyBrpgAghhBBCCCGyRjogQgghhBBCiKyRDogQQgghhBAia6QDIkaFUspTSq3JGL4etm9VSlXluj4hDheSNSGyR/ImxNiwhl9EiBHp01ofm+sihHgfkKwJkT2SNyHGgOwBEVmhlIorpf6ilLo2nP60UmpF+I3ST5VSZq5rFOJwIFkTInskb0IcGumAiNES32s39Scz5hUBfwJ+q7X+mVJqLvBJ4EPhN0secEUOahZiPJKsCZE9kjchxoAcgiVGy4F2Uz8GfFdrfX84fQbwQWClUgogDjSNfYlCHBYka0Jkj+RNiDEgHRCRDS8C5ymlfqu11oACfqW1vinHdQlxuJGsCZE9kjchDpEcgiWy4ZtAC3BXOP0McIlSqhpAKVWhlJqWq+KEOIxI1oTIHsmbEIdIOiBitOx9nOy395p/AxBTSn1Xa/0m8H+Avyql3gCeBmqzXbAQ45RkTYjskbwJMQZUsNdQCCGEEEIIIcae7AERQgghhBBCZI10QIQQQgghhBBZIx0QIYQQQgghRNZIB0QIIYQQQgiRNdIBEUIIIYQQQmSNdECEEEIIIYQQWSMdECGEEEIIIUTW/H9In5WX/frIdwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb7_B3g.inp.out, pType=a, thres=1.116368040406529, 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_orb7_B3g.inp.out, pType=phaseUW, thres=1.116368040406529, with Seaborn\n" ] }, { "data": { "image/png": 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BMXPmzA1+ZisUCtG+ffsYNGhQHH300TWu884770Tbtm2jrKys8rH33nsvhgwZEs8991yUl5dH48aN45hjjomrrroqdt111xrXWld9vzZTDq0iShdc1fe4RaQ9dikHjj6n1FzKfavvfS7CfFlT9T12qc2Xgg+gWgYOHFjlqwXWKBQKNQo+brjhhhg7dmx07949Dj300GjRokW129iYq6++erPLFAqFGDx4cLXb3tSb0EsvvRQ77rhjtds8/PDDY9SoUTFixIjo2rXrWs9NnTo1Lrjggrj44ovj6KOPjqlTp8Z5550Xv/rVr+KWW25Zr62vfvWr1a5fWzNnzoxly5Zt9Pnly5fHrFmzqtXmn/70p/jWt74VX/jCF2L+/PnrPd++ffuYM2dOtdd1U7Isi7Fjx8a4cePib3/7WyxfvrzyuWbNmkWXLl3ilFNOiZ49e5bkw8grr7wSzzzzTOUfNt26dYtOnTrVWfsvvvhijBs3Ll599dUNfsg65ZRT4t/+7d/qrN665syZE88991xl/4488sjYaaed6qz9Dz74ICZMmLDR/n3jG9/YYFhYXQ888EAcddRRsdtuu1U+9thjj8WNN94YCxcurHysVatWceONN8axxx5bq3qpH6hMddwi8hu7+hi3iHTHLtV9buLEifEf//Ef0aVLl+jXr18cfPDB0bZt22jcuHGsXr06Zs+eHX/9619j+PDh8Z//+Z+xww47xNe+9rUa1/ve97631lWyr7/+epx33nlRLBbj3//936N9+/YxY8aM+OMf/xjnnHNOjB07dqNXs1bFtGnT4oILLog2bdrED3/4w8r+NWnSJFauXFnZv4cffji+//3vx7333lvjq4pPOumktfr2wQcfxBlnnBELFy6Mzp07R/v27eP999+PiRMnxvTp02PcuHHRqlWrGvdtjZTnlLxCq4j8g6tU55Q1Ug8cU32vi0h7Tkm5b+ZL8+Xm1OcJGnkrZNU5egls9aZMmVKj3zvssMOq/TuHHnpo9OjRI37605/WqOamVOVgcVWvJrn//vtj2LBhEfHpAf6WLVtGs2bN1ltu0aJFsWTJkujVq1fcdNNN1Vrf008/Pbp27RpXXHHFBp+/+eab4y9/+UuMHj06IiIGDRoUkydPjmeffbZadUqlU6dOccstt2z0K8CGDRsWt956a7z00ktVbrNz584xaNCg6NOnT8yfPz++/OUvx7333htf/vKXI+LTPw5+9rOfxcsvv1wnfVixYkVccMEF8eKLL0azZs1i//33j5133rnygMmcOXPitddeixUrVkTXrl3j7rvv3uDroCouvvji6N+/fxxyyCGVj1133XUxatSotT4AFQqF+M53vhOXX355rfpWUVER11xzTUyYMCGyLItddtllvb599NFHUSgU4sQTT4whQ4bU6uyPNQeD9t1338rH/ud//iduu+22KC8vr+xj06ZN46qrroq+ffvWqn8REbfddlvcfffdUV5eHg0bNoyWLVtW9m/evHlRUVERjRo1iu985ztxySWX1KrWvvvuu9YBr+effz7OO++82H777aNXr16VB/PGjBkTq1atiocffnitbVEdEydOjIsuuqhKBypfe+21uO2222p1oHLdvr3++utxxhlnRLFYjO7du691oLJZs2a1PlCZ6rhF5Dt2eY9bRLpjl/I+d/rpp0fjxo1j2LBhm7w6taKiIvr37x/l5eUxatSoGtWKWP+zwQUXXBBTp06NkSNHrvU5bdq0aXHOOefEN7/5zbjhhhtqXO/ss8+OBQsWxMiRI2O77bbb6HJLliyJvn37RqtWreK+++6rUa11+3bppZfGxIkT41e/+lUcc8wxlcs9+uijceWVV8bZZ58dAwcOrFGtNVKeU9a8Btq0aRN9+vTZZGj18ccf1yq02lD/Pvjgg+jTp896wdWbb74ZrVu3rlVwlfKcEpHv2OU5bmuk+l4XkfacknLfzJfmy5r0LY/5st5kAFuoQw45JBs1alRu9crLy7P33nsv+4//+I/s9NNPzxYvXlyl33vkkUeys846KzvrrLOyTp06Zccff3zl/9f869evX3bBBRdkd955Z7Zs2bJqr9uBBx6YjRw5cqPPjxw5MjvwwAPX+v/+++9frRqLFy/OpkyZkk2cODF74okn1vtXXVOmTMl++ctfZr/85S+zjh07ZhdddFHl/z/776abbsqOOOKIrG/fvtVq/9hjj81uueWWLMuybN68eVnHjh2z5557rvL5gQMHZl//+tervd4b8/Of/zzbb7/9svvvvz9buXLlBpdZuXJldv/992f77bdf9vOf/7zGtTp27JhNmDCh8v8jR47MOnbsmJ1xxhnZ008/nb399tvZxIkTs1NOOSXr1KlTNnHixBrXyrIsu/vuu7OOHTtmgwcPzmbPnr3BZWbPnp0NHjw469ixY3b33XfXqt66/Xv88cezjh07Zj169MhGjBiRPf3009m9996bHX300dm+++6bTZkypVb1Ro8enXXs2DEbMGBANm3atGz16tVrPb969eps6tSp2YUXXph16tQpGz16dK3qrdu/s846K/vyl7+czZkzZ63l3n333eyggw7KLr/88hrXOu2007Izzzwzq6io2ORy5eXl2be+9a3stNNOq3GtLFu/b+eff3528MEHZ2+88cZay02dOjXbf//9sx//+Mc1rpXyuGVZvmOX57hlWdpjl/I+d9BBB1X5c9dDDz2UHXTQQTWulWVr961YLGYHHHBANnTo0A0ue80112TdunWrVb2DDz44GzFiRJWWHT58eHbwwQfXuNa64/alL30pu+mmmza47CWXXJIdd9xxNa61RspzSv/+/bOTTz45W7JkySaXW7x4cXbiiSdmZ599dq3qrdu/Sy65JNt///2zp59+eq3lJkyYkHXq1Cn76U9/WuNaKc8pWZbv2OU5blmW9ntdlqU9p6TcN/Ol+bIq8p4v61P1v2geICddu3aNv//977nVa9iwYey+++5x0003RVlZWQwdOrRKv9ezZ88YPnx4DB8+PLIsi+9///uV/1/zb9iwYXHXXXfF9773vRpdBbDttttu8mqIv/71r7HttttW/n/ZsmWbPJtxXUOHDo0jjzwy+vfvHxdddFFcfPHF6/2rrhdffDFuv/32uP3226NQKMSTTz5Z+f/P/hs+fHiUlZVV6evHPusrX/lK/Pa3v93g11m99NJL8eijj270niI18dhjj8WZZ54Z/fv3j2222WaDy2yzzTbRv3//6Nu3bzz22GN1VnvEiBHRsWPHeOCBB+KYY46JvfbaK3r06BEPPvhg7LLLLvHggw/Wqv0xY8ZEz5494+qrr46dd955g8vsvPPOcfXVV8epp54aY8aMqVW9dd1zzz3Rvn37GD9+fJx55plxzDHHxDnnnBPjxo2L7bffvsZn3K4xYsSI6NatW/zyl7+MQw45JBo1WvubPhs1ahRdu3aN22+/PY455pgYMWJErep9VrFYjJdeeinOPvvstS6TjojYY489olevXjF16tQat//WW2/FySefvNl7BzVs2DBOPvnkeOutt2pca11ZlsULL7wQ/fr1W+8quq5du8Ypp5wSf/7zn2vcfsrjFlF/Y1fqcYtIe+xS3ucaN268wa+O3JD58+fX6XfIL126NFauXBldunTZ4POdO3eOuXPn1qpGoVCI1atXV2nZDd1brqaWLFkSS5cuXesqzs865JBD4qOPPqp1nZTnlFdffTVOO+20zX62LSsri9NPPz1eeeWVWtVb1zPPPBN9+/Zd62qdiE+/0uzrX/96PP300zVuO+U5JaJ+x66U4xaR9ntdRNpzSsp9M1+aL2ui1PNlfRJ8AFusH/3oR/H444/HE088kXvtr371qzWq++abb27065xqo3v37vHoo4/GnXfeudZ9JZYvXx533HFH/N///V/06NGj8vHp06dX+btkH3jggbj77rvjqKOOikGDBkWWZXHhhRfG5ZdfHm3bto0uXbrEHXfcUe11Pvvss2Py5MkxadKkyLIsrrnmmpg8efJa/5566ql44YUX4oknntjowY6N+cEPfhCNGjWKnj17xtChQ6NQKMS4cePi0ksvjX79+kXr1q3jO9/5TrXXe2M+/vjj2Geffaq0bKdOneLjjz+uk7qrV6+Of/zjH3H66aev9yGvWbNmccopp8Tf/va3WtWYOXPmRg/IrKtr167Vvh/LppSXl8cbb7wR/fr1Wyu8i4ho2bJl9OrVK6ZPn16rGjNmzKjy9xx37949ZsyYUat6n7Vs2bIoLy+Pvffee4PP77333vHJJ5/UuP2UD1SmPG4R9Td2eRxgTnnsUt7nvvSlL8V9990Xr7/++iaXe/311+O+++6LL33pSzWutcaa+2Ftt9120bRp01i1atUGl1u9evVGTzqoqv333z+GDx++2ft/zZkzJ4YNG1btzyXrWtO3Zs2aRaNGjTZ6oKZQKGz2IE5VpDyn1FdoFVH64CrlOSUi7cAx5fe6iLTnlJT7Zr78lPmy6vI6QaO+uLk5sMXaa6+94ic/+UkMGDAgWrduHR06dFjvD8NCoRD3339/nddevnx5LF68uM7brakf/ehH8eqrr8Z///d/xx133BE777xzFAqFmD17dqxevTo6duxYeZ+HFStWRKFQiNNOO61KbT/88MNx6KGHxq9+9auYP39+XHfddXHIIYfEl7/85ejTp0+cdNJJNTrQ3bx582jevHlERPz0pz+NQw89NNq3b1/tdjamTZs28dBDD8V1110Xv/3tbyPLshg/fnxERBxxxBFx4403xg477FBn9Vq3bh1/+ctfonfv3ptddtq0adG6des6qbvmw8/Gtl27du1i6dKltaqxww47VPmMmDfffDNatGhRq3qftXLlyigWixsN6nbfffe1bthYE9tuu23MnDmzSst++OGH6wUwNbHmgFdZWVmUlZVtdIyWLVtW43vBRPy/A5VHH3107Lfffhtd7vN4oDLlcYvIf+zyPMCc8tilvM9deumlccYZZ0Tv3r3jsMMOi4MOOijatm0b22yzTaxatSpmz54d06dPjylTpkTTpk3j0ksvrXGtNQYPHhy33nprRHz6R/zf//73OOGEE9Zb7oMPPoiddtqpVrUuuuiiOPfcc+P444+P448/fqP9+93vfherVq2KIUOG1KrenXfeWXnvtUaNGq11I9TP+vDDD2PHHXesVa2ItOeUNaHV8ccfv9ErUyPqLrSKyC+4SnlOich/7PIMHFN+r4tIe05JuW/mS/NlVeV9gkZ9EXwAW6xnnnkmLr744igWi7F06dI6Pct8U1599dUYNmxYlc/uX9fjjz8ew4cPjxkzZsSCBQvWe75QKGz2bMp1tWjRIkaPHh0jR46MSZMmxT//+c+IiDjwwAOjR48e8a1vfavyjbZp06Zx2223VbntGTNmVN5sb82bX0VFRWXd3r17x0MPPRRnnnlmldscN25cRESccsopUSgUolAoxLRp02LatGmb/L1TTz21yjUiInbddde45557Yt68efHuu+9GlmWx2267rXfJd1044YQT4je/+U00b948zj333Nhll13WW+ajjz6K//3f/43x48fHt7/97VrVe/fddysvUS8rK9voFSSffPJJZcBUU926dYuRI0dG+/bto2/fvhv80LZq1aoYOXJkPPTQQ9GrV69a1YuIWLBgQcyaNSuyLIuysrIN7itrlqvO17ZtyBFHHBH3339/dO7cea0ro9Y1adKkGDZsWHTr1q1W9SIirrjiirjiiisq///qq69u8GqwGTNm1Or1mvKBypTHLSL/scvzAHPKY5fyPtexY8d48MEH48Ybb4wXXnghXnjhhcrPBRGffs1DxKcHHq699tro2LFjjWtFxHo35GzXrt0Gz5YsFovx9NNP1/oP/EMPPTTuvPPOGDRoUIwZMyYeeeSR9ZbJsizatWsXgwYNisMOO6zGtdq1axfLly+PDz/8MCI+vYLx5Zdf3uCyzz77bK1uQLxGynNK3qFVRH7BVcpzSkTagWPK73URac8pKffNfGm+rKq8T9CoL4IPYIv1i1/8Ilq3bh133HHHet+jWFsbu/fDwoULY+nSpdGoUaO4+eabq93ufffdFzfffHO0aNEiDjrooDp9g9hmm23inHPOiXPOOafO2oyIaNCgQeUZQWvORPrsGfa77LJLfPDBB9Vqc+DAgVEoFOKEE06IbbbZpvL/aw6abEihUKh28LFGy5Yto2XLljX63aoaMGBAvPzyyzFs2LAYPnx4tGnTZr0PInPnzo0sy6Jr165x4YUX1qreXXfdFXfddVdEfHog5vnnn9/g1SZ///vfa30lzaWXXhrTpk2LIUOGxH/913/Fvvvuu17f3njjjVixYkXsvvvulUFZbQwePDgGDx4cEZ/2769//esGx//dd9+Ntm3b1qrW5ZdfHi+++GJcdNFFseuuu270Q+SHH34YrVq1issuu6xW9Xr27LneY02aNFnvsVWrVsXkyZPjyCOPrHGtlA9UpjxuEfmOXd4HmFMeu5T3uYhPv6rxgQceiJkzZ8bLL78cc+bMieXLl0ezZs1i5513jgMOOCB23XXXWtVYY/jw4VVabtmyZTFw4MDYY489al3z6KOPjkmTJsW0adM22r9DDz201mc2PvXUU1VabuHChdG7d+86OeM25Tklz9AqIt/gKvU5JeXAMeX3uoi055SU+2a+NF9WRX2coFFfCtmmjkIB1KMDDjggLrvssjo/0B8R0a9fv/UeKxQKscMOO8Qee+wRp1JzzgAAACAASURBVJ9+erRr167a7fbo0SN23HHHGDZsWK0vL15j+fLlcdRRR8X5558fF1xwQZ20+Vnf+MY3onv37pUfxo899tjo3r17XHvttRERcf3118fkyZPjmWeeqXKbU6ZMiYiofDNe8//Nqcmb92uvvRZPPvlkvP/++1EoFOILX/hCfO1rX4vOnTtXu63NKRaL8cgjj8T48ePjb3/721r3W2nWrFl07tw5Tj755OjVq1etDpqMHTt2vceaNm0axx9//FqPLViwIE466aQ48cQT46qrrqpxvYhPv7f0nnvuifHjx2/w6qp27drFySefHN/5zneirKysVrVuv/329R5r3rx5nH322Ws9tmTJkujWrVscd9xxceONN9aq5pw5c+IXv/hFPPnkk7FixYr1nm/atGl87Wtfi8suu2yDV/OUwvLly+P999+PnXbaqdZnCEVELgcqq2rJkiXxwgsvxB577BF77rlnjdvZGsYtYssZu7oat4itY+y2lHGLqNux4/NvS3lt1vXrslgsljy0qo6FCxfGuHHjokuXLnXylSpbyrhFpD12dTluW8N7XcSW89osxXtdqn3bkva5CPNldWxJY1fX41YfBB/AFmvNVzidd9559b0qVdalS5cYOHBgtb4Wqiq6du0aV155ZZXv21Ed//mf/xmvvPJK5ddTDRkyJIYPHx5nnHFGFIvFGD16dJx66qnxk5/8pM5r10aWZXH99dfHqFGj1ruSpFAoRJ8+feL6669f6yyQurZgwYJYsWJFNG3atE7vJ1LfPvnkk5g9e3blh6y2bdtGq1atcl+PioqKWLZsWTRp0qTW35m6xooVK+Ktt95ar3/77LNPNG3atE5qUPeM2+eXsQMgdd7rALZMgg9gi3XXXXfF73//+/jtb38bjRqV5pv5li9fHjNnzowFCxZs8GuY1r28cXOOO+646NWrV5x//vl1tYoREfHtb387dt1117j++uvrtN2IiLfeeiueffbZ+Na3vhVNmzaNpUuXxoABA+L555+PiE9Dl9tuu63kXyVVXb/+9a/j1ltvjSOPPDK++93vxl577RUREW+//Xbcc8898dxzz8Ull1xSkqtkAGBrtWLFinj11Vcjovqfkz4P9SoqKmLOnDkRETW6+ndLrQUAsLURfABbrOeffz6GDh0aq1evjrPOOit23XXXaNiw4XrL1eSP4OXLl8eQIUPikUceifLy8vWez7IsCoVCvPHGG9Vq97777osxY8bE2LFj6zSs+dvf/hbnnntuXH/99Ru8mVYpzJ07