{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660712.svg)](http://dx.doi.org/10.5281/zenodo.3660712) [![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: CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), 1 - 60 eV\n", "\n", "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n", "- *ePS output file*: CH3I_1-60eV_orb23_E.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb23_E.html\n", "- Dataset: https://zenodo.org/record/3660712\n", "- DOI (dataset): [10.5281/zenodo.3660712](http://dx.doi.org/10.5281/zenodo.3660712)\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 CH3I, batch CH3I_1-60eV, orbital orb23_E\n", "- CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), sph/ grid, AntonJr\n", "- E=1:2.5:60 (24 points)\n", "- Wed Feb 6 14:49:40 EST 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb23_E\n", " CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), sph/ grid, AntonJr\n", " E=1:2.5:60 (24 points)\n", " Wed Feb 6 14:49:40 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1177.1254 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -180.9096 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -169.6288 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -37.8993 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -33.0914 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -24.2551 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -11.2780 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -7.2111 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -5.4461 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -2.3765 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.9966 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.7971 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4641 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 53 ZS = 53 r = 0.0000000000 0.0000000000 1.9127440000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.2324950000\n", "Z = 1 ZS = 1 r = -0.5117920000 0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = -0.5117920000 -0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = 1.0235850000 0.0000000000 -0.5600500000\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", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb23_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb23_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 5 CrossSection segments.\n", "Found 5 CrossSection segments (sets of results).\n", "Processed 5 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb23_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb23_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 96 DumpIdy segments.\n", "Found 96 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 96 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 CH3I, batch CH3I_1-60eV, orbital orb23_E\n", " CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), sph/ grid, AntonJr\n", " E=1:2.5:60 (24 points)\n", " Wed Feb 6 14:49:40 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/CH3I/electronic_structure/CH3I_ref_opt_SPK-AQZP_C3v.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 3 2 2 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 9.54\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['E']\n", "Orb energy (eV):\t\t [-64.3032263]\n", "Orb energy (H):\t\t\t [-2.3631]\n", "Orb energy (cm^-1):\t\t [-518640.50140414]\n", "Threshold wavelength (nm):\t 19.28117833629769\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1.0000000e+00 2.0136460e-02]\n", " [2.0000000e+00 5.8847706e-01]\n", " [3.0000000e+00 3.3933218e-01]\n", " [4.0000000e+00 9.3922660e-02]\n", " [5.0000000e+00 9.3922660e-02]\n", " [6.0000000e+00 7.6662327e-01]\n", " [7.0000000e+00 8.6152457e-01]\n", " [8.0000000e+00 7.6041242e-01]\n", " [9.0000000e+00 7.6041242e-01]\n", " [1.0000000e+01 6.8940314e-01]\n", " [1