Nxo1arTFBR5r9OjRI3bZZZcYNmzYeld1FIvF6NevX8yePTsmT55cT2sIm7ZkyZKYNGlSRESN729TVakfqMxTnuMWke+2THncIuxzdeXdd9+NE044IRo0aBCvv/56SWulXi/vvkWkPafkHSTlWS/lOSVC4FiXfE75fNZLeZ/Lu17Kr5MI82V1ubk5sMU699xzK3++9tpr1zu4XdNwIiLihhtuiLFjx0b37t3j0EMPjRYtWtR6fSMi9ttvv/j9738fvXv3rtOw5vbbb49WrVrF5ZdfHrfcckvstttu6102XSgU4s4776z2Or/22mvRoUOH2H777dd6vE2bNhERsXjx4vjggw9i//33r3bbpTR37tw4++yzN/hVVg0aNIjjjjsufv7zn+e+Xh9//HEMHTo0CoVC5c27U6gVETF//vx44IEHolAo1Prm7Vtivbz/UJw7d24MHDgwCoVCyevNmjUr+vXrl9vBtTzrpTxuEfluy7xfJymPXcr7XPPmzePUU08t6VdJ1me9Zs2a5Rb85VlrjZTnlPfffz/XICnPeinPKRH5bsu8Xycpv9dFpD2npNw38+Xnt17K82UpCD6ALdZPf/rTkrU9adKk6NmzZ53X6N+/f+XPdRnWvPTSS1EoFKJFixaxfPnyePPNN9dbpqYHBHr37h0/+9nP4qSTTtrg83/605/i8ssvr1HAVErt2rWLRYsWbfT5xYsX18tZCYsXL46xY8fmEkbkWSvi0yDi9ttvzzX4yLNe3n8o7rjjjnHhhRfmcjAv5QOVKY9bRL7bMu/XScpjl/I+17p16xgyZEjJ69RXvV122SWGDx+eXK01Up5T8g6S8qyX8pwSkXbgmPJ7XUTac0rKfTNffn7rpTxfloKvugK2SqW6WfjYsWOrtFzPnj3rtG5tdOrUKW655ZaNBh+PPvpoXHXVVVtcwj9s2LD4zW9+E2PGjImddtpprefmzp0bvXv3jvPPPz/OOuusXNdrxYoV8corr0RExGGHHZZMrYhPz1ibOHFiROTzGs673vz582PEiBFRKBRiwIABJa9H3TBun1/GDoDUea8DqD+CD2Cr9L3vfS/at28fP/7xj+t7Vepdp06d4uc//3mceOKJG3x+yJAhMX78+MqbnW8pHn/88fjNb34TH3zwQXzzm9+MPffcMyIi3nnnnRg7dmzstttucd555633e3ndIwUA+HxYuXJlLFq0KFq0aBHbbLNNfa8OAAB1QPABbJXeeeed6NevX1x33XVx3HHH1ffq5G7kyJHx4IMPRkTE22+/HbvsskuUlZWtt9zChQvj448/jpNPPjluvvnmvFdzkzp16rTZZQqFQnz2ba6m94TZ0syaNSsWLVoUX/ziF0t6gGbGjBnx4osvxsKFC6NVq1Zx1FFHxc4771xn7S9dujS22WabaNy4ceVj8+bNi+nTp0dFRUV06dIl2rZtW2f1tjbvvfde5dh16NAhl5pLliyJioqKOrtv0tYq77EzbnVja9rn/vCHP8STTz5Z668MXblyZfz+97+PxYsXx5FHHhl77LFHRET87ne/iwcffDAWLVoUBx98cFx44YXrXd1ZXbNmzYqFCxfGvvvuW/nYX/7yl/jFL34RL7/8chSLxWjYsGEceeSRceWVV1aeUFFTzz33XIwePTqaNWsW5513Xuy9994xc+bMuPnmm+PFF1+M8vLyOOigg+Liiy+OAw44oFa1tmZCq88vY/f55XPK55N97vPL2NWc4APYaj311FMxYMCAaN26dXTo0CEaNGiw1vOFQiHuv//+are7cuXKuPfee+PJJ5+MDz74ICIiOnToEMcdd1yce+650aRJkxqt79y5c2PEiBExffr0WLhwYRSLxfXWd8KECVVqa/To0TFq1KiIiHj99dejffv2632QLBQKse2228ZBBx0U559//gaDkfr0pz/9qUa/d/TRR9fxmpTG888/H7/+9a9j0aJF0a1bt/jBD34QK1eujIsvvriy79tvv338+Mc/3ujVOlX16KOPxqxZs+KCCy6IiE/vRXP99dfH6NGjI8uyynvTNGrUKC666KI4//zza1WvvLw8rrnmmnjssceiQYMGMWDAgLjgggtizJgxcdNNN8WKFSsi4tOb1J911llx9dVX16peffjXv/4Vo0ePjsWLF8cxxxwThx9+eERE3HPPPWsdzLvyyitjr732qnGd119/PT7++OM45phjKh97/PHH45ZbbonZs2dXPrbnnnvGoEGD6uQ7Wn/729/GqFGjolmzZvGDH/wgDj/88Hj99dfj2muvrQwWv/CFL8QVV1wRPXr0qHW9POU1bhH5j13K4xZhn8t77O6888647bbbanUywZIlS6Jv377xzjvvRJZl0bhx47jzzjtj/vz5ccUVV8R2220Xq1evjlWrVkWHDh3ikUceiebNm9e43ve///1o3Lhx3HbbbRERMW3atDj33HNj9erV0a5du2jdunV89NFHMXfu3GjRokWMHj06dttttxrVeumll+LMM8+s/Ky2ww47xKhRo+Lb3/52zJ49O/bee+8oLy+Pf/zjH9G4ceMYNWpUlU7oqCt1EVylHFpFbJnBlcBx87bEcatLPqfk/znFfLl5W+J+Z77cvC1x3EpB8AFslZ555pm48MILY/Xq1VFWVhbbb7/9Bpd76qmnqtXukiVLol+/fvHGG29Es2bN4gtf+EJERPzzn/+MZcuWxX777RfDhg2rdojw/vvvxxlnnBELFy6M9u3bxz//+c/o0KFDzJs3L5YuXRrt2rWLHXfcMcaMGVOtdiM2f48Pqu/OO++MX/7ylzW+L8qbb74ZvXv3jizLomnTprFs2bL47ne/G0uXLo2nnnoqunXrFitWrIhJkybFkiVL4qGHHoouXbrUeH1PO+20OOCAA+Laa6+NiIhf//rXceutt8Zuu+0WJ554YuXBoLFjx8bHH38cQ4cOjeOPP77G9R544IG48cYbo1OnTrHTTjvFc889FzfddFP8+Mc/joMOOiiOO+64KC8vj/Hjx8dbb70VN954Y/Tu3bvG9apj/PjxMWbMmBg2bFiN2/jXv/4V3/zmN2Pu3LkR8WmIePPNN8eCBf9fe/ceFVW5vwH8GUQBQT3ILUU5iekAmnghLLwkKUYoAgpI3lBU4Bgox9K8tsy8lWYmCN7qCCop2DFsecRQD5jH1DRvuSzTvJBo3NQQRW7v7w8W83NkUJiBPcz2+azVWs7M6zz77Z3Zs93fvd/3Lj7++GM4OjqipKQE2dnZsLS0RFpaGmxtbbXKmjx5Mtq2bYuVK1cCAA4cOICoqCgYGxujV69esLGxQU5ODs6ePYvmzZvjq6++Qrdu3bTuW1ZWFiIiImBsbIwWLVqgsrISSUlJCA8PhxACr7zyCsrLy3H8+HE8evQIiYmJkiyIZ2jjBkg7dk113ADDGzt+56o0ROEjPj4e8fHxmDFjBuzt7fHpp5+iZcuWaN68OSIjIzF06FBUVFQgOTkZS5cuRVRUlE7z4w8cOBDjx4/H1KlTAQAhISG4cuUK4uLi0LdvX1W7jIwMvPvuu/Dy8sKnn36qVVZUVBROnz6NjRs3ws7ODrNmzUJ+fj7u3r2LLVu2qE5WnDlzBpMmTcLAgQPx+eefa923+tJ1/ORctAKabuGKBcena6rjBhjebx3A45Rq3F8+XVP93nF/+XRNddwahSAieg6NGDFCeHp6iosXLzbo+65YsUIolUoRFxcnHj58qHq+pKRErFu3TiiVSvHxxx/X+31nzpwp+vTpIy5cuCAKCgqEUqkUR48eFZWVlWLz5s2iX79+4saNG1ptc3FxsSgvL9fq7+rT7t27RUlJib43Q6P4+Hjh5OSk9d+fOXOmGDRokMjNzRXl5eVixowZ4pVXXhEBAQHi3r17qnbZ2dmiT58+YtasWTptr7u7u9i6davq8YABA8Tbb78tysrK1Nrdv39f+Pj4iODgYJ3yRo0aJcaMGSMqKyuFEEKsW7dOuLq6irCwMLV2ZWVlYsSIESIoKEinvPrQdeyEqNoP9OzZU+zdu1ecPXtW+Pv7i8GDB4sRI0aIs2fPqtodOHBAuLi4iBUrVmid5eHhIf71r3+pHvv6+oqBAweKa9euqbX7+eefhZubm4iMjNQ6SwghwsLCxODBg0V+fr4oLy8XMTExYtCgQWLo0KGioKBA1e7GjRvi1VdfFeHh4Trl1ZWhjZsQ0o5dUx03IQxv7OT8nVuwYEGd/xs5cqTO4+br6yvmzJmjerx//36hVCrFkiVLarQNDw8XAQEBOuV1795dfP3110IIIUpLS4Wzs7P44osvNLZdsWKFePXVV7XOGjRokPj8889Vj3/66SehVCrVPjuPZ3l4eGidpQ1dv3fr1q0T3bp1Exs3bhR79+4Vb7zxhhg+fLgICAgQ+/fvF0IIUV5eLpKSkoRSqRSxsbE6be+AAQPExo0bVY9Hjx4t3NzcxLFjx9Tafffdd+Lll18WM2fO1CnvnXfeER4eHuLnn38WeXl5YuLEiWL48OGif//+4vLly6p2p0+fFj179hTTp0/XKa+uGmJ/Keexa6rjJoTh/dYJweOUatxfPl1T/d5xf/l0TXXcGoOxvgsvRET6cPXqVcycObPBq9YZGRkYPnw43nnnHbXnTUxMMG3aNFy5cgX79+/H7Nmz6/W+x48fR1BQEFxcXHDnzh3V8wqFApMnT8bZs2exatUqra4WbNmyJQCgrKwMp06dQnZ2NgCgQ4cOcHNzU1t/oSmZM2cOli1bhhEjRiAoKAhKpVLfm9Rgzp49i4CAANjY2AAAwsLCkJ6eDj8/P7W7kzp06AB/f3/897//1SmvpKQEZmZmAIAHDx4gNzcX7733HoyN1Q8TzM3NMXLkSMTFxemUl52djaioKCgUCgBVC86vXbsWfn5+au2MjY3h6+uLdevW6ZQntcOHD2PkyJHw8fEBAMycORNTp05FZGSk2m3CgwcPxptvvonvv/8e77//vlZZ1XO9AkBpaSkuXbqEDz74oMbVP926dcO4ceOwfft2LXtV5dKlSxg3bhysrKwAAFOmTMGoUaOwaNEitG3bVtWuY8eOCAkJQXJysk55UpJy3ABpx07O4wbwOwc0zNilpqbWWBvraar34drKycnB22+/rXpcfaVw7969a7R1d3fX+begTZs2KCwsBABUVFSgsrJSdWfukxwcHHD//n2tswoKCmBvb696XP1nTVdmdurUCffu3dM6q9rChQvr3FbbO1Krpaenw9fXV3X3jLGxMaZPn47x48dj6NChAIBmzZph/PjxOHLkiGp6WW3duXNH9R0oKyvDuXPn8N5776ndqQMAXl5eGDt2LL755hutswDgwoULGD16tOozOX36dLz99tuYM2eO2tQiPXv2REhISJ2nmtVEynED5D12Uo6bPvA4peGOU7i/5P6yLuQ8dnLfXz6OhQ8iei7Z2trWWCOjIfz555/o06dPra+7ubnhu+++q/f73r17F46OjgCgKkQ8fPhQ9Xrfvn0RGxtb7/etduDAASxatAgFBQWqEx4KhQJWVlZYtGhRk5zvffny5UhNTcW2bduwfft2uLq6Ijg4GD4+PjA1NW3wvO7du9e5bV1PGtUmNzdX7YRJ+/btAQAvvvhijbaOjo5ISUnRKc/e3h6XL18GAJiamtYoeDxOoVDofLKrrKxMba2b6j9rGjczMzOUlZXplBcWFlbntjdv3tQpC6g6mfd4Ia5Lly4ANH+GevTooVPhqm3btmrzLANQFcyeZG1tjUePHmmdBVT9I/jx+Wur/6xp0ft27dqhuLhY6yw5jxsg7dhJOW6AvMdOzt+5Nm3aoEePHli0aNEz227btg1btmzROguoKj48/ntTfSHG3/72N43bVlpaqlNe7969kZ6ejilTpsDU1BSdO3fGiRMnNB7jnDhxQvXbqw1ra2vcunVL9bj6M3P9+vUaba9duwZzc3Ots6pJWbiSc9EKkLZwxYLj/zO0gqOcf+sAeR+ncH9ZhfvLp5Pz2OnjAg19YeGDiJ5LgYGB2LNnDyZMmPDUk7z11bp1a/zxxx+1vp6dna3VvI9t27ZV/diYm5vDxMQEOTk5qtfLysq0Ptg8efIkZsyYAXNzc4SFhaFr164Aqq68SU1NRUxMDLZs2QI3Nzet3r+xBAQEICAgAL///jtSUlKQlpaGefPmYdmyZfD19UVwcLDawmC6qqiogJWVlWpBs6fJyclRG5/6MjMzUytsNWvWDADQokWLGm2FEKrXteXl5YUdO3Zg4sSJsLOzg6enJ5KTk+Hj46P2/Xjw4AFSU1N1mq8eqDqwOn36NIKDgwFUzXEOAEeOHFFdPVPtyJEjOs1PDFQt3FYfuh4kGxkZqRVWqws7mk5smZubo6KiQussDw8P7NmzB1OmTEGLFi3QvXt3HDhwAF5eXjXaHjp0SKc5fIGqf4BevXpV9bj6JN7Fixfh6emp1vbixYu1rp9UF3IeN0DasZNy3AB5j52cv3MuLi64du2a2j+Ea6PrZwSoOrbJy8tTPTYxMUFAQIDGff7t27c1FkTqIyIiAqNHj8bcuXPx/vvvY9asWYiOjoaFhQUCAgJUxYrk5GSkp6frdNWmq6srdu7cCW9vb9ja2mLt2rUwMzNDRkYGBgwYoLqa8ty5c9ixYwdcXV116hsgbeFKzkUrQNrCFQuO/8/QCo5y/q0D5H2cwv1lFe4vn07OY6ePCzT0hYUPInouubq64uDBgwgMDMS4cePQoUMHjSeP67tomru7O5KTk/Hmm2+q3XIMAOfPn8dXX31V4+CtLjp37oxff/0VQNVBc48ePbBz5074+PhACIFdu3bV6YS8JgkJCbCyssKuXbtqnGwIDQ1FYGAgEhIS8MUXX2j1/o3N0dERc+bMwbvvvouMjAykpKRgx44d2LFjB7p3747g4GAMHz5cNZWTthwcHNCuXbs6HUBVL6amrRdeeEHtyrBWrVohKSlJYyHn5s2bqltitTV16lSkp6cjMDAQ4eHhGDlyJObPnw8fHx8MGzYM1tbWuH37NtLS0pCXl4d58+bplOft7Y34+HhYWlrC1tYWmzZtgoODA3Jzc7F69Wp4e3ujoqICu3fvRmZmJkaNGqVTnrW1NXr06IH4+Phnto2Pj9fp7qnqvMdP5pmZmSEqKgodO3as0TYnJ0enk3n/+Mc/4Ofnh4iICLz//vtYsGABJk2aBADw9/dXLYKXnJyMo0eP6jx27u7uSElJwSuvvAJbW1usWrUKbdq0wQ8//ABXV1f069cPQNWt4bt27UL//v21zpLzuAHSjp2U4wbIe+zk/J1zcnLCsWPHUFRU9MyLNIQQOt/dqFQqceHCBdXjli1bYvny5RrbXrhwQevjnGrdunXDihUrMH/+fHz77bdwdHREy5YtkZCQgISEBFU7IQT69eunmtpCG5GRkQgKCoKvr6/qubCwMLRv3x5+fn5wdHREZWUlrl69isrKSowbN06nvgHSFq7kXLQCpC1cseBouAVHOf/WAfI+TuH+kvvLupDz2OnjAg19YeGDiJ5L1QdtALBgwYIaV+AIIaBQKHDx4sV6vW90dDSysrIQEhKi+sFQKBT47bffcOTIEbRs2VKrH6jXX38dmzZtQklJCUxNTREZGYmpU6eqDvqEEFizZk293xeo+jELDQ3V+ANua2uL4OBgJCYmavXeUmrevDl8fHzQq1cvrFmzBmlpaTh//jzOnz+PTz75BBMnTkRERITWd/i4uLjU+8oubbm4uKjuggCq5hN1d3fX2Pbw4cP1moZLEwsLCyQlJWH27NlYunSp6hbiwsJCrF+/HkDVZ6x169ZYvnw5BgwYoFNeaGgoDh06hC+//BJA1T/cVq5cidatW2PMmDHYtGmTKtPS0hLTpk3TKc/FxaXO87zqejUeUHXy8Ny5c6rHpqamtX7vT58+rZqqQBsODg5ISEjAzJkz4e/vr7oaZ8+ePWpzsQohVIVeXURGRmL//v2IjIxUve/s2bPxwgsvYPLkybCwsEBlZSUePnwIIyMjTJ48WessOY8bIO3YSTlugLzHTs7fueDgYHTt2rVOU4FOmDChxrpM9RUSEoLffvvtme3y8/Nx+vRphIaG6pQHAMOHD0f37t2xefNmZGVlqU3dYGZmhh49eiAgIAB+fn46fTaVSiW2bduGpKQk3L9/H/3798fYsWOhUChw69YtJCYmoqysDJaWloiOjsbgwYN17puUhSs5F60AaQtXLDhWMcSCo5x/6wB5H6dwf8n9ZV3Ieez0cYGGvrDwQUTPpdp+sHTl6OiI7du3Y8mSJcjKykJWVpbqtT59+mDhwoWqtTrqY+LEiZg4caLqcb9+/ZCYmIhvv/0WzZo1w9ChQ/Haa69ptc2PHj1SLVynSZs2bXSeo7yxVVRU4NChQ0hNTcX//vc/VFRUoG/fvggJCUHz5s2RlJSEuLg45OXl1enWWE2cnZ2xb98+ZGdna7yy6nHt27fXaWqw2bNno6io6JntCgoK4OHhodVdRE+ys7NDYmIiTp06hcOHD+PKlSsoLi6GiYkJ2rVrB1dXVwwZMgQWFhY6Z1lYWCAlJQUnTpxAUVERevfurZrLNyUlBYmJicjNzUWXLl0QGhqKdu3a6ZTn7OyMw4cPo7CwUG2BRE0a4iB58uTJGm8TflJ+fj7++usv1ZRf2nr11Vfxn//8B1999RWysrLw+++/o7S0VG3sAgIC6n0HmyYdOnTAN998g5SUFBQXF6Nfv36qz9+9e/ewefNm5ObmwtnZGdHR0Tp9D+Q+boB0YyfluAHyHzu5fuc6depU53+0W1hY6Px7MHDgQAwcOPCZ7aytrXHs2DGdsh734osvYsmSJQCA+/fvq37rdL1S80k9evTAqlWrajz/3nvvISYmBnfu3IG1tXWDnBAFpC1cybloBUhbuGLB0XALjnL/rQPke5zC/SX3l3Uh57HTNG5jxoyBkZFRo12goS8Koevel4iINCosLMQff/wBIQQ6duz4zAPiJ/3444/o3Llzvf9effn6+sLGxkZ19f2TJk2ahPz8fHz77beNuh3auH79OlJTU/HNN9+goKAAbdq0QUBAAEaPHl1jIfBFixZh3759OH78uH42lvQmLy8PV69eRffu3VVzs1LTx3EzXBw7eSooKMDHH3+MCRMm6Hyn4fOeJ3Xf5Kgxi1bPUl5e3uCFq+eJvsauoceNv3VkKLi/NFxy2V/qE+/4ICJqJG3bttWpaDFhwgR88sknarcfNgY/Pz+sWrUK7777LqZNm6a62vPq1auIj4/HsWPH8N577zXqNmhj/PjxOHnyJIQQ6NWrF2bNmoW33npL4wLgAODm5oYdO3ZIvJXUFNjY2MDGxkbfm0H1xHEzXE1t7HJycvDXX3/B0dGx1t8IQ8ySOq+4uBh79uyBl5eXJCfr5Zwndd/kqCHuOtKWsbFxo+/jrl27huPHj+PevXuwsrJC//79YWdnJ4s8CwsL5OfnIzMzE/fu3YO1tTX69evXaHmN1Tepf+tyc3M1Tk0shzyp+1atuLgYLVq0QPPmzVXPFRYW4syZM6ioqMDLL7+MF154weCynsyr3l8WFhbi0KFDjZ5XrTH7V1pait9++w23bt3Cw4cPYWFhgc6dO8PBwaHBMp6XPKn7JjXe8UFEpKPi4mJMnz4dPXv2RHR0dK3tYmNjcf78eaxduxam8VXyzAAAE95JREFUpqbPfF8nJyesXLmy0QsfFRUViImJQUZGBhQKhWqR94qKCgghMHToUKxZswZGRkaNuh315ebmhhEjRiAkJARdu3Z9Zvv8/HxcvHhR5/UpiEi+rl69irVr1+LXX3+FlZUVRo0aBX9//xrtDhw4gOXLl+PgwYMGkyd1356mMU7W//DDD9iwYQP++usvvPHGG5g2bRoePXqEGTNm4PvvvwdQtdDlwoULMXz4cIPJqmteq1at8MEHH+iUFxYW9tTXS0pK8NNPP0GpVMLKygoKhQJffPEF8/ScVe3hw4cwMTFRO14rLCxEXFwcMjMzVVduDh48GNOmTdNp4Vcps+Se9+233yInJwcREREAqqZE+vDDD5GSkqKaHkmhUMDY2BjR0dEIDw/XqW9yzpO6b1KfrHd2dka3bt0wevRo+Pj4qNbckEOe1H0rLy/HvHnzsHfvXhgZGSEqKgoRERH4+uuvsWTJEpSUlAAAjIyMMG7cOMydO9cgsp6HvMLCQqxZswZ79+7FgwcParz+4osv4h//+AdGjBihU87zkCd13/SFhQ8iIh1t2bIFq1atwv79+2Fvb19ruz/++APe3t6YO3cuxo4d+8z3larwUe3gwYPIyMhAdnY2hBBwcHCAl5dXk5rP8fHpvx4+fAgzMzN9bxKRThISEhAbG1vnxTENJauh8qQ8WZ+XlwdfX1/cvXtX9ZxCoYCXlxdWrlwJExMT1fN79uzB+++/j4sXLxpEntR9A6QtDvzyyy8IDAyEEAKmpqZ48OABpk6diuLiYhw6dAhvvPEGSkpKcODAAdy/fx87duzAyy+/3OSzpM5zcnKCQqF46jz0j7+uUCh0+pzIOU/qvgFVJw4fv1O4oKAAwcHBuHnzJtq2bYv27dsjOzsb9+7dw0svvYSUlBStp+eRMkvuecHBwejRowcWLFgAANiwYQM+++wz/P3vf8fw4cNhY2ODW7duYffu3cjLy8Pq1avx1ltvad03OedJ3TepT9Y7OTkBqNpfmJmZYdiwYQgKCkKPHj0MPk/qvm3fvh0fffQRnJycYG1tjaNHj2LJkiVYuHAhevbsiTfffBPl5eVIS0vDpUuX8NFHHyEwMLDJZ8k9Lz8/HyEhIbh58yb+/ve/w8zMDL///juEEAgMDERBQYHq7q6xY8eq9gXaknOe1H3TK0FERDoZN26ciIqKqlPb6dOniwkTJtSprVKpFHv27NFl02p14sQJUVBQ0Cjv3ZicnJwa7f8JkRBCxMfHC2dnZ0nznJycZJfVEHm5ubmib9++QqlUqv5zcnIS0dHRoqSkRK1tWlqazn376KOPhIuLi9i5c6coKioSly9fFlFRUUKpVIrQ0FC1TEPLk7pvFy9eFN26dRMuLi6id+/ewsnJSXz66adi8eLFYtCgQWLx4sVi3rx5wt3dXbi4uIhz587plDdz5kwxaNAgkZubK8rLy8WMGTPEK6+8IgICAsS9e/dU7bKzs0WfPn3ErFmzDCJL6rygoCDRq1cvkZSUpPH1a9euCaVSKfbv3691xvOSJ3XfhKh53Dh//nzh5OQktm/frnqusrJSJCQkCKVSKdauXWsQWXLPc3d3F1u3blU9HjBggHj77bdFWVmZWrv79+8LHx8fERwcrHWW3POk7tvjxya9evUSCxYsEGfPntXpPZ+Vt379evHZZ5+JAQMGqLL9/PzEtm3bRFFRkcHmSd23UaNGiTFjxojKykohhBDr1q0Trq6uIiwsTK1dWVmZGDFihAgKCjKILLnnLViwQPTq1UucOnVK9dyff/4pgoKCRExMjBBCiEePHonly5cLJycnnX9j5Zwndd/0qWnNW0JEZIAuXbqEPn361Kltr1698Ouvv9b5vVNSUjB37tw6/Tdv3rw6v++ECRPwv//9r87tmwrBmxRJAvycNQ0bNmxAUVERFi9ejJMnT2Lv3r0YMmQIvvvuO0RERODRo0cNmvfDDz/A398fwcHBqrltY2NjERMTg2PHjmHatGkoLS01yDyp+7Zp0ybY2NggMzMTJ06cwJtvvokdO3bg9OnTSEtLw8KFC7F06VJ8/fXXMDMzw9atW3XKO3v2LAICAmBjY4NmzZohLCwMf/31F/z8/NSmoOnQoQP8/f1x6tQpg8iSOm/nzp2Ijo7G6tWrMXr0aFy6dEnt9YZe3FLOeVL3TZOMjAz4+/tjzJgxarmRkZEYMGAAMjIyDDJLbnklJSWqO5gfPHiA3NxchISEwNhYfTlWc3NzjBw5ssZniXn6yar2z3/+ExEREbCwsEBqaipGjx4Nf39/bN++Hffv39f5/Z/Uvn17xMTEIDMzEwkJCRg0aBAuX76MJUuWoH///pg7dy5++ukng8yTMis7Oxve3t6qfbGPjw9KSkrg5+en1s7Y2Bi+vr747bffDCJL7nmZmZkYN24cevfurXrO1tYWs2bNwv79+5Gbm4sWLVpgzpw5cHNzw7Zt27TOknue1H3TJy5uTkSko+LiYrRp06ZObdu0aVOvg+Aff/wRP/74Y53aKhQKLFu2rE5teWKXqPHUZ6FaXb+LUmZJnff4yXqgajHU2NhYrF+/HmvWrMG0adOQkJDQYGtE5OTkYOLEiTWej4yMhJmZGZYvX47o6GjExcUZXJ7UfXv8ZD1Qtd5Benp6rSfr//vf/+qUl5ubqzbVZPv27QFUzU38JEdHR6SkpBhEltR5CoUCkyZNwpAhQ7BgwQKMHDkSkydPxjvvvNMoC6fLOU/qvj2puLgY9+7dg4eHh8bX+/Xrh88//9zgsuSYZ29vj8uXLwMATE1Na5ykf5xCodC5aCbnPKn7BlTtk319fTF9+nRkZWUhJSUF33//PZYsWYKVK1firbfeQlBQkNrJxYZgZGQET09PeHp6Ii8vD19//TV27dqF3bt345tvvkHnzp0RFBSE0NBQg8uTIqusrExtms/qP2tah9PMzAxlZWUGkSX3vDt37qBDhw41nre3t0dlZSVu3LihWnfHy8sLsbGxWmfJPU/qvukTCx9ERDpq1aoV8vLy6tQ2Pz8fFhYWdX7vyMjIWv+hRUR1I3VxoKKiAlZWVujUqdMz2+bk5CAnJ8cgsqTOk/pkvbm5OR4+fKjxtdDQUFRWVuLjjz/GjBkzMGTIEIPKk7pvUhcHzMzM1PrXrFkzANB4glkIoXq9qWfpIw8AOnbsiMTERKSkpGDlypXYt28fFi9erBrHhibnPKn7Vq1FixZo1qxZretOmJqaorKy0uCy5Jjn5eWFHTt2YOLEibCzs4OnpyeSk5Ph4+OjduL+wYMHSE1NRbdu3bTOknue1H17nNSFiMfZ2NggMjISkZGROHr0KFJTU3HgwAGsWLHC4PMaK8ve3h6nT59WXVxz5swZAMCRI0cwdOhQtbZHjhzRaRF7KbPknmdra4szZ86osqqdOXMGCoVC7WLUhijqyDlP6r7pEwsfREQ6UiqV+P777xEeHv7MtocPH4ZSqazze3fu3Bnu7u66bJ7spKSk4OjRo3VqW5+7YEi+pC4OODg4oF27dtiyZcsz2yYkJGDt2rUGkSV1ntQn6zt27IiffvoJEyZM0Pj6pEmTUF5ejk8//RTnzp0zqDyp+yb1yfoXXngBN2/eVD1u1aoVkpKS4OzsXKPtzZs3YWVlZRBZ+sh7XHBwMF5//XV8+OGHmDRpEvr169eoUzTJOU+qrMePkUxMTHD9+nWN7XJycmBpaWkwWXLOmzp1KtLT0xEYGIjw8HCMHDkS8+fPh4+PD4YNGwZra2vcvn0baWlpyMvLq9fUts9bntR9q43UhYjHeXh4wMPDA3fu3EFaWlqjZkmd15BZ3t7eiI+Ph6WlJWxtbbFp0yY4ODggNzcXq1evhre3NyoqKrB7925kZmZi1KhRBpEl97zXX38dO3fuRKdOnTBy5EiYmpri2LFjWLZsGezs7PDSSy+p2l6/fl3noo6c86Tumz6x8EFEpKOhQ4fio48+wn/+8x/4+PjU2m7v3r04efIkPvjgAwm3rnaGWkBorOm/SL6kLg64uLjU+bulKymzpM6T+mS9h4cHvvzySxQVFaFVq1Ya20ydOhWVlZX47LPPdD5pKWWe1H2T+mS9i4uL6gpDoGoe6douGjh8+HC97gLTZ5Y+8p5kZ2eH+Ph47N27F0uXLm30qTLlnCdF1pPHSOnp6QgLC6vR7vjx4+jSpYvBZMk5z8LCAklJSZg9ezaWLl0KhUIBIQQKCwuxfv16AFUF4tatW2P58uUYMGCA1llyz5O6b3UhdSGimqWlpca7ZuWQ1xBZoaGhOHToEL788ksAVRdsrFy5Eq1bt8aYMWOwadMmAFWfF0tLS0ybNs0gsuSeFx0djcOHD2P16tVYvXq16nkjIyN8/vnnasevBw8erPM6rM9jntR90ycWPoiIdBQYGIjk5GTMnj0bFy5cQEhICDp27Kh6PTs7G1999RWSkpLw0ksv6XxVRUMx1AICp/+i+pK6OODs7Ix9+/YhOztbbV+gSfv27eHm5mYQWVLnSX2yfsSIESgtLcWNGzeeOv1F9SKmP//8s8HkSd03qU/Wz549G0VFRc9sV1BQAA8PD3h6ehpElj7yajNs2DB4eXnh0aNHqsWDG5Oc8xor65dffqlTu7t376Jnz57o27evQWQ9D3l2dnZITEzEqVOncPjwYVy5cgXFxcUwMTFBu3bt4OrqiiFDhtRrutznNU/qvtVVQ5ysj4qKqtfMAbqSMk/qvllYWCAlJQUnTpxAUVERevfuDWtrawBVFwcmJiYiNzcXXbp0QWhoKNq1a2cQWXLPa9u2LVJTU7F+/XocP34cpaWl6NKlCyZOnFhjHZ19+/bp1C+550ndN31SCK5wS0Sks5s3byIiIgKXL1+GQqGAubk5LCwscP/+fRQXF0MIgZdeegkbN26s87zOTk5OWLlyJXx9fRt8e52cnOpdQGgKU2415v8Tkq+NGzdi9erVyMjIeObJ+rS0NOzatQtbt26VaOuoNtevX8euXbvg7e39zHm4t2/fjp9//hnLly+XaOvoae7cuYOioiI4ODg8tV1BQQE2bNgAT09PvPbaaxJtHRERke7i4uIwdOhQdO3aVd+bQkREtWDhg4iogZSWliI1NRXp6em4dOkSiouLYW5ujq5du8Lb2xtBQUEa5zfXB0MtIBjqdhMRERERERERkXQ41RURUQNp0aIFxo4di7Fjx+p7U4iIiIiIiIiIiJ5bRvreACIiIiIiIiIiIiIioobCOz6IiMhg1HWxSSIiIiIiIiIien5xjQ8iIiIiIiIiIiIiIpINTnVFRERERERE1MTExsZCqVTi+PHj+t4UIiIiIoPDqa6IiIiIiIiIGplSqXxmm6SkJPTt21eCrSEiIiKSNxY+iIiIiIiIiCQSFRVV62v29vYSbgkRERGRfLHwQURERERERCSR6OhofW8CERERkexxjQ8iIiIiIiIiA5GTk4Nhw4ahe/fuSEtLU3vt9u3bWLx4MQYPHozu3bujb9++iIyMxLlz5/S0tURERET6wcIHERERERERkQH45ZdfMHr0aNy6dQsbN26En5+f6rULFy7Az88PycnJ6NSpE8aPHw9PT0+cPHkSY8aMQVZWlh63nIiIiEhanOqKiIiIiIiISCKxsbEanzcxMUF4eHitf+/o0aOIjo6GmZkZkpOT4eTkpHqtvLwcMTExePDgAZKSkuDu7q567c8//0RgYCDmz5+PQ4cOoUWLFg3XGSIiIqImioUPIiIiIiIiIonExcVpfL5Vq1a1Fj7S0tIwf/58ODg4YPPmzWjfvr3a65mZmbhx4wbCwsLUih4AYGdnhylTpmDZsmX44Ycf8PrrrzdMR4iIiIiaMBY+iIiIiIiIiCTy66+/1qt9UlISDh48iN69eyMhIQFt2rSp0ebMmTMAqtb/0HRHybVr1wAAV65cYeGDiIiIngssfBARERERERE1USdPnoQQAq+99prGogcA3L17FwCQnp7+1Pd68OBBg28fERERUVPEwgcRERERERFRE7V06VJs3LgRcXFxqKioQExMTI02rVq1AgDEx8dj8ODBUm8iERERUZNjpO8NICIiIiIiIiLNWrVqhS+//BJubm5ISEjAJ598UqONq6srgKq7Q4iIiIiIhQ8iIiIiIiKiJs3CwgKbN2/Ga6+9hi+++AJLlixRe33w4MFwcHBAcnIysrKyNL7H6dOn8fDhQyk2l4iIiEjvONUVERERERERkUQ0LT5ebciQIXB2dtb4mpmZGTZs2IDo6Ghs3boVpaWl+PDDD6FQKNC8eXPExsZiypQpCA8PR69eveDs7AxTU1Pcvn0b58+fR3Z2No4cOQIzM7PG6hoRERFRk8HCBxEREREREZFE4uLian3N3t6+1sIHAJiYmCAuLg4zZ87Ezp07UVpaimXLlsHIyAhOTk5IS0vDv/71L2RmZuLf//43jIyMYGNjAxcXF0RHR8PS0rIxukRERETU5CiEEELfG0FERERERERERERERNQQuMYHERERERERERERERHJBgsfREREREREREREREQkGyx8EBERERERERERERGRbLDwQUREREREREREREREssHCBxERERERERERERERyQYLH0REREREREREREREJBssfBARERERERERERERkWyw8EFERERERERERERERLLBwgcREREREREREREREckGCx9ERERERERERERERCQbLHwQEREREREREREREZFssPBBRERERERERERERESywcIHERERERERERERERHJBgsfREREREREREREREQkGyx8EBERERERERERERGRbPwfkxzptqB13cYAAAAASUVORK5CYII=\n", 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UKpVK6z3h1ByVfEzJFbBFlD9kq+RjSkRlh6OV/FoXUdnHlEqem+Pl3zleNl+qD5OwflW5BwCwLrvuumtcffXVcd5550W3bt1ip512WuM/saVSKcaMGbNR6z7//PMxduzYZl81kcIll1wSzz//fPz4xz+OG2+8MbbddtsolUoxe/bsqKuri5qamqabxy9fvjxKpVIMHTq0WX3/6le/igMPPDB+9rOfxfz58+OKK66IAw44IA4++OAYMmRInHjiiS2+cmLChAkRETFo0KAolUpRKpVi2rRpMW3atE/8u5NPPrnZNbp37x533nlnXHHFFXH33XdHURQxceLEiIg45JBD4sorr2x1ALQ2xx13XPziF7+ILl26xNe//vXYfvvt12jz7rvvxi9/+cuYOHFinHXWWRtU74033mj6BFx1dfU6r8yZO3dudOnSZYNqDRgwIMaNGxc9evSI008/fa0nwlauXBnjxo2LO++8MwYPHrxB9SIiFixYELNmzYqiKKK6ujoWLFiwznYtuSpsbQ455JAYM2ZM7LXXXquFmR/38MMPx9ixY2PAgAEbVC/if0/OVVdXR3V19TqDtKVLl7bq6rpVVp1UPeyww2LPPfdcZ7tN8aRqJa+3iPTrLuXJ8Eped5W8z40YMSJOO+20+NKXvhR9+vSJfffdN7bbbrv4zGc+EytXrozZs2fHc889F1OmTImOHTvGiBEjWl1rlZEjR8b1118fEX8/4fDKK6/Ecccdt0a7GTNmxDbbbLNBtYYPHx5f//rX49hjj41jjz12nfP73e9+FytXroxRo0ZtUL2bbrop7rrrroiIqKqqWu0mwx/1zjvvxFZbbbVBtSIq+5iyKmA79thjY9ttt11nu40VsEWkC9kq+ZgSkX7dpQxHK/m1LqKyjymVPDfHS8fL5kr9YRLWT0gDtFmPP/54XHDBBdHY2BhLlizZqF+xtK6vwVq4cOH/3959R0Vx/W0AfxaRElFCVxCMLQsWsKDmZ4lRRA2igCISe0WiEH01oMaS+NpjSSIGjJpEVkXBFvSY2KPGny12Y+yKomhoioAg7b5/cNg3yCKwCwsMz+ccz3F3rvPM9bIzy3xn7iA9PR26urpYtmyZWuv+9ddfsWnTJsTExKg88SyTyUq8SvVNxsbGiIqKQkREBA4fPozY2FgAgJOTE3r16oWhQ4cqvxQYGBhg9erVpV53TEwMpk6dqtw2AMjNzVXment7Y9u2bRg2bFip1zlz5kzIZDK4ublBT09P+VoIUey/kclkZSrSAEDDhg2xYcMGJCcn4/79+xBCoFGjRkVu+y8PAQEBuHLlChQKBTZt2gRLS8siJ3fi4+MhhICzszMmT56sUd7atWuxdu1aAPm3V58+fRre3t5F2t26davYu2xK63/+539w/vx5LF26FN9++y0cHByK9O3GjRvIzMzEe++9p/x50cTixYuxePFiAPn9u3jxosrxv3//PurXr69R1vTp03H27FkEBgaiYcOGxZ6Ye/z4MczMzDBt2jSN8gAgKCgIQUFBytfXrl1TeZddTEyMRj+vUj6pKuVxA7Q/dto8GS7lsZPyZ04ul2Pr1q1YsGABzpw5gzNnzii/FwBQHsPbtWuHOXPmQC6Xq50FAB06dCj02traWuVVqHl5eTh27JjGJyM6dOiAsLAwfPnll9i5cyd27dpVpI0QAtbW1vjyyy/RsWNHtbOsra2RkZGBx48fA8ifvvPKlSsq2548eRIODg5qZxWQ8j5F2wU2QHtFNinvUwBpF0elfKwDpL1PkXLfuL/k/rK0tH0xCZWMRRoiqrJWrlwJCwsLhIaGFpn3U1PW1tZF3pPJZGjZsiUaN26MIUOGqGxTko0bN2LZsmUwNjZGmzZtyvVgpqenh9GjR2P06NHltk4A0NHRUV5pVXAb/r+nl2rQoAEePXpUpnUqFAoAUBaOCl5XFFNTU5iamlZohoGBAcLDw7Fr1y5ER0fjr7/+KjRliqGhIZydnTFgwAAMGjRIo6tNlixZojL/TS9evMD58+fh7u6udhaQP91ZVFQUNmzYgOjoaFy8eLFIG2trawwYMADjx4+HkZGRRnkBAQFF3lN1N1BaWhqOHDmCPn36aJRnbW2NnTt3YuXKlTh48CD27t1bpI2BgQHc3d0xbdo0lXdJlYWXl1eR9/T19Yu8l5WVhSNHjqBLly5qZ0n5pKqUxw3Q7thp+2S4lMdOyp85IP+Zalu2bMGTJ09w5coV/PPPP8jIyIChoSGsrKzg6OiIhg0bapRRYNOmTaVq9+rVK8ycORONGzfWOLNbt244fPgwzp8/X2z/OnTooPEVo0ePHi1Vu5SUFHh7e5fLlcxS3qdos8AGaLfIJvV9ipSLo1I+1gHS3qdIuW/cX3J/WRqVcTEJlUwm3nZZMxFRJXJ0dMS0adPKvShRkXr16gUTExMoFAqNbzEvkJGRga5du8LPzw8TJ04sl3X+W79+/eDi4qK8uqtHjx5wcXHBnDlzAADz58/HkSNHcOLEiXLPLg/Xr1/HwYMH8fDhQ8hkMtjZ2cHV1RWtWrWq8OwXL14gMzMTBgYG5Tq1WmVLSkrCs2fPlCeu6tevDzMzM61vR25uLl69egV9fX2Nbx8vkJmZidu3bxfp3/vvv6+yEFaRMjIy8PDhQ5ibm2t85RUArZxULa20tDScOXMGjRs3RtOmTTVen5THDag6Y1fe4wZIe+yqyrgBFTN2VH1VlZ/N8v65zMvLq/ACW1mkpKTgl19+QevWrctlWp2qMm6AtMeuvMcNkPaxDqg6P5sVcayTat+q0mcO4P6yLKrS2FXE/pKKxyINEVVZBdN4jR07tsIyMjIy8OTJE7x48ULlVFxvXj1RktatW2PmzJllmhqsNJydnREcHFzq58yUxbx583D16lXlc2SWLl2KTZs2wdfXF3l5eYiKioKnpycWLVpU7tmaEEJg/vz5iIyMLDJ2MpkMgwcPxvz58wtdXUNERERERERERFSVcLozIqqyvL29sWfPHowcORK6uuW7u8rIyMDSpUuxa9cu5OTkFFkuhIBMJsONGzfKtF5ra+tiH+CoCScnJ1y/fr3c1wsAw4cPx8mTJ5V3hAQGBuLWrVvYsmULgPwC0fTp0yskWxPr1q3Dtm3b0KVLF0yYMAHNmjUDANy5cwcbNmzA9u3bYWNjUyF3HxEREdVUmZmZuHbtGoCyX8xSHfJyc3OV05mqM/VtVc0iIiIioqqLd9IQUZV1+vRprFq1CtnZ2Rg+fDgaNmyIWrVqFWmnzi/ss2bNwu7du+Hi4oIOHTrA2NhYZTtVc/++zcaNG7Fz507s3r27XAtLf/31F8aMGYP58+erfFBdRYiPj4eurm6FP+tFXb169UKDBg2gUCiK3C2Tl5eHESNG4NmzZzhy5IhWtyshIQGrVq2CTCbD4sWLJZMFAM+fP8eWLVsgk8kwefJkyeWlpaXh8OHDAABPT09J5Un5pKqUxw3Q7v+ltn9OpDx2Uv7M3b9/H25ubtDR0cHff/9doVlSz9N23wBp71O0XfTSZp6U9ymAtIujUj7WAdLep0i5b9xfVt88Ke8vazoWaYioyrK3ty/0+s0T8ere7QLkHzx79eql8gHtmjh37hxWrVqFzMzMci0s+fv7IyYmBg8fPkT9+vXRqFGjIvMby2QyhIWFlXmbr1+/DltbW9SrV0/l8tTUVDx69AgtW7Ys87orkqOjI4KCgjBixAiVyxUKBVasWIGrV69qdbsKTrio+7NZVbOYV73zasJJTimO27/zpHjCWMpjJ+XPXEJCAlauXAmZTFbu36OqQt7Tp08RHBwMANi0aZNksgrUhH2KFPOk3Ddt5/FYVzF5Uh479q165Um5b9rOq4yLSWoyTndGRFVWRf4iLoRA27Zty329I0eOVP59zpw55VZYunTpEmQyGYyNjZGRkYGbN28WaaPus1e8vb3x9ddfo3///iqX//HHH5g+fbpWvuSXhbW1NV6+fFns8tTU1Eq52sPa2hoKhUJyWQBgaWmplRNklZVnYmKCyZMna+05RtrMq1u3Ljw9PbXWN23mSXncAO3+X2r750TKYyflz5yFhQWWLl1a4TmVldegQQOtFUy0mVVAyvsUQ0NDrVzFXBl5Ut6nANr9v9T2z4mUj3WAtPcpUu4b95fVN0/K+8uajnfSEFGN5O/vDxsbG8ydO7dc17t79+5StSvrNGoVyd7eHsuXLy+2SLN3717MmDGjyl05oVAo8OOPP2Lnzp0wNzcvtCw+Ph7e3t7w8/PD8OHDK2kLiYiIiIiIiIiI3o530hBRjfT5559jxIgR6NixI/r06VNu661KxZeyeNtVH9evXy/2mT2VydzcHObm5vj4448xcOBANG3aFABw9+5d7N69G40aNYKpqSl+/fXXQv9OW8/0qUhxcXF4+fIlmjRpAj09vQrLiYmJwdmzZ5GSkgIzMzN07doVVlZW5bb+9PR06OnpoXbt2sr3kpOTcfnyZeTm5qJ169aoX79+ueURERGp8vr1a7x8+RLGxsYVelwlIiIiIlKFd9IQUY119OhRBAQEwMLCAra2ttDR0Sm0XCaTITw8vJK2rmJFRERg69atAIA7d+6gQYMGMDIyKtIuJSUFCQkJGDBgAJYtW6btzXyrN59ZpIpMJsO/D3Pampu5PJw+fRo//PADXr58iZ49e2LSpEl4/fo1pkyZgj/++AMAUK9ePcydOxfu7u4aZe3duxdxcXGYOHEigPxp+ebPn4+oqCgIIZTT9Onq6iIwMBB+fn4a5eXk5OCLL77Avn37oKOjg4CAAEycOBE7d+7EwoULkZmZCQDQ0dHB8OHDMWvWLI3yaqoHDx4oC2y2trZayUxLS0Nubm6VLOxWJ9oeO45b+ahJn7nff/8dBw8e1HhKytevX2P//v1ITU1Fly5d0LhxYwDAb7/9hq1bt+Lly5do27YtJk+eXOSu2bKKi4tDSkoKHBwclO9duHABK1euxJUrV5CXl4datWqhS5cuCA4OVl78oa5Tp04hKioKhoaGGDt2LJo3b44nT55g2bJlOHv2LHJyctCmTRtMmTIFjo6OGmXVZCywVV8cu+qL31OqJ37mqi+OXc3AO2mIqEY6ceIEpkyZgry8PKSnpyMuLq7c1v369Wv8/PPPOHjwIB49egQAsLW1RZ8+fTBmzBjo6+urtd74+Hhs3rwZly9fRkpKCvLy8gotl8lk2LNnT6nWpaurqzy4y2Qy1KpVq8jBXiaT4b333oOnp6fGJ+Urwvr16yt7E4oVFhaGkJAQtaeIu3nzJiZMmAAhBAwMDPD9998jKysL6enpuHPnDoYOHYrMzEwcPnwYM2bMQKNGjdC6dWu1t3fTpk2FThCtW7cO27ZtQ6NGjeDu7g4LCws8ffoUu3fvxjfffANbW1t8/PHHaudFRkZiz549sLe3h7m5Ob777jtYWFhg3rx5aNOmDfr06YOcnBxER0dDoVCgefPm8Pb2VjuvLKKjo7Fz506Nn/WTmJiIqKgopKamonv37vjggw8AABs2bCh04jE4OBjNmjVTO+fvv/9GQkICunfvrnzv119/xfLly/Hs2TPle02bNsWXX35ZLnMK79ixA5GRkTA0NMSkSZPwwQcf4O+//8acOXOURVA7OzsEBQWhV69eGueVRnUbN0D7Y1cVxw2ofmPHz1y+mzdv4pdfftGoSJOWloZPPvkEd+/ehRACtWvXRlhYGJ4/f46goCDUqVMH2dnZuHnzJk6ePIldu3ahbt26auctWLAAtWvXxurVqwEA58+fx5gxY5CdnQ1ra2vlse748eO4fPkyoqKi0KhRI7WyLl26hPHjxyu/q/3++++IjIzEuHHj8OzZMzRv3hw5OTk4ffo0zp8/j8jIyFJdfFJeyqPIJuUCG1A1i2wsjpasKo4bUP2OdQC/pxTg/rJkVfFzx/1lyariuNV0vJOGiGokDw8PpKamIjQ0tFx/KU5LS8OIESNw48YNGBoaws7ODgAQGxuLV69eoUWLFlAoFCrvWnmbhw8fwtfXFykpKbCxsUFsbCxsbW2RnJyM9PR0WFtbw8TEBDt37izzNpf0TBoqu7CwMKxevVrtu3amT5+OixcvIioqCqamppg+fTpOnTqFhg0bYuPGjahXrx4A4PHjx/D09ETPnj3x9ddfq729nTp1QmBgoPL5PR9++CEaNmwIhUIBXd3/v54jPT0dPj4+MDIyQmRkpNp53t7e0NfXx+bNmyGTyRAaGop169ahffv2+PHHH5XtcnJyMGjQIOjr6yMqKkrtvLLQdOyA/F+gBw4ciPj4eAD5Bc9ly5bhxYsXWLZsGZo0aYLMzEzExsbCxMQE0dHRsLS0VCtr3LhxMDU1xfLlywEAhw8fRkBAAHR1ddG2bVtYWFggLi4OV65cQe3atbF161a0bNlS7b4dP34cEydOVBZ68/LyoFAo4OfnByEEOnTogJycHJw9exavX79GeHi4Vh42Wd3GDdDu2FXVcQOq39jxM5evPMYtNDQUoaGhmDJlCmxsbLBy5Uq88847qF27Nvz9/dG7d2/k5uYiIiICixYtQkBAAAICAtTO+/DDDzFixAhMmDABAODr64t79+5hzZo16NSpk7LdoUOHMH36dLi6umLlypVqZQUEBODSpUtYt24drKysEBQUhMTERLx48QIbN25Unli5fPkyxowZgw8//BDfffed2n0rK03Hr7QFtqysLNja2mpcYPv0009LVWCLj4+HsbGxRgU2IL/INmzYMGWR7d1331VZZLt37x5q166ttSJbeXzupDx2VXXcgOp3rAP4PaUA95dvV1U/d9xfvl1VHbcaTxAR1UCtW7cWP//8c7mvd+nSpUIul4s1a9aIjIwM5fuZmZni+++/F3K5XCxbtqzM6502bZpo3769uH79ukhKShJyuVycOnVK5OXliQ0bNoguXbqIR48eqbXN6enpIicnR61/W5l2794tMjMzK3szVAoNDRX29vZq/3sXFxfx3XffKV9fuXJFyOVysXHjxiJtFyxYIHr27Kl2lhBCODo6ih07dggh8n8e5HK5iI6OVtl2w4YNok2bNhrldezYUSgUCuXrBw8eFJu5fv16jfPKQtOxEyJ/P9CmTRuxb98+ceXKFeHp6SlcXFzEgAEDxJUrV5TtDh8+LFq0aCGWLl2qdlbnzp0L7cv69+8vPvzwQxETE1Oo3V9//SWcnZ2Fv7+/2llCCDF27Fjh4uIiEhMTRU5Ojpg6dar46KOPRO/evUVSUpKy3aNHj8QHH3wg/Pz8NMorreo2bkJod+yq6rgJUf3GTsqfuTlz5pT6z8CBAzUet/79+4uZM2cqXx84cEDI5XKxcOHCIm39/PyEl5eXRnmtWrUSO3fuFEIIkZWVJRwcHMSPP/6osu3SpUvFBx98oHbWRx99VOg4fvHiRSGXy1V+91y6dKno3Lmz2lnq0PRz9/3334uWLVuKdevWiX379omePXsKd3d34eXlJQ4cOCCEECInJ0coFAohl8tFSEiIRtvbrVs3sW7dOuXrIUOGCGdnZ3HmzJlC7Q4ePChat24tpk2bplHe5MmTRefOncVff/0lEhISxOjRo4W7u7vo2rWruHv3rrLdpUuXRJs2bcRnn32mUV5plcf+UspjV1XHTYjqd6wTgt9TCnB/+XZV9XPH/eXbVdVxq+k43RkR1UiWlpZFpgsrD4cOHYK7uzsmT55c6H19fX1M5gQuoAAAIABJREFUmjQJ9+7dw4EDBxAcHFym9Z49exaDBw9GixYt8Pz5c+X7MpkM48aNw5UrV7BixQq1rsJ85513AADZ2dm4cOECYmNjAQANGzaEs7NzoYe6VyUzZ87E4sWLMWDAAAwePBhyubxC81q1alXqtkLDm1Tj4+NhY2OjfG1tbQ0AeO+994q0bdKkicZ3mdjY2ODu3bsAAAMDg0J3z7xJJpNBJpNplJednV1o2r+CvxsYGBRpa2hoiOzsbI3yxo4dW+q2T5480SgLyJ9OceDAgXBzcwMATJs2DRMmTIC/v3+hW8VdXFzQp08f/PHHH5gxY4ZaWQVzEwNAVlYWbt++jXnz5hW5qqply5YYPnw4tmzZomav8t2+fRvDhw+HmZkZAGD8+PEYNGgQvvrqK5iamirb2drawtfXFxEREWpnSXncAO2OnTbHDZD22En5M7d9+/Yiz3J7G02PBXFxcfjkk0+UrwuuwG7Xrl2Rth07dsT333+vUZ6xsTGSk5MBALm5ucjLy1Pe8fwmOzs7pKWlqZ2VlJRU6Dhe8HdVV7w2btwYKSkpamcVmDt3bqnbqjsda4H9+/ejf//+yruSdHV18dlnn2HEiBHo3bs3AKBWrVoYMWIETp48qXwOpLqeP3+u/AxkZ2fj6tWr+PzzzwvdAQUArq6uGDZsGH755Re1swDg+vXrGDJkiPJn8rPPPsMnn3yCmTNnFppepk2bNvD19S31dMOqaHPcAGmPnTbHDZD2sQ6Q9vcU7i+5vywNKY+dtveXVDos0hBRjeTt7Y09e/Zg5MiRbz0hXVb//PMP2rdvX+xyZ2dnHDx4sMzrffHiBZo0aQIAyqJJRkaGcnmnTp0QEhJS5vUWOHz4ML766iskJSUpT87IZDKYmZnhq6++0uq8v6W1ZMkSbN++HZs3b8aWLVvg5OQEHx8fuLm5qTzZr6nc3FyYmZkp56F9m7i4OI2ec2RoaFhofGvVqgUAKh8SKIRQLleXq6srtm3bhtGjR8PKygo9evRAREQE3NzcCn0+Xr16he3bt2s0dQ+Qf7Lq0qVL8PHxAZA/3QsAnDx5UvmFt8DJkyc1mqoByJ9vtyzK48Tjv4uGzZs3B6C60Ofo6Ijff/9d7SxTU9NC84IDgIWFhcq25ubmeP36tdpZQP4v7P+eb7ng71ZWVkXaNmjQAOnp6WpnSXncAO2OnTbHDZD22En5M2dsbAxHR0d89dVXJbbdvHkzNm7cqHYWkH9c/fcxpuCikXfffVfltmVlZWmU165dO+zfvx/jx4+HgYEBmjZtinPnzqn8jnPu3DnlBRLqMDc3x9OnT5WvC35mHj58WKRtTEwM6tSpo3ZWAW0W2aRcYAO0W2RjcfT/VbfiqJSPdYC0v6dwf5mP+8u3k/LYVcbFJFQyFmmIqEZycnLCkSNH4O3tjeHDh6Nhw4YqT3SXda7bevXq4fHjx8Uuj42NVWueUlNTU+WBsU6dOtDX1y9UBMjOzlb7i/H58+cxZcoU1KlTB2PHjsX7778PIP+Kpu3bt2Pq1KnYuHEjnJ2d1Vp/RfHy8oKXlxfu37+PqKgoREdH44svvsDixYvRv39/+Pj4FHronqbs7OzQoEGDUp2UKpgDV13169cvdMVd3bp1oVAoVPbnyZMnyitu1DVhwgTs378f3t7e8PPzw8CBAzF79my4ubmhX79+MDc3x7NnzxAdHY2EhAR88cUXGuX17dsXoaGhMDExgaWlJdavXw87OzvEx8dj1apV6Nu3L3Jzc7F7924cO3YMgwYN0ijP3Nwcjo6OCA0NLbFtaGioRgVPANDR0Sl0p17BnUKqTsLVqVMHubm5amd17twZe/bswfjx46Gnp4dWrVrh8OHDcHV1LdL26NGjGs05DeT/svzgwQPl64ITjjdu3ECPHj0Ktb1x44by+UnqkPK4AdodO22OGyDtsZPyZ65FixaIiYkp9Et7cTT9GQHyv9skJCQoX+vr68PLy0tlYf7Zs2cqizdlMXHiRAwZMgSzZs3CjBkzEBQUhMDAQBgZGcHLy0tZWImIiMD+/fs1uhrWyckJkZGR6Nu3LywtLbF69WoYGhri0KFD6Natm/Iq1atXr2Lbtm1wcnLSqG+AdotsUi6wAdotsrE4+v+qW3FUysc6QNrfU7i/zMf95dtJeewq42ISKhmLNERUI40ZM0b59zlz5hS5ykIIAZlMVuYHzXXs2BERERHo06dPodvOAeDatWvYunVrkS+apdG0aVPcunULQP4VIY6OjoiMjISbmxuEENixY0ep7vBQJSwsDGZmZtixY0eREyOjRo2Ct7c3wsLCCj3QvSpp0qQJZs6cienTp+PQoUOIiorCtm3bsG3bNrRq1Qo+Pj5wd3eHoaGhRjktWrQo8xVzmmQV3F0C5N9a3bFjR5VtT5w4Uaap2FQxMjKCQqFAcHAwFi1apLxCKTk5GWvXrgWQ/5moV68elixZgm7dummUN2rUKBw9ehQ//fQTgPw7h5YvX4569eph6NChWL9+vTLTxMQEkyZN0iivRYsWpb7lXdMrroD8L73/PvFoaGiIgIAA2NraFmkbFxen0YnHTz/9FB4eHpg4cSJmzJiBOXPmKPdvnp6eygdMRkRE4NSpUxoX2Dp27IioqCh06NABlpaWWLFiBYyNjXH69Gk4OTmhS5cuAPKnB9ixYwe6du2qdpaUxw3Q7thpc9wAaY+dlD9z9vb2OHPmDFJTU0u8oEQIofHUnnK5HNevX1e+fuedd7BkyRKVba9fv67295wCLVu2xNKlSzF79mzs3bsXTZo0wTvvvIOwsDCEhYUp2wkh0KVLF+X0Jurw9/fH4MGD0b9/f+V7Y8eOhbW1NTw8PNCkSRPk5eXhwYMHyMvLw/DhwzXqG6DdIpuUC2yAdotsLI5W3+KolI91gPS/p3B/yf1lSaQ8dpVxMQmVjEUaIqqRijsJoKnAwEAcP34cvr6+yoObTCbDnTt3cPLkSbzzzjtqHUy7d++O9evXIzMzEwYGBvD398eECROUX1CFEPj222/V2uarV69i1KhRKr9sWFpawsfHB+Hh4WqtW5tq164NNzc3tG3bFt9++y2io6Nx7do1XLt2DV9//TVGjx6NiRMnqj29nYODA3777TfExsaq/GXo36ytrTW68yg4OBipqakltktKSkLnzp3VKvy9ycrKCuHh4bhw4QJOnDiBe/fuIT09Hfr6+mjQoAGcnJzQq1cvGBkZaZxlZGSEqKgonDt3DqmpqWjXrp1yWoOoqCiEh4cjPj4ezZs3x6hRo9CgQQON8hwcHHDixAkkJycXmtdalfI48Whvb4+rV68qXxsYGBT7ub906ZJyugp12NnZISwsDNOmTYOnp6fyKqc9e/YUmjtYCKG8c1AT/v7+OHDgAPz9/ZXrDQ4ORv369TFu3DgYGRkhLy8PGRkZ0NHRwbhx49TOkvK4AdodO22OGyDtsZPyZ87Hxwfvv/9+qZ7ZN3LkSHh4eKidBQC+vr64c+dOie0SExNx6dIljBo1SqM8AHB3d0erVq2wYcMGHD9+vND0HYaGhnB0dISXlxc8PDw0Oqkql8uxefNmKBQKpKWloWvXrhg2bBhkMhmePn2K8PBwZGdnw8TEBIGBgXBxcdG4b9osskm5wAZot8jG4mi+6lgclfKxDpD29xTuL7m/LA0pj11lXExCJZMJTX9qiYiokBs3bmDhwoW4cOFCoffbt2+PuXPnwt7evlxy/vzzT+zduxe1atVC79698Z///Eet9Tg6OiIoKAgjRoxQuXzTpk1Yvnx5oV8Kqprc3FwcPXoU27dvx3//+1/k5uaiU6dO8PX1Re3ataFQKPDnn39iyJAhpbo9mqQlISEBDx48QKtWrZS3qVekq1ev4uHDh4W+9KqSmJgIPz8/+Pj4wNfXV6PMFy9eYOvWrTh+/Dju379fpMDm5eVV5ukbi/PkyRNERUUhPT0dXbp0URYJt27dig0bNigLbIGBgRoVEGvCuAHaGzttjRtQM8ZOip+5migtLU05dppeAVsWOTk5eP78OczNzcvlCnsAePDgAS5fvoyePXsqH/ZdnLS0NKSkpJTqamRVTpw4gTt37pR4ojQxMRHu7u4YNWoUPv30U7Wy/i0mJkZZYHvzjoLyKrAVuHr1qsoi24oVK4oU2YYOHap2jjbHDZD+2Glr3ICacawDpPk9hftL7i9LQ+pj9+a4DR06FDo6OhWyv6TSYZGGiKiCJCcn4/HjxxBCwNbWtsQrrN70559/omnTpmX+d2XVv39/WFhYKKeeetOYMWOQmJiIvXv3Vuh2qOPhw4fYvn07fvnlFyQlJcHY2BheXl4YMmQI3nvvvUJtv/rqK/z22284e/Zs5WwsERFRNZaUlIRly5Zh5MiRGk+zWdPztN03KaqsAhtQMUW2mkRKxVGi6oD7y+qL+8uahdOdERFVEFNTU40KLCNHjsTXX39d4tVSmvLw8MCKFSswffp0TJo0SXmb7oMHDxAaGoozZ87g888/r9BtUMeIESNw/vx5CCHQtm1bBAUF4eOPP4aenp7K9s7Ozti2bZuWt5KIiN4UFxeHly9fokmTJsXus6trnpT7lp6ejj179sDV1VUrhQUp52m7b1JkZGRULlOwqkNXVxcWFhYVmhETE4OzZ88iJSUFZmZm6Nq1K6ysrCSRZ2RkhMTERBw7dgwpKSkwNzdHly5dKiyvovoWHx+vcrroiiLlPG33rUB6ejr09PRQu3Zt5XvJycm4fPkycnNz0bp1a9SvX7/aZb2ZV7C/TE5OxtGjRys8r0BF9i8rKwt37tzB06dPkZGRASMjIzRt2hR2dnblllFT8rTdNyoe76QhItJQeno6PvvsM7Rp0waBgYHFtgsJCcG1a9ewevVqGBgYlLhee3t7LF++vMKLNLm5uZg6dSoOHToEmUyGWrVqKd8XQqB379749ttvoaOjU6HbUVbOzs4YMGAAfH198f7775fYPjExETdu3ND4ofdEpD0PHjzA6tWrcevWLZiZmWHQoEHw9PQs0u7w4cNYsmQJjhw5wrwqkAUAp0+fxg8//ICXL1+iZ8+emDRpEl6/fo0pU6bgjz/+AJD/UNe5c+fC3d1doyxt51XFvtWtWxfz5s3TKG/s2LFvXZ6ZmYmLFy9CLpfDzMwMMpkMP/74I/MqOatARkYG9PX1C31fS05Oxpo1a3Ds2DHlFbEuLi6YNGmSRg9V1maW1PP27t2LuLg4TJw4EUD+swbmz5+PqKgo5TMVZDIZdHV1ERgYCD8/P436JuU8bffNwcEBLVu2xJAhQ+Dm5qZ8ZktFkXKetvuWk5ODL774Avv27YOOjg4CAgIwceJE7Ny5EwsXLkRmZiYAQEdHB8OHD8esWbOqRVZNyEtOTsa3336Lffv24dWrV0WWv/fee/j0008xYMAAjXJqQp62+0YlY5GGiEhDGzduxIoVK3DgwIG3znn6+PFj9O3bF7NmzcKwYcNKXK+2ijQFjhw5gkOHDiE2NhZCCNjZ2cHV1bVcHmZbXv49BVxGRgYMDQ0re5NIYsLCwhASEoK///5bcnnVrW8JCQno378/Xrx4oXxPJpPB1dUVy5cvh76+vvL9PXv2YMaMGbhx44ba2yvlPG337ebNm/D29oYQAgYGBnj16hUmTJiA9PR0HD16FD179kRmZiYOHz6MtLQ0bNu2Da1bt64WeVLum729PWQy2VsftPvv5TKZTKOfEynnabtvQP5Jzn/fgZ2UlAQfHx88efIEpqamsLa2RmxsLFJSUtCsWTNERUWp/RwNbWZJPc/HxweOjo6YM2cOAOCHH37AN998g0aNGsHd3R0WFhZ4+vQpdu/ejYSEBKxatQoff/yx2n2Tcp62+1bwnFGZTAZDQ0P069cPgwcPhqOjo9rrrKl52u7bli1bsGDBAtjb28Pc3BynTp3CwoULMXfuXLRp0wZ9+vRBTk4OoqOjcfv2bSxYsADe3t5VPkvqeYmJifD19cWTJ0/QqFEjGBoa4v79+xBCwNvbG0lJScq75oYNG6bcF6hLynna7huVkiAiIo0MHz5cBAQElKrtZ599JkaOHFmqtnK5XOzZs0eTTSvWuXPnRFJSUoWsuyLZ29tX2P8JkRBChIaGCnt7e0nmVbe+LViwQLRo0UJERkaK1NRUcffuXREQECDkcrkYNWqUyMzMVLaNjo7WuG9SztN236ZNmyY++ugjER8fL3JycsSUKVNEhw4dhJeXl0hJSVG2i42NFe3btxdBQUHVJk/KfRs8eLBo27atUCgUKpfHxMQIuVwuDhw4oHZGTcnTdt+EKPq9cfbs2cLe3l5s2bJF+V5eXp4ICwsTcrlcrF69ulpkST2vY8eOYtOmTcrX3bp1E5988onIzs4u1C4tLU24ubkJHx8ftbOknqftvsnlcrF27VrxzTffiG7dugm5XC7s7e2Fh4eH2Lx5s0hNTdVo/TUpT9t9GzRokBg6dKjIy8sTQgjx/fffCycnJzF27NhC7bKzs8WAAQPE4MGDq0WW1PPmzJkj2rZtKy5cuKB8759//hGDBw8WU6dOFUII8fr1a7FkyRJhb2+v8TFWynna7huVTtWau4aIqBq6ffs22rdvX6q2bdu2xa1bt0q97qioKMyaNatUf7744otSr3fkyJH473//W+r2VYXgzZ9ENcbp06fh6ekJHx8f5dzIISEhmDp1Ks6cOYNJkyYhKyuLeVUsCwCuXLkCLy8vWFhYoFatWhg7dixevnwJDw+PQtMCNWzYEJ6enrhw4UK1yZNy3yIjIxEYGIhVq1ZhyJAhuH37dqHl5f3gWCnnabtvqhw6dAienp4YOnRooVx/f39069YNhw4dqpZZUsvLzMxU3hn+6tUrxMfHw9fXF7q6hR8fXKdOHQwcOLDIzxLzKiergLW1NaZOnYpjx44hLCwMH330Ee7evYuFCxeia9eumDVrFi5evKhxTk3I02ZWbGws+vbtq9wXu7m5ITMzEx4eHoXa6erqon///rhz5061yJJ63rFjxzB8+HC0a9dO+Z6lpSWCgoJw4MABxMfHQ09PDzNnzoSzszM2b96sdpbU87TdNyod3ZKbEBHR26Snp8PY2LhUbY2NjZGWllbqdf/555/4888/S9VWJpNh8eLFpWrLYgfVJGV5KHN5fDa0mSflvsXFxWH06NFF3vf394ehoSGWLFmCwMBArFmzRqOcmpCn7b7Fx8cXmv7T2toaQP7c1m9q0qQJoqKiqk2elPsmk8kwZswY9OrVC3PmzMHAgQMxbtw4TJ48GXp6emqvtybmabtvb0pPT0dKSgo6d+6scnmXLl3w3XffVbssKebZ2Njg7t27AAADA4MiBYV/k8lkGhf4pJyn7b79m46ODnr06IEePXogISEBO3fuxI4dO7B792788ssvaNq0KQYPHoxRo0YxrwpkZWdnF5rqteDvqp4ba2hoiOzs7GqRJfW858+fo2HDhkXet7GxQV5eHh49egRLS0sAgKurK0JCQtTOknqetvtGpcM7aYiINFS3bl0kJCSUqm1iYiKMjIxKvW5/f38oFIpS/QkPD1e3C0SSlpubi3fffRdt27Yt8U/9+vWrVZ6U+1anTh1kZGSoXDZq1CjMmDEDx48fx5QpU5CTk6NRltTztN03Q0PDQnm1atUCAJUnp4UQyuXVIU/KfStga2uL8PBwzJs3DxEREXB3d8eZM2c0Xm9NzNN23wro6emhVq1axT4nxcDAAHl5edUuS4p5rq6u2LVrF/755x/lyemIiIgi++JXr15h+/btaNmypdpZUs/Tdt+KY2FhAX9/fxw+fBg//fQT+vbti4cPH2Lp0qXMqyJZNjY2uHTpkvL15cuXAQAnT54s0vbkyZPKk9VVPUvqeZaWlsr1/9vly5chk8kKXThbHgUoKedpu29UOryThohIQ3K5HH/88Qf8/PxKbHvixAnI5fJSr7tp06bo2LGjJpsnOVFRUTh16lSp2pbl7iKSLjs7OzRo0AAbN24ssW1YWBhWr15dbfKk3DdbW1tcvHgRI0eOVLl8zJgxyMnJwcqVK3H16lW1c2pCnrb7Vr9+fTx58kT5um7dulAoFHBwcCjS9smTJzAzM6s2eVLu25t8fHzQvXt3zJ8/H2PGjEGXLl0qdJouKedpK+vf35H09fXx8OFDle3i4uJgYmJSbbKknDdhwgTs378f3t7e8PPzw8CBAzF79my4ubmhX79+MDc3x7NnzxAdHY2EhIQyTW9c0/K03bfS6Ny5Mzp37oznz58jOjqaeVUkq2/fvggNDYWJiQksLS2xfv162NnZIT4+HqtWrULfvn2Rm5uL3bt349ixYxg0aFC1yJJ6Xvfu3REZGYnGjRtj4MCBMDAwwJkzZ7B48WJYWVmhWbNmyrYPHz7UuAAl5Txt941Kh0UaIiIN9e7dGwsWLMCvv/4KNze3Ytvt27cP58+fx7x587S4dcWrrsWOipoCjqSrRYsWpf5Zr255Uu5b586d8dNPPyE1NRV169ZV2WbChAnIy8vDN998o/EJTynnabtvLVq0KHR1nq6ubrEXHJw4caJM0+hVdp6U+6aKlZUVQkNDsW/fPixatKjCp0uVcp42st78jrR//36MHTu2SLuzZ8+iefPm1SZLynlGRkZQKBQIDg7GokWLIJPJIIRAcnIy1q5dCyD/Lrl69ephyZIl6Natm9pZUs/Tdt/KwsTEROW0o8yrnKxRo0bh6NGj+OmnnwDk3ymwfPly1KtXD0OHDsX69esB5P+8mJiYYNKkSdUiS+p5gYGBOHHiBFatWoVVq1Yp39fR0cF3331X6PvrkSNHSv3c4JqYp+2+UemwSENEpCFvb29EREQgODgY169fh6+vL2xtbZXLY2NjsXXrVigUCjRr1kzjq1XKS3Utdvj7+xc7LziRKg4ODvjtt98QGxtb6LOpirW1NZydnatNnpT7NmDAAGRlZeHRo0dvnZJk4sSJMDIywl9//aV2ltTztN234OBgpKamltguKSkJnTt3Ro8ePapNnpT79jb9+vWDq6srXr9+rXwwd0WScl5FZd28ebNU7V68eIE2bdqgU6dO1SKrJuRZWVkhPDwcFy5cwIkTJ3Dv3j2kp6dDX18fDRo0gJOTE3r16lWmKZNrap42swICAso0QwLzqkYWkF/Qi4qKwrlz55Camop27drB3NwcQP6FjOHh4YiPj0fz5s0xatQoNGjQoFpkST3P1NQU27dvx9q1a3H27FlkZWWhefPmGD16NNq1a1eo7W+//aZRv6Sep+2+UenIBJ8eTUSksSdPnmDixIm4e/cuZDIZ6tSpAyMjI6SlpSE9PR1CCDRr1gzr1q1TPvS3JPb29li+fDn69+9f7ttrb29f5mJHVZh2rSL/T4iIiIiIiIiIiLSNd9IQEZUDGxsb7Nq1C9u3b8f+/ftx+/ZtJCYmok6dOnB2dkbfvn0xePBglQ/6LU5pr+JTF593Q0REREREREREVLlYpCEiKid6enoYNmwYhg0bVtmbQkRERERERERERNWATmVvABERERERERERERERUU3EO2mIiKjaqOgp4IiIiIiIiIiIiLRJJoQQlb0RRERERERERERERERENQ2nOyMiIiIiIiKqYkJCQiCXy3H27NnK3hQiIiIiqkCc7oyIiIiIiIiogsnl8hLbKBQKdOrUSQtbQ0RERERVBYs0RERERERERFoSEBBQ7DIbGxstbgkRERERVQUs0hARERERERFpSWBgYGVvAhERERFVIXwmDREREREREVE1ERcXh379+qFVq1aIjo4utOzZs2f43//9X7i4uKBVq1bo1KkT/P39cfXq1UraWiIiIiIqCYs0RERERERERNXAzZs3MWTIEDx9+hTr1q2Dh4eHctn169fh4eGBiIgING7cGCNGjECPHj1w/vx5DB06FMePH6/ELSciIiKi4nC6MyIiIiIiIiItCQkJUfm+vr4+/Pz8iv13p06dQmBgIAwNDREREQF7e3vlspycHEydOhWvXr2CQqFAx44dlcv++ecfeHt7Y/bs2Th69Cj09PTKrzNEREREpDEWaYiIiIiIiIi0ZM2aNSrfr1u3brFFmujoaMyePRt2dnbYsGEDrK2tCy0/duwYHj16hLFjxxYq0ACAlZUVxo8fj8WLF+P06dPo3r17+XSEiIiIiMoFizREREREREREWnLr1q0ytVcoFDhy5AjatWuHsLAwGBsbF2lz+fJlAPnPq1F1p05MTAwA4N69eyzSEBEREVUxLNIQERERERERVVHnz5+HEAL/+c9/VBZoAODFixcAgP379791Xa9evSr37SMiIiIizbBIQ0RERERERFRFLVq0COvWrcOaNWuQm5uLqVOnFmlTt25dAEBoaChcXFy0vYlEREREpAGdyt4AIiIiIiIiIlKtbt26+Omnn+Ds7IywsDB8/fXXRdo4OTkByL/rhoiIiIiqFxZpiIiIiIiIiKowIyMjbNiwAf/5z3/w448/YuHChYWWu7i4wM7ODhERETh+/LjKdVy6dAkZGRna2FwiIiIiKgNOd0ZERERERESkJSEhIcUu69WrFxwcHFQuMzQ0xA8//IDAwEBs2rQJWVlZmD9/PmQyGWrXro2QkBCMHz8efn5+aNu2LRwcHGBgYIBnz57h2rVriI2NxcmTJ2FoaFhRXSMiIiIiNbBIQ0RERERERKQla9asKXaZjY1NsUUaANDX18eaNWswbdo0REZGIisrC4sXL4aOjg7s7e0RHR2Nn3/+GceOHcOuXbugo6MDCwsLtGjRAoGBgTAxMamILhERERGRBmRCCFHZG0FERERERERERERERFTT8Jk0RERERERERERERERElYBFGiIiIiIiIiIiIiIiokrAIg0REREREREREREREVElYJGGiIiIiIiIiIiIiIioErBIQ0REREREREREREREVAlYpCEiIiIiIiIiIiIiIqoELNIQERERERERERERERFVAhZpiIg/0MQ9AAAAcUlEQVSIiIiIiIiIiIiIKgGLNERERERERERERERERJWARRoiIiIiIiIiIiIiIqJKwCINERERERERERERERFRJWCRhoiIiIiIiIiIiIiIqBKwSENERERERERERERERFQJWKQhIiIiIiIiIiIiIiKqBP8HksRsDRHvMu8AAAAASUVORK5CYII=\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_orb7_B3g.inp.out_BLM-L_2020-02-17_23-02-41.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_orb7_B3g.inp.out, pType=a, thres=0.001, 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_orb7_B3g.inp.out_BLM-V_2020-02-17_23-02-41.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb7_B3g.inp.out, pType=a, thres=0.001, 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 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 (0.3436042494576269+1.947404985195258e-17j)\n", "Plotting data (No filename), pType=a, thres=0.00034360424945762693, with Seaborn\n" ] }, { "data": { "image/png": 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sdnuDn7u50Aa6AHRxGDJkCObOneuxzL3yaKotW7bgwIED+PTTT5VlIgKHw4HDhw+jS5cuAHDWC1r3clxIWSoqKupUJIAziU9tIlLv8rM5n31qby/Vyc/Odpzz2aexxznXMRqzj8lkQnl5eZPKQs0b65WaMvqjXjkfzz33nPK6V69eAICXXnrJY7nLkiVLUFJSgjvuuKPOuqbUKx999BHGjx/v8f1169YN8+fPx2OPPYapU6dCo9Hg4YcfRlxcHDQaDQDnBbPVasVbb72F6667DgCwYMECxMfHY9WqVRg+fLhyvIULF6KkpAQ7duzAk08+idmzZ+Opp56qU5bXXnsNCxYswOrVq5XyOBwOAMCYMWPw6KOPKt/Nhg0b8N5772Hw4MEex6ioqMBnn31WJ0C67rrrkJaWhkmTJmHChAkwGAx4/vnnsW7dOuUzUXByNRa6e/rppxsMgs/FvbEQADp06IC33noLgwcPxty5c5Xfnqux8GwmTZqEW2655azbJCYmNriuvsbC8zVy5EjcfPPNSElJweHDh/H8889j6NCh2LJlCwwGQ53t62uYqq/BLioqCnq9vt5Gu7y8PCxbtgyfffaZsiw8PBwDBgzAyy+/jC5duiAuLg4LFizAb7/9hg4dOgDwbEibMWMG/vnPf2L58uW44YYbsGrVKo//1++++y6eeuoplJWVoXPnzli5ciX0en2938HGjRvxxRdf4Pvvv1eWHTp0COvWrYPRaMRXX32FgoICPPjggzh9+jQ++uijOsfYtGkTMjMzkZ6erizr3LkzUlJSMHXqVLz//vsIDQ3FnDlzkJ+f79Fg9+ijj2LgwIEYM2ZMveULDw/H6tWrMWbMGKXBu2PHjvjhhx+g1TrDxOHDh+PRRx/FXXfdhSFDhuDAgQN48803le+7TZs2jfpMhw4dws8//4zx48dj6dKl2L9/P/7+97/DZrPhhRdeqLd8zQUDbmqU0NDQBnuC1GrnQAlXgAfAI+NrfRwOBx544AE8/PDDdda1bt3a47znMnPmzAZ7XFyWLVuGQYMG1bsuJiYGGRkZHsvi4+Nx/PjxOtuePHmyTsXvvo+r58W9N+rEiRMefzzOJT4+vs4fkRMnTkCr1aJFixZN2geo22N9tvMCzj9uCQkJHsdp6BgxMTHQaDT1nrv2PqdPn0bLli0bVRa6NLBecfJHveIt/fv3R3FxMY4fP16nzP/v//0/jBo1qk4vSkP1U32fee3atdi7dy8WLlxYZ924ceMwbtw4HD9+HKGhoVCpVJgzZw4uu+wyAFDqra5duyr7tGzZEjExMUr2cBdXb1TXrl1ht9tx//334/HHH/cIdGfPno2ZM2fixx9/RI8ePZTlMTEx0Gq1HucBgC5dunj0LLksWrQI5eXl9TZEPPbYY3j00UeRl5eHqKgoHDlyBFOnTlU+EwWnS7Gx8Hzceuutyuvu3bujb9++SElJwffff+8xgsV13voapoCmNVT+5z//QWRkJP761796LP/kk09wzz33IDExERqNBn369MG4ceOwdetWAE1rSBs/fjyuvfZa5OXlYfbs2bjllluwfv36Ot/brl27MGbMGLzwwgu49tprleUOhwMqlQqffvopzGYzAGDOnDm46aab8M4778BkMnkcJz09Hd27d8cVV1yhLNPpdFi8eDEmTpyI6OhoaDQaDBs2DCNHjlS2+fbbb/Hzzz9j27Ztdb4nl4qKCtxzzz248sorldE2s2fPxp/+9Cf873//g8lkwn333YeDBw9i1KhRsFqtiIiIwJQpUzB9+nSPBs9zfSaHw4HY2Fh88MEH0Gg0SE1NRW5uLtLS0pp9wM0h5XTBXEGUe4va9u3bz7pPnz59sGvXLmVIp/ujoVbChlzo0M/evXtjz549Hhf2AwYMQFFRkcdUML/99huKiooavMhNTU2FTqfDypUrlWV5eXnIzMxs0oXxgAEDPI4BACtWrEDfvn2h0+ka3OeXX37xGDa5YsUKtGrVCm3atGnUeS+77DLEx8d7nLuqqgpr1qxpsPx6vR6pqal1yrty5co6+2RmZqJ3796NKgsR6xUnb9Ur3rJt2zYYjUZERkZ6LD98+DBWrVpVZzg50HCdVl/509PTkZqaip49ezZYhri4OISFhWHhwoUwGo3Khaxr+rW9e/cq254+fRoFBQXK0Mj6iAisVqvHv1VaWhpefvllLF++vM6/s16vxx/+8AeP8wDAvn376j1Peno6Ro8e3WCDo0qlUqZiXLBgAZKTk9GnT58Gy0uB52osdH+4gtwLaSx0r1927NiB/fv3o127dh7nPZcLHVIeExODM2fOnPM85yMhIQEpKSnYv39/nXUNNUzV12B35swZWK3WOo12IoKPPvoIEyZMqFPnt2vXDmvWrEFpaSmOHTuGTZs2wWq1Ko1bZ2tIq91gZzab0aFDB1x99dVYtGgR9uzZU2eqw6ysLAwdOhT33XdfnRFBCQkJSExMVAJT13lEpM6Uj+Xl5fj8889x77331vnOUlNTsX37dhQWFiIvLw/Lly/HqVOnlM/0888/4+DBg4iMjIRWq1V6rG+88UZcc801AIDPPvsMR44cwbx58/CHP/wB/fv3x2effYbDhw/jm2++AeCso/75z3+itLQUR48eRX5+vhL8u64xG/OZEhIS0LFjR4+GzS5duiA/P7/ObT/Njh/vF6eLVEMZOU+ePKls48qUuGvXLlmzZo1cccUVZ00QsmPHDjGZTPLggw/Ktm3bZN++ffLNN994ZJ1MSUmRN954w+efzzVlVUZGhsfyESNGSI8ePWTjxo2yceNGufzyyz2m78nOzpZOnTrJb7/9piybNGmSJCUlyY8//ihbt26VoUOHnve0YI8++qhkZWVJenp6nWnBak/ZUVhYKHFxcXLbbbdJRkaGLFmyRCIiIs5rWjCz2SxLliyRjIwMue222+pMCzZ06FCPzJSuacHS09MlKytLHnnkEQkNDVWSlbikpKTIxx9/3KTyUPPFesW/9YqIM6v3tm3bJDU1VcaNGyfbtm2TXbt2KeuXLFkinTp1Ut5/++238sEHH0hGRoYcOHBAPvzwQ4mIiKiT1FFE5LnnnpNWrVrVW6b169eLRqORV199VXbv3i2vvvpqnWnBRJzTG4aEhMjcuXPrLf/bb78tW7Zskb1798q///1vMZlM8q9//ctjmzFjxki3bt1k/fr1kpGRIaNGjZKuXbsqSXr+7//+TxYuXChZWVly8OBB+eKLLyQxMVHGjx+vHOOf//yn6PV6WbRokcdv05U12fVd6XQ6+eCDD2T//v3y9ttvi0ajkbVr13qUZ//+/aJSqWTZsmX1fqbXXntNdu7cKZmZmfLSSy+JTqfzSGhU3+9hwoQJHrNA1P53I986VyKw8vJyAeAx1dGKFSvOWneNGzeuzjRctTW27jp16pSSELKhh/vUfrV9+eWXEhUV1eAMJ01JmlZbQUGBktiwtsGDB9eZ5k+kJmlabm6usuzzzz+vN2ma63utXe/W5/Tp02I2m+X9999Xlg0YMKBO0rS//vWvcttttzV4HIvFIiaTSUneKCKSmZkpsbGx8uSTT9a7z/vvvy8mk8mjTvn6669FrVbX+beZN2+eGAwGKSgoOOdn2rdvn6jVavnhhx9ExDndYkZGhscDgPzrX/9SEuq+9dZbEh8f7/HvbbVaJTQ01CNxZW0TJkyQAQMGNOkzTZ06VVJSUjwSb7755puSkJBwzs92sWPATefU0PyG7n/gs7KypH///mIymaRXr17n/OMi4pz379prr5WwsDAJDQ2VHj16yCuvvKKs99eFsYjI2LFj60xjderUKRk/fryEh4dLeHi4jB8/3qP8rkyk7tlkKyoqZPLkyRIdHS0mk0lGjRpVJ0NuSkqKx1QV9Vm9erX07t1b9Hq9tGnTps4F6LRp0yQlJcVj2c6dO2XQoEFiMBgkPj5epk+f7lGBuv4NDh8+3OB5HQ6HTJs2TZkf8eqrr67zh6u+8r/zzjuSkpIier1e+vTpI2vWrPFYv2HDBomMjDzrH3m6tLBe8X+9Ut/37V6PzJs3T9zb4ZctWya9evWSsLAwCQkJke7du8ubb74pVqvV47h2u12SkpLk2WefbfDcX375pXTq1El0Op107txZFi9eXGcb1wVbYWFhvceYMGGCREdHi16vlx49etTbgFdUVCT33HOPREZGSnR0tFx//fUe39Xnn38uffr0UX4fXbt2lZkzZ0pFRYWyTUpKSr3fVe3vNz09Xdq3by9Go1F69uwpX3/9dZ3yTJ06VZKSkhrM7D5kyBAxm81iNBqlX79+snTpUo/19f0eBg8e7DHPee1/N/KtS7Wx8OjRo7Jt2zZ58cUXJSwsTGnAcw+wOnXqpMxaUlJSIo8//rhs2LBBDh8+LKtWrZIBAwZIYmJinWnvztYw5ZoW7I9//KNs3bpVfvzxR0lKSvL4blxuv/12j3m+3S1fvlyWLVsmhw4dkhUrVkjPnj3liiuu8MiYfa6GtIMHD8rMmTNl8+bNcvToUdmwYYOMGTNGoqOjlanDMjMzpWXLljJ+/HiP38eJEyeU85SUlEhSUpLcdNNNym+kQ4cOcu+999Yp91VXXSW33nprvZ/piy++kFWrVsnBgwfl66+/lpSUFLnhhhvq3dYFtbKU7969WwwGg/ztb3+TrKwsyczMlNtvv13MZrPSyHHy5EmZO3eu7N69W7Zt2yYPP/ywGI1Gj4bAxnym33//XcLCwmTy5Mmyd+9e+e677yQ2NlZmzJihbFO7Q6kxjY4XA9bQROIMVmNjY30+92l5ebkYjUb5+eeffXqe+sybN0/at28fkOkYbrrpJo+gh+hScCnUK0SXmku1sbChz+3eGAS3afrKy8uVafN0Op20bt1a7rzzznqn6TtXw9TRo0flz3/+s5hMJomOjpbJkydLZWWlxzaFhYViMpnkgw8+qPcYCxculLZt24per5f4+Hj5+9//Xm/j3tka0nJycmTkyJESGxsrOp1OkpKSZNy4cbJnzx5lm2nTpp2zcVPEGegOGzZMTCaTJCUlyWOPPVanU8I19deKFSvq/Uz/+te/JCkpSfl+n3vuuXPOz1474BZxjsC48sorxWw2S1RUlAwdOlQ2btyorD958qT0799fQkNDJSQkRP74xz/WGaHU2M+0YcMG6devnxgMBmnbtq288sorHiOjancoNabR8WKgEnG7yYToEjZ//nz06dMHl19+uc/OsXz5crz99tse2Sr9ZezYsbjxxhtx8803+/W8FosFaWlpePzxx+skAiFq7pp7vUJEzU9GRgaGDRuGAwcOIDw8PNDFIbroMeAmIiIiIiKFPxoLiS4VDLiJiIiIiIiIfIDTghERERERERH5AANuIiIiIiIiIh9gwE1ERERERETkA9pAFyDYOBwO5ObmIjw8HCqVKtDFIaJmTERQUlKCVq1aQa32Xfsn6zUi8id/1G2s14jIny6kXmPAXUtubi6Sk5MDXQwiuoQcO3YMSUlJPjs+6zUiCgRf1m2s14goEM6nXmPAXYtrvsFjx44hIiIiwKUhouasuLgYycnJPp/nlPUaEfmTP+o21mtE5E8XUq8x4K7FNSwpIiKCFTgR+YWvh0OyXiOiQPBl3cZ6jYgC4XzqNSZNIyIiIiIiIvIBBtxEREREREREPsCAm4iIiIiIiMgHGHATERERERER+QADbiIiIiIiIiIfYMBNRERERNREBaUWHDpZChEJdFGIKIhxWjAiIqIgICKw2BworrSipNJW/XC+LrXYUGVzwGp3PUR5bxeBCiqoVIAKqH52vtdp1NBp1NBr1dBrVM5nrRp6jQYheg2MOudziF4Dk16DEL0WoQYNDFpNoL8OoqBkdwh+2XcSn//vd/y0+wRsDsEfO8di+uhuSI4OCXTxiCgIMeAmIiLyMRFBQWkVDheUIftMOY4XW3C8uBInS5zPx0sqcaLYAovNEeiiAgB0GhXCDFqEGbUIM+gQXv063KhFhFGHCJPrWae8N5t0iDTpYTbpEG7UQq327fzyRP507HQ5vtx8DF9uyUZeUaWyXK0CftpzAusOFOChoe1x39Vt2WBFRB4YcBMREXmJ3SE4XFCKXbnFOFxQVvM4WYYSi61Rx1CpgDCDM3Y9jTQAACAASURBVKANrw5yQw1aGLTVvdXVvdY6rQo6jRoalQoCQAQQCFyjWx0isDmcPeGu3vAqmwNVdgcsVgcqrHaUV9lQUWWvfm1XAn6rXXCm3Ioz5VYAFU3+HlQqIMKocwbhIa5nPSIbeO9c5gzW9Vre7UbB40RxJR7/cgfW7i9QlkWF6HB97yTc+odkaNQqvPBNJjYcPIXZK/ZhydYcvDimGwZ1aBnAUhNRMGHATUREdB5cwXVGThEysouRmVOEXblFKKuy17u9SgUkRZnQOjoEcRFGxEUYERtuqH5tQGy4EZEhOoTqA9c7bHcIyqucQ9hLK20oqX4usziHuBdXWlFcaUNxhdX5uqJ6WYUVRRVWFJZbUWG1QwQoql72++mmlSFUr0FkiB7hRmeveZ1HdcAeYdIh0m15hEkHnYbBOnnXkm05SrA9qEMMbv1DMq7tGufRi/3pvf3w7Y5czPh+Nw4VlGFC+iaM6pGAp4Z3RusWHGZOdKlrlgH3u+++i7S0NOTl5aFbt2548803MWjQoEAXiy5CVrvDef9k9T2UZVVury02WGwOVFqdvUIWmx0WqwOVNjusNmfPkt3hgF0Au8MBm11gd5w9sYpKpYJGDWjUKudrlQoatQpqlQo6jQpajQpatbr6tRo6tfOeTNc9mq5ng9bZC+Z8rYFB53xv0FW/r97GoNPAqFVDy4tUonOy2R3IzC3Gb4dO4bfDp/G/w6fr7bU26TTokhCODrHhuKxlKC6LCUXbmFAkR4fAqAvuoaYatQrhRh3CjTrAfH7HsNjsKK6woaiiCoXlNYF4YXUAXlRehcIKZ++5c51zu+JKK0SAsio7yqqa3qsOOIP1CFcA7hr67nptdL52jhrQeYwgCDNqEW7QwahTQ6XiUHiqsf94KQDgkWEd8MiwjvVuo1KpMKZXIoZ0jsWcFfvw8cYj+G5nHr7bmYe2LUNxdYeWGNQhBv3btkCooVleehPRWTS7//ULFy7EI488gnfffRdXXnkl3n//fYwcORJZWVlo3bp1oItHAWax2VFQWoWTJRblUVDqfJwpd174nSmvwpky54VgaSOHgF7sNGoVDFo1jDqNx7MrIHdfbtTVfl9327NuX90AYNDywvZSseFgAd5ZdQA6jRqDO7bENZ1icVlMaKCLdU4Oh2BXbjHWHSjAr4dOYcvRM3XqBJNOg66tInB5otn5SDKjXcswaC7h+5cNWg1ahmvQMtzQpP3sDkFJZa3gvKKm97zYbZkriHctdzV8OIN1u8c9tk2hVauq71t3e1QP6Q/TVz8bNAg1aBFi0CLULdFciF5bJwGdSae5pH8LzcGBk86Au1Nc+Dm3jTDqMH10N9yUmoRZy3Zj48FTOHSyDIdOluE/G45Ap1GhT+soXNk+BrHhhnp/QwatWrk9xCHO/A/Otnpng71KpYIKgFrlTIyoVqmgdvsbzkZ0ouCjkmY2l0G/fv3Qp08fzJ07V1nWpUsX/PWvf8WsWbPOuX9xcTHMZjOKiooQERHhy6KSlxVXWpFbWIG8okocL6pEXlEl8osqkV/sfM4rqkBx5fkF0EadGmEGHcIMGufFl955IeYebDqfnT3Ieo0KGrUaWrWzh1qrcT5rVM7e6vq4/rjaHQIRZ2+4vfqPrdUusNkdsDqczzaHKNmKbdXZiqvsbvdpuu7VtDmqe99dr5298Jbq7QPN1Ruv9LrX6oF376E3VPfQu3ruXZmWldda5zY6rQp6jQY6V0Zmt95/5wgAlceIAJ265l5YbfXIAn/xV30TqHrtRHElXlm6G99sz62zLqVFCK7p2BLXdI7FgLYtgqbn91SpBWv3F2DNvpP4Zd9JnCqr8lgfYdTiistaoH/baPS7rAW6JITz4jYI2KpHIxVXuoJwm/O5+n1J9fD3kuoh8a7s765gvdRig6+uhvRatTMQ12lg1DsbHU16DUxuDZKm6oZKU3XmeKNOrSxz1ZF6j3qx5rkmC31NXahTqwOatM4fdY4/ziEiuHz6CpRabFj56NXo0Iig211RhRUbDxZg7f4C/LL/JI6dPr+RG02lVas8GrxNupqGIOdrbfVvzfnbqv3s/ve35u9tzd9gnUYNrUbl8VqnVkOjcV7nqFSouebx8u+w5vrIma9Cee0A7NXrXPkrHI6abR3Vz3aHwFFrW7uj1noR2B3OPBgOR/W1mUh140f1Otd24n6emuW182pIdXlF+RyeOTcay3WJ4pqJQq1yNsKoVSqoVZ4NMTUzV1S/dmusce5X/77u/3YalUr5d1W2qx55qVE3fG73bZXRmmoVtMq+NQ/XMq3a+78Xb7qQOqdZ9XBXVVVhy5YteOaZZzyWX3fdddiwYUOASkXeUGl19ljkFVYgV3muQG6hM5DOLaxsdG+0TqNCyzADWobXPFqEGhAZokNUiB5RoTXJfKKq7yNsjhfUDoegyu42JL56OLzrudJqR6XVGaRXWh3V713b2lFp81xW3/b1bes+qt7VKFCC4BlJoNPUBN+uCwmt2vVcs0yjdg7p11Qvcz6r8OyfuqBty7BAf4yAstkd+OTXo5izYh9KLDaoVcDt/VOQGGnC6r0nsfnoaRw9VY75G49i/sajMOrU+PPlrTC+f2v0To70a6OH1e7Att8LsW7/SazZdxI7c4o8LoDCDFoMaNcCA9q2QL+20egcH8EeyyCk1agRFapHVKj+vPYXEZRX2aunYKuZlq3MUnMLUVmVvea1xZlwrqzKjvLqbcqrnMvKq5PQuX5HrnquEFYvfuJzc9VXrjpNSbSnVte9PUlTU49p1c51Go2quo5To09KJMb3S/Fr+YNBfrHz2kKjViGlRdNH5ZhNOozonoAR3RMAAEdPleGX/QXYevQMSiqtdX5HZVV2VNkcNQETaoIiV7Uo4gwEUf0sgJIc0cXmEGceBosXvgQvcN4a5wrOagIylQpKBOoMUD0DVYdA+ZwOpaefmjslGK8VmLuCfCWgr37t0cijVjtvzXRrMKgd9GtUUI732k09EBlyfn83mqJZBdwFBQWw2+2Ii4vzWB4XF4f8/Px697FYLLBYamqk4uJin5aRPFntDpwqrcKJ6ilxTlRPkXOixIKTJc5e6ryiSpyu1cvUkMgQHeIjjGgVaUJchBEJZiPizUbERzif48KNiDBpOZQZzlZHo1rj955Fq70mOHdmS7YrvfCu4NzVG1/lttyVWdnVe29xy7ZcZXfA6tbL797DX2V3OEcH2J0NDNbqbV3v65ZPYLXXn/SqMab8sf57/PwpkPXa1t/P4LmvMpGV5zxnz+RIzBjTHZcnOW8IfmBwO5RabFh/oACr957E6r0nkFdUicVbs7F4aza6JkTg9v4pGNOrlU/udRQRHDhRinUHCrBuv3OoeO0kZ10TIjC4U0sM7tgSqSlRTMR1CVCpVAg1aKt/c8YLPp6IoLJWJvjyKmejY4XVsxGzvMpe3cjpXFbhsZ291iglz7rR6lbX2WpFIzaHwOawo8ILcb7N4Qh4wB2Ieu3ACedw8pQWIV7Jnp/SIhQTWoRiQn/vf5ci4tH4XWl1/q4qquweMxFUuBqGrDUj3twbyF3vq+yeI+SqbHblN2er/vtpsztH29X+7dVmdwictax/IuaaHlq3wKve4At1l7kFZmpVzXq1W5DmzLGDOtu7juHsWa7pYVZ6m1WAcwmUda7XzjUNX5tK9Xfn2UsuSgOMw9UA4/a+plfd1cte81pZD7f9a48OEPdnz4YP9x5+17Hd1ysjEapHCNgcDo+RBWfj2s8fXrH75zzNKuB2qR1MiUiDAdasWbPw4osv+qNYzYJreLN7oOR+EVBmsVf3BNT0Crgy3RaWW6vvj67C6fIqFJZZGz1NDgCE6DVIMDuD6QSzEQlmExIjTUiIdL5uFWlEiL5Z/qSbFVdPS/iFX9NeMKn+w2KtDsitSkAusDpqLibsDoHN4age2u987Xyu9druQGKUKdAfK2D12pyV+/DWT/sBOHt2nh7RGWP/kFxniFiYQYvh3eIxvFs8RARbfy/Ep78dxXc785CVV4xnv8rAzKW7cX3vRNzQJxFdEiLOu2Go0mrHrtwi7DhWhJ3Zhfj10GnkF3ve3xsdqseV7WNwdYcYDO7YErERQfDjpIuaSqVyDt/VaxB9nr3uTeUateQeCLluM3LVb6517rcoWd3quZr6rub2JZtD0D4IRu0Eol5zBdwdYgP/+c9FpVIpOVT8zXVt6Bqe7TnM2hmsuXqsHdWBlGtb1/W50pvvFpC6At2zDVVWuwfWPhjCTt7nyktgd/uNKK9rBf02R911Uj3E3+H2O3M1ONT+/bluAaj7m3Q+hxv9Ezc0q3u4q6qqEBISgi+//BLXX3+9snzKlCnYvn071qxZU2ef+lpMk5OTm9U93HaH4HRZdaKwUgsKqp9PllhQWuls5XRvUXe9tih/qKt7A310369G7RziHRthQGy4AS3DnVPlxEYYlMC6ldnEnmlqdnx1D2Ig6rWd2YUY/e/1AICbU5PwzMjOaBHWtKRZZ8qqsHhrNj797XccLihTlmvVKrSPDUPXVhHomhCBbq3M6JoQAZ1WpUxfVWapGe57osSCndmF2JFdhH3HS+q0lOu1alzRJhpXdYjBVe1j0DUhghdpRF7ki7otEPXaP77KwKe//Y6/D2mHJ4d39sk5iOjiwHu4q+n1eqSmpmLlypUeAffKlSsxZsyYevcxGAwwGJp2URisRAT5xZXIyi3G7rxi7M4rQVZeMY6eKvPZfS86jcojwUaIXoOw6mF5odUZXkMNGoQZdIgK0TnvsQvRIzpUV/2sR4RRx4tdIi/yd70mInjpv1kAgBt6JyLt5p7ndZyoUD3uHdQW91x5GTYeOoVPfzuKjQdP4Uy5FXvyS7AnvwRLkNPk48aEGdAzyYweSZFITYlC3zZRQZOkjYgaJxDXa/ure7jbXwQ93EQUvJpVwA0Ajz32GCZMmIC+fftiwIAB+OCDD/D7779j0qRJgS6aT+QUVuCHzHz8vOcEMnOLUFhe/81aKhXQIlSPGFeysDADYsINMJt0HhksXVlSTTpNdRbnmiyUOrf3Rp0Gek1gs6ASUXD4PiMPm4+egUmnwZMjOl3w8dRqFa5sH4Mr28dARJBXVIlducXIyi3Grtwi7MotRk6hM9uvSgVluiZn454WkSF6dG0VoQTZCWYjR8cQUZMddAXcLZuWnZyIyF2zC7hvvfVWnDp1Ci+99BLy8vLQvXt3LF26FCkpzSe75qGTpVi+Kx/LM/OxM7vIY51GrUK7lqHomhCBLtWPjnHhiAnTN8tM20QUWJVWO2Yt3QMAmDS4HRLM3r2HXaVSoVWkCa0iTbi2a01CzNLq7OcmnYbBNBF53ZmyKmVawHaxTc9QTkTk0uwCbgB48MEH8eCDDwa6GF5VarHh441H8PW2HOw7XqosV6mAP7SJxvBu8biiTTQ6xIVxqCQR+U36usPIKaxAgtmI+69u67fzhvkggzkRkcuBk85rrcRIExOyEtEFYQ0S5Cqq7Pjk1yOYu/ogzlQPF9eqVRjQrgVGdk/AtV3j0DK8edyDTkQXlxPFlXhn1QEAwNMjOsOkZ2MfETUPB3j/NhF5CQPuIGWx2fH5pmP496oDOFnizMrZNiYUkwa3w/Bu8TCH6AJcQiK61KX9sBflVXb0So7E6J6tAl0cIiKv2X+cATcReQcD7iBjszuweGs23vrpgJIUKCnKhCl/7IDreyfyPmwiCgoZ2UVYtDUbAPDCX7oygSIRNSuuIeUMuInoQjHgDiJWuwN/+78t+HH3CQBAXIQBk4d2wK19k6HXMtAmouAgInj5uyyIAGN6tUKf1lGBLhIRkVcd5JByIvISBtxBQkTw7JIM/Lj7BAxaNZ4c3gm3909hAjQiCjrLMvOx6chpGHVqPD2ic6CLQ0TkVWUWmzLKsH1LBtxEdGEYcAeJtB/24sst2dCoVXhnXB8Mc5v+hogoWFRa7Zi5dDcA4P6r26FVpHenASMiCrRDJ8sAADFhekSF6gNcGiK62DHgDgLz1h/Gu6sPAgBmXX85g20iCjpHT5Vh8ZZsLN6ag5zCCsRFGDBpsP+mASMi8pf9J0oAAO3Yu01EXsCAO8C+3ZGLl77LAgA8ObwTbvlDcoBLRETkVGqxYenOPCzako1NR04ry8ONWvzzxh6cm5aImiVOCUZE3sSrpQBat78Aj3+xHSLAXQPb4MFr2gW6SEREOFxQhrd/2o9lmfmosNoBAGoVMKhDS9yUmoRru8YxvwQRNVsMuInImxhwB0hmThEe+GQzrHbBn3sk4IVRXaFScVodIgo8EcGSbTkAgHYtQ3FTajKu752IeLMxwCUjIvI915RgHWLDA1wSImoOGHAHwMkSC+6atwllVXYMbNcCc27pyTlsiShotG0ZhqdHdEb/ttHolRzJxkAiumRU2Rw4eqocAHu4icg7GHAHwMqs4ygorULblqF4f0IqDFoOzSSi4PI33uJCRJegI6fKYHcIwgxaxEUYAl0cImoG1IEuwKUoI6cQADCiWzzCjboAl4aIiIiIgJr7t9vFhnF0DxF5BQPuANhxrAgA0CPJHOCSEBEREZGLkjCNU4IRkZcw4PazSqsd+44753e8PCkywKUhIiIiIhdXwN0hjgE3EXkHA24/251XDJtDEBOmRytm/CUiIiIKGuzhJiJvY8DtZxk5zuHklyeaeW8QERERUZCwOwQHT3IObiLyLgbcfua6f5vDyYmIiIiCR86ZClhsDui1aiRHhwS6OETUTDDg9jNXhvIeiUyYRkRERBQsDpx05thpGxMKjZqjEInIOxhw+1GZxabcG8QM5URERETBw31KMCIib2HA7UdZecVwCBAfYURsBBOmEREREQULJUM5A24i8iIG3H6045hzOPnl7N0mIiIiCir7TzBhGhF5HwNuP3JlKOf920RERETBQ0RqpgRjwE1EXsSA248ysl0ZyhlwExEREQWLkyUWlFTaoFYBl8WEBro4RNSMMOD2k+JKKw4VlAEAenBKMCIiIqKg4erdbh0dAoNWE+DSEFFzwoDbTzKre7eTokyIDtUHuDRERERE5HLgpGs4eXiAS0JEzQ0Dbj/Z6bp/m8PJiYiIiILK/uO8f5uIfKPZBNxHjhzBxIkTcdlll8FkMqFdu3aYNm0aqqqqAl00AG73bydyODkRERFRMGHCNCLyFW2gC+Ate/bsgcPhwPvvv4/27dsjMzMT9913H8rKyjB79uxAFw87c5xTgvVkDzcRERFRUKkZUs6Am4i8q9kE3CNGjMCIESOU923btsXevXsxd+7cgAfcp8uqcOx0BQCgG6cEIyIiIgoaxZVWnCyxAADatWSGciLyrmYTcNenqKgI0dHRZ93GYrHAYrEo74uLi71eDtf825fFhMJs0nn9+ERE7vxRrxER+ZMv67Xs6k6R6FA9wo28TiMi72o293DXdvDgQbz99tuYNGnSWbebNWsWzGaz8khOTvZ6WTKyncPJL2fvNhH5gT/qNSIif/JlvZZ9phyAcyYZIiJvC/qAe/r06VCpVGd9bN682WOf3NxcjBgxAjfffDPuvffesx5/6tSpKCoqUh7Hjh3z+mfYmc0M5UTkP/6o14iI/MmX9VpOobOHmwE3EflC0A8pnzx5MsaOHXvWbdq0aaO8zs3NxZAhQzBgwAB88MEH5zy+wWCAwWC40GKeVU3AzQzlROR7/qjXiIj8yZf1WvYZZ8CdGMmAm4i8L+gD7piYGMTExDRq25ycHAwZMgSpqamYN28e1OrAd+CfKK5EfnElVCqgW6uIQBeHiIiIiNzUDCkPCXBJiKg5CvqAu7Fyc3NxzTXXoHXr1pg9ezZOnjyprIuPjw9YuVwJ09q3DEOoodl83URERETNAoeUE5EvNZsIcMWKFThw4AAOHDiApKQkj3UiEqBScTg5ERERUTBzDSlnDzcR+ULgx1x7yV133QURqfcRSDurM5QzYRoRERFRcCm12FBYbgUAJLKHm4h8oNkE3MFIRJQh5Zcz4CYiIiIKKjnVvduRITqE8dY/IvIBBtw+lFdUiYLSKmjVKnRNYMI0IiIiomDCObiJyNcYcPuQ6/7tjnHhMOo0AS4NEREREbnjlGBE5GsMuH2I928TERERBS9OCUZEvsaA24d4/zYRERFR8OKUYETkawy4fSgrtxgAcHkiA24iIiKiYMMh5UTkawy4fUREcKa8CgAQH2EMcGmIiIiIqDbOwU1EvsaA20cqrHY4qqcAD+U0E0RERERBpbzKhtNlzs4RzsFNRL7CgNtHSi02AIBKBYTomaGciIiIKJi45uAON2phNukCXBoiaq4YcPtImcUOAAjVa6FSqQJcGiIiIiJyx+HkROQPDLh9pKy6hzvUwN5tIiIiomCTzQzlROQHDLh9pFQJuHn/NhEREVGwqZmDmwE3EfkOA24fcfVwhzHgJiIiIgo6nBKMiPyBAbePKD3cegbcRERERMEmh/dwE5EfMOD2ESVpGnu4iYiIiIJOTdI09nATke8w4PaRmiHlTJpGREREFEwqrXYUlFoAMOAmIt9iwO0jTJpGREREFJxcvdthBs7BTUS+xYDbR5g0jYiIiCg45bhNCaZSqQJcGiJqzhhw+0hZFXu4iYiIiIKRa0owZignIl9jwO0jpUyaRkRERBSUmDCNiPyFAbePMGkaERERUXDilGBE5C8MuH2ESdOIiIiIgpNrSDl7uInI1xhw+0gZA24iIiKioOQaUp7IgJuIfIwBt48wSzkRERFR8LHY7DhR4pqDm0PKici3GHD7iJI0Tc+Am4iIiChY5BZWAgBC9BpEhXAObiLyLQbcPsIebiIiIqLg4z4lGOfgJiJfa5YBt8ViQa9evaBSqbB9+3a/n9/uEFRYXdOCMUs5ERERUbDI4ZRgRORHzTLgfuqpp9CqVauAnb+syqa8ZtI0IiIiouCRzSnBiMiPml3AvWzZMqxYsQKzZ88OWBlcw8m1ahUM2mb3FRMRERFdtJQh5ezhJiI/aFbdr8ePH8d9992Hr7/+GiEhjWu1tFgssFgsyvvi4uILLof7lGC8N4iI/M0X9RoRUSB5s17L5pByIvKjZtP9KiK46667MGnSJPTt27fR+82aNQtms1l5JCcnX3BZXBnKmTCNiALBF/UaEVEgebNeyynkkHIi8h+vBNxr1qzB0qVLcebMGW8czsP06dOhUqnO+ti8eTPefvttFBcXY+rUqU06/tSpU1FUVKQ8jh07dsFlrunhZsI0IvI/X9RrRESB5K16rcrmQH6xc1qwxEj2cBOR7zWpCzYtLQ2lpaV48cUXATh7lUeOHIkVK1YAAGJjY/HTTz+hW7duXivg5MmTMXbs2LNu06ZNG8yYMQO//vorDAaDx7q+ffti/PjxmD9/fr37GgyGOvtcqFK3IeVERP7mi3qNiCiQvFWv5RVVQAQwaNWICdN7oWRERGfXpIhwwYIFePrpp5X3ixYtwi+//IK1a9eiS5cuuOOOO/Diiy/iiy++8FoBY2JiEBMTc87t3nrrLcyYMUN5n5ubi+HDh2PhwoXo16+f18rTGJyDm4iIiCj4uE8Jxjw7ROQPTYoIDx8+jB49eijvly5dihtvvBFXXnklAOC5557DzTff7N0SNlLr1q093oeFhQEA2rVrh6SkJL+WRRlSrmfATURERBQsOCUYEflbk+7htlqtHsN5Nm7ciIEDByrvW7VqhYKCAu+V7iLlSprGIeVEREREwYNTghGRvzUpImzfvj1++eUXtG3bFr///jv27duHwYMHK+uzs7PRokULrxfyfLRp0wYiEpBz1wwpZ9I0IiIiomCRXcgpwYjIv5oUcP/tb3/D5MmTsXbtWvz6668YMGAAunbtqqz/+eef0bt3b68X8mLDpGlEREREwYdDyonI35oUET7wwAPQarX47rvvcPXVV2PatGke63Nzc3H33Xd7tYAXozIG3ERERERBx5U0jVOCEZG/NDkinDhxIiZOnFjvunffffeCC9QclFUxSzkRERFRMLHZa+bgTuaQciLykyYlTfvoo4/Our6kpAT33nvvBRWoOWDSNCIiIqLgkldUCbtDoNeqERN24XN6ExE1RpMC7kcffRSjRo1Cfn5+nXU//PADunXrhv/9739eK9zFiknTiIiIiIJLtttwcrWac3ATkX80KeDesWMHysrK0K1bNyxYsACAs1d74sSJGD16NO644w5s3rzZJwW9mPAebiIiIqLgksMM5UQUAE2KCNu0aYNVq1bhzTffxH333YdPP/0UGRkZiIiIwIYNG5Camuqrcl5UmKWciIiIKLi45uBmwE1E/nReEeEDDzyAX375BV9//TVCQ0Px7bffomfPnt4u20WrZkg5A24iIiKiYMApwYgoEJo0pBwA1q9fj549e2Lv3r1Yvnw5Ro4ciQEDBuCNN97wRfkuSmVMmkZEREQUVFw93JwSjIj8qUkB9+OPP46hQ4fiL3/5C7Zu3YrrrrsOX3zxBebNm4eZM2fi6quvxqFDh3xV1otClc2BKrsDABCmZ8BNREREFAzmjk/Ffydfhas7tgx0UYjoEtKkgPubb77Bjz/+iNdffx0GQ810CrfeeisyMzMRHR19yQ8tdw0nB4BQZiknIiIiCgpRoXpcnmRGdKg+0EUhoktIk7pgd+zYgdDQ0HrXxcXF4euvv8Ynn3zilYJdrFwJ0wxaNbSaJo/YJyIiIiIiomai0QH3Y4891uiDTpgw4bwK0xyUVTFhGhERERERETUh4N62bZvH+y1btsBut6NTp04AgH379kGj0VzyU4NxDm4iIiIiIiICmhBwr1q1Snk9Z84chIeHY/78+YiKigIAnDlzBnfffTcGDRrk/VJeREqZoZyIiIiIiIhwHtOCAcDrr7+OWbNmKcE2AERFRWHGjBl4/fXXvVa4i1HNHNxMmEZERERERHQpO6+Au7i4GMePH6+z/MSJEygpKbngQl3MSjmknIiIiIiIiHCeAff1CswKiQAAGHtJREFU11+Pu+++G4sWLUJ2djays7OxaNEiTJw4ETfccIO3y3hR4T3cREREREREBDRxWjCX9957D0888QRuv/12WK1W54G0WkycOBFpaWleLeDFRhlSrmfATUREREREdCk7r6gwJCQE7777LtLS0nDw4EGICNq3b9/gHN2XEiZNIyIiIiIiIuA8A26X0NBQ9OjRw1tlaRaYNI2IiIiIiIiA87yHmxrGe7iJiIiIiIgIYMDtdcxSTkRERERERAADbq8rq3INKWfATUREREREdCljwO1lTJpGREREREREAANur6u5h5tJ04iIiIiIiC5lzS7g/v7779GvXz+YTCbExMTghhtu8Ov5a7KUs4ebiIiIiIjoUtasosLFixfjvvvuw8yZMzF06FCICDIyMvxaBiZNIyIiIiIiIqAZBdw2mw1TpkxBWloaJk6cqCzv1KmT38ogIuzhJiIiIiIiIgDNaEj51q1bkZOTA7Vajd69eyMhIQEjR47Erl27/FaGSqsDDnG+Zg83ERERERHRpa3ZRIWHDh0CAEyfPh1z5sxBmzZt8Prrr2Pw4MHYt28foqOj693PYrHAYrEo74uLi8+7DK7h5AAQomPSNCIKDG/Wa0REwYD1GhFdrIK+h3v69OlQqVRnfWzevBkOhwMA8I9//AM33ngjUlNTMW/ePKhUKnz55ZcNHn/WrFkwm83KIzk5+bzLqmQo12ugVqvO+zhERBfCm/UaEVEwYL1GRBcrlYhIoAtxNgUFBSgoKDjrNm3atMHGjRsxdOhQrF27FldddZWyrl+/fhg2bBheeeWVevetr8U0OTkZRUVFiIiIaFJZM3OKMOrtdYgNN2DTP4Y1aV8iuvQUFxfDbDafV31zNt6s14iImsoXdRvrNSIKpAup14J+SHlMTAxiYmLOuV1qaioMBgP27t2rBNxWqxVHjhxBSkpKg/sZDAYYDAavlJUJ04goGHizXiMiCgas14joYtVsIsOIiAhMmjQJ06ZNQ3JyMlJSUpCWlgYAuPnmm/1ShrIqTglGRERERERETs0qMkxLS4NWq8WECRNQUVGBfv364eeff0ZUVJRfzl9qsQMAQg1MmEZERERERHSpa1YBt06nw+zZszF79uyAnJ9DyomIiIiIiMgl6LOUX0yULOUMuImIiIiIiC55DLi9qJQBNxEREREREVVjwO1FHFJORERERERELgy4vUhJmqZnwE1ERERERHSpY8DtRTX3cDNLORERERER0aWOAbcXcUg5ERERERERuTDg9iImTSMiIiIiIiIXBtxeVFbFHm4iIiIiIiJyYsDtRWWupGkMuImIiIiIiC55DLi9qJRJ04iIiIiIiKgaA24vYtI0IiIiIiIicmHA7SUOh6C8ikPKiYiIiIiIyIkBt5e4EqYB7OEmIiIiIiIiBtxe40qYplGrYNDyayUiIiIiIrrUMTL0EiVhml4DlUoV4NIQERERERFRoDHg9hImTCMiIiIiIiJ3DLi9pEyZEowBNxERERERETHg9ppSBtxERERERETkhgG3l7iylHNIOREREREREQEMuL2m1OKag1sT4JIQERERERFRMGDA7SW8h5uIiIiIiIjcMeD2EmYpJyIiIiIiIncMuL2ESdOIiIiIiIjIHQNuL2EPNxEREREREbljwO0lZa6kaXomTSMiIiIiIiIG3F7DIeVERERERETkjgG3l3BIOREREREREblrVgH3vn37MGbMGMTExCAiIgJXXnklVq1a5Zdzs4ebiIiIiIiI3DWrgPvPf/4zbDYbfv75Z2zZsgW9evXCqFGjkJ+f7/Nzl1Ux4CYiIiIiIqIazSbgLigowIEDB/DMM8+gR48e6NChA1599VWUl5dj165dPj+/K2kah5QTERERERERADSb6LBFixbo0qULPv74Y/Tp0wcGgwHvv/8+4uLikJqa2uB+FosFFotFeV9cXHxe568ZUs4s5UQUWN6q14iIggXrNSK6WDWbHm6VSoWVK1di27ZtCA8Ph9FoxBtvvIHly5cjMjKywf1mzZoFs9msPJKTk5t8bqvdgSqbAwB7uIko8LxRrxERBRPWa0R0sQr6gHv69OlQqVRnfWzevBkiggcffBCxsbFYu3YtNm3ahDFjxmDUqFHIy8tr8PhTp05FUVGR8jh27FiTy+jKUA7wHm4iCjxv1GtERMGE9RoRXayCPjqcPHkyxo4de9Zt/n979x9TVf3Hcfx1Abkq4E25CaL5Ky0rzAzKKCvth7HIVq2WRYi1tVlZmv2yH1v2g3Trx1qtbLVmrV82l1m5ZlKaRZIWSlGu7IeFmWQpIWVBct/fP/xy5QIKCJd7zvH52O6m55wLn1fSa3tzzj1n6NChWrlypZYtW6bq6mr16dNHkvT000+ruLhYL774oubMmdPqe/1+v/x+f6fW2Hg5eWJCnHrEO/53GAA8rit6DQCchF4D4FaOH7iDwaCCwWCbx+3evVuSFBcXOfDGxcUpFApFZW2NuGEaAAAAAKA5z5yOzcnJUd++fVVYWKgvvvhCmzZt0m233abNmzcrLy8vqt+bG6YBAAAAAJrzzMAdDAa1fPly/fXXXzrrrLOUnZ2tkpISvfXWWxozZkxUv3fjZ7iTEjnDDQAAAADYy1MTYnZ2tt57771u/76NAzeXlAMAAAAAGnnmDHcs7buknIEbAAAAALAXA3cX4Aw3AAAAAKA5Bu4u8Hf93ruUc9M0AAAAAEAjBu4uwCXlAAAAAIDmGLi7AJeUAwAAAACaY+DuApzhBgAAAAA0x8DdBf5m4AYAAAAANMPA3QX+rtt707RkbpoGAAAAAPg/Bu4uEL6kPJEz3AAAAACAvRi4uwA3TQMAAAAANMfA3QX4DDcAAAAAoDkG7i7AXcoBAAAAAM0xcHeSmenv+sabpjFwAwAAAAD2YuDupLo9ITWETJKUxF3KAQAAAAD/x8DdSY2Xk0vcpRwAAAAAsA8Ddyc13jCtd2K84uJ8MV4NAAAAAMApGLg7iRumAQAAAABaw8DdSX/XccM0AAAAAEBLDNydtO8Z3NwwDQAAAACwDwN3J4UvKeeGaQAAAACAJhi4O6nxDDeXlAMAAAAAmmLg7iRumgYAAAAAaA0Ddyc13jSNgRsAAAAA0BQDdyf9Xd94STk3TQMAAAAA7MPA3UlcUg4AAAAAaA1TYifljxusnOGpGpmWHOulAAAAAAAcxDVnuIuKinTqqaeqd+/eOuyww1o9prKyUpMnT1ZSUpKCwaBuuukm1dfXR3Vdx2UENHlMhkal94nq9wEAAAAAuItrznDX19frsssuU05Ojp5//vkW+xsaGpSXl6fDDz9cJSUl2rFjhwoLC2VmevLJJ2OwYgAAAADAocw1A/d9990nSXrhhRda3b9ixQpt3LhRW7ZsUUZGhiTp0Ucf1bRp01RUVKQ+fTgDDQAAAADoPq4ZuNtSWlqqzMzM8LAtSeedd57q6upUVlamiRMntvq+uro61dXVhf++a9euqK8VAKKJXgPgNfQaALdyzWe421JVVaW0tLSIbX379lViYqKqqqr2+7558+YpEAiEX0cccUS0lwoAUUWvAfAaeg2AW8V04J47d658Pt8BX59//nm7v57P52uxzcxa3d7ozjvvVE1NTfi1ZcuWg8oCAE5BrwHwGnoNgFvF9JLyGTNmaMqUKQc8ZujQoe36Wunp6Vq7dm3Eturqav33338tznw35ff75ff72/U9AMAN6DUAXkOvAXCrmA7cwWBQwWCwS75WTk6OioqKtG3bNg0YMEDS3hup+f1+ZWVltfvrmJkkPhsEIPoae6axd6KFXgPQnbqj2+g1AN2pM73mmpumVVZWaufOnaqsrFRDQ4PKy8slSSNGjFBycrImTZqkY489VgUFBXr44Ye1c+dO3Xrrrbr22ms7dIfy2tpaSeKzQQC6TW1trQKBQFS/vkSvAehe0ew2eg1ALBxMr/ks2qdWusi0adP04osvtti+atUqTZgwQdLeofz666/XypUr1atXL1155ZV65JFHOnQJUigU0q+//qqUlJQDfvZ7165dOuKII7RlyxbPPHKMTO5AJndoTyYzU21trTIyMhQXF71batBrZHI6L2aSvJnLKd3W3l6TDt1/B7chkzscqpk602uuOcP9wgsv7PcZ3I0GDx6sZcuWder7xMXFadCgQe0+vk+fPp75YWtEJncgkzu0lSmaZ7Yb0WtkcgsvZpK8mSvW3dbRXpMOzX8HNyKTOxyKmQ621zzzWDAAAAAAAJyEgRsAAAAAgCiInzt37txYL8Kt4uPjNWHCBCUkuObK/DaRyR3I5A5uzOTGNbeFTO7gxUySN3O5MZMb19wWMrkDmdwhmplcc9M0AAAAAADchEvKAQAAAACIAgZuAAAAAACigIEbAAAAAIAoYOA+CE8//bSGDRumnj17KisrSx9//HGsl9Ru8+bN00knnaSUlBT1799fF110kb799tuIY+rq6nTjjTcqGAwqKSlJF154oX755ZcYrbjj5s2bJ5/Pp1mzZoW3uTHT1q1bddVVVyk1NVW9e/fWCSecoLKysvB+M9PcuXOVkZGhXr16acKECfr6669juOID27Nnj+655x4NGzZMvXr10vDhw3X//fcrFAqFj3FDpo8++kiTJ09WRkaGfD6fli5dGrG/PRmqq6tVUFCgQCCgQCCggoIC/fnnn90Zo1V0m3N5pdckus2Jmeg1Z/J6r0ne6TZ6zXmZHNVrhg5ZtGiR9ejRw5577jnbuHGjzZw505KSkuznn3+O9dLa5bzzzrOFCxfaV199ZeXl5ZaXl2eDBw+2v/76K3zM9OnTbeDAgVZcXGzr16+3iRMn2pgxY2zPnj0xXHn7rFu3zoYOHWrHH3+8zZw5M7zdbZl27txpQ4YMsWnTptnatWtt8+bN9v7779v3338fPmb+/PmWkpJib7zxhlVUVNjll19uAwYMsF27dsVw5fv34IMPWmpqqi1btsw2b95sixcvtuTkZHv88cfDx7gh07vvvmt33323vfHGGybJ3nzzzYj97cmQm5trmZmZtmbNGluzZo1lZmbaBRdc0N1RItBtzuWVXjOj25yaiV5zJi/3mpl3uo1ec2YmJ/UaA3cHnXzyyTZ9+vSIbaNGjbI5c+bEaEWds337dpNkq1evNjOzP//803r06GGLFi0KH7N161aLi4uz5cuXx2qZ7VJbW2sjR4604uJiO/PMM8Pl7cZMd9xxh40fP36/+0OhkKWnp9v8+fPD2/79918LBAL2zDPPdMcSOywvL8+uueaaiG2XXHKJXXXVVWbmzkzNC7w9GTZu3GiS7NNPPw0fU1paapLsm2++6b7FN0O3OZOXes2Mbmvk5Ez0mnN5pdfMvNVt9NpeTs4U617jkvIOqK+vV1lZmSZNmhSxfdKkSVqzZk2MVtU5NTU1kqR+/fpJksrKyvTff/9FZMzIyFBmZqbjM95www3Ky8vTOeecE7HdjZnefvttZWdn67LLLlP//v01duxYPffcc+H9mzdvVlVVVUQmv9+vM88807GZxo8frw8++ECbNm2SJH3xxRcqKSnR+eefL8mdmZprT4bS0lIFAgGNGzcufMwpp5yiQCAQs5x0m3MzeqnXJLqtkdMzNUWvOYdXek3yVrfRa3s5PVNT3d1r3nlaeTf4448/1NDQoLS0tIjtaWlpqqqqitGqDp6Zafbs2Ro/frwyMzMlSVVVVUpMTFTfvn0jjnV6xkWLFmn9+vX67LPPWuxzY6Yff/xRCxYs0OzZs3XXXXdp3bp1uummm+T3+zV16tTwulv7Wfz5559jseQ23XHHHaqpqdGoUaMUHx+vhoYGFRUV6YorrpAkV2Zqrj0Zqqqq1L9//xbv7d+/f8x+Huk2Z2b0Wq9JdFtTTs7UFL3mDF7pNcl73Uav7ePkTE11d68xcB8En88X8Xcza7HNDWbMmKEvv/xSJSUlbR7r5IxbtmzRzJkztWLFCvXs2bPd73NyplAopOzsbD300EOSpLFjx+rrr7/WggULNHXq1PBxbvpZfP311/Xyyy/r1Vdf1XHHHafy8nLNmjVLGRkZKiwsDB/npkz701aG1vI4IacX/ttL3ug2L/aaRLc15eRMraHXYssLvSZ5s9votX2cnKk13dVrXFLeAcFgUPHx8S1+q7F9+/YWvyFxuhtvvFFvv/22Vq1apUGDBoW3p6enq76+XtXV1RHHOzljWVmZtm/frqysLCUkJCghIUGrV6/WE088oYSEBKWlpbku04ABA3TsscdGbDvmmGNUWVkpae+/kyRX/SzedtttmjNnjqZMmaLRo0eroKBAN998s+bNmyfJnZmaa0+G9PR0/fbbby3e+/vvv8csJ93mvIxe7DWJbmvKyZmaotdizyu9Jnmz2+i1fZycqanu7jUG7g5ITExUVlaWiouLI7YXFxfr1FNPjdGqOsbMNGPGDC1ZskQrV67UsGHDIvZnZWWpR48eERm3bdumr776yrEZzz77bFVUVKi8vDz8ys7OVn5+fvjPbst02mmntXj0x6ZNmzRkyBBJ0rBhw5Senh6Rqb6+XqtXr3Zspt27dysuLrJy4uPjw4+YcGOm5tqTIScnRzU1NVq3bl34mLVr16qmpiZmOek252X0Yq9JdFsjp2dqil6LHa/1muTNbqPX9nJ6pqa6vdc6dIs1hB8x8fzzz9vGjRtt1qxZlpSUZD/99FOsl9Yu1113nQUCAfvwww9t27Zt4dfu3bvDx0yfPt0GDRpk77//vq1fv97OOussRz+OoTVN73hp5r5M69ats4SEBCsqKrLvvvvOXnnlFevdu7e9/PLL4WPmz59vgUDAlixZYhUVFXbFFVc46nEMzRUWFtrAgQPDj5hYsmSJBYNBu/3228PHuCFTbW2tbdiwwTZs2GCS7LHHHrMNGzaEHzPTngy5ubl2/PHHW2lpqZWWltro0aMd8/gcus253N5rZnSbUzPRa850KPSamfu7jV5zZiYn9RoD90F46qmnbMiQIZaYmGgnnnhi+PEMbiCp1dfChQvDx/zzzz82Y8YM69evn/Xq1csuuOACq6ysjN2iD0Lz8nZjpnfeeccyMzPN7/fbqFGj7Nlnn43YHwqF7N5777X09HTz+/12xhlnWEVFRYxW27Zdu3bZzJkzbfDgwdazZ08bPny43X333VZXVxc+xg2ZVq1a1er/Q4WFhWbWvgw7duyw/Px8S0lJsZSUFMvPz7fq6uoYpIlEtzmbF3rNjG5zYiZ6zZkOhV4z80a30WvOy+SkXvOZmXXsnDgAAAAAAGgLn+EGAAAAACAKGLgBAAAAAIgCBm4AAAAAAKKAgRsAAAAAgChg4AYAAAAAIAoYuAEAAAAAiAIGbgAAAAAAooCBGwAAAACAKGDgBg6Sz+fT0qVLY70MAOhSdBsAr6HXEEsM3MB+TJs2TT6fr8UrNzc31ksDgINGtwHwGnoNTpYQ6wUATpabm6uFCxdGbPP7/TFaDQB0DboNgNfQa3AqznADB+D3+5Wenh7x6tu3b6vH3n///UpLS1N5ebkkqb6+XrfffrsGDhyopKQkjRs3Th9++GE3rh4AWke3AfAaeg1OxRluoJPMTLNmzdLSpUtVUlKikSNHSpKuvvpq/fTTT1q0aJEyMjL05ptvKjc3VxUVFeFjAMCp6DYAXkOvIRY4ww0cwLJly5ScnBzxeuCBB8L79+zZo6lTp2rFihX65JNPwqX8ww8/6LXXXtPixYt1+umn68gjj9Stt96q8ePHt7jcCQC6G90GwGvoNTgVZ7iBA5g4caIWLFgQsa1fv37hP998883y+/369NNPFQwGw9vXr18vM9NRRx0V8d66ujqlpqZGd9EA0Aa6DYDX0GtwKgZu4ACSkpI0YsSI/e4/99xz9dprr+m9995Tfn5+eHsoFFJ8fLzKysoUHx8f8Z7k5OSorRcA2oNuA+A19BqcioEb6IQLL7xQkydP1pVXXqn4+HhNmTJFkjR27Fg1NDRo+/btOv3002O8SgDoGLoNgNfQa4gVBm7gAOrq6lRVVRWxLSEhIeJSpIsvvlgvvfSSCgoKlJCQoEsvvVRHHXWU8vPzNXXqVD366KMaO3as/vjjD61cuVKjR4/W+eef391RACCMbgPgNfQanIqBGziA5cuXa8CAARHbjj76aH3zzTcR2y699FKFQiEVFBQoLi5Ol1xyiRYuXKgHH3xQt9xyi7Zu3arU1FTl5ORQ3ABijm4D4DX0GpzKZ2YW60UAAAAAAOA1PBYMAAAAAIAoYOAGAAAAACAKGLgBAAAAAIgCBm4AAAAAAKKAgRsAAAAAgChg4AYAAAAAIAoYuAEAAAAAiAIGbgAAAAAAooCBGwAAAACAKGDgBgAAAAAgChi4AQAAAACIAgZuAAAAAACi4H8IgheETtPqvgAAAABJRU5ErkJggg==\n", 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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 5.420107023866192e-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: 2018-02-16 18:03:27.193 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Tue Feb 18 01:25:08 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 01:25:08 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 01:25:08 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_23-02-41\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 7 (HOMO-1) ionization (B3g), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706977. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb7_B3g.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 7 (HOMO-1) ionization (B3g), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 7 (HOMO-1) ionization (B3g), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706977},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb7_B3g.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.3706977.svg)](http://dx.doi.org/10.5281/zenodo.3706977) [![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 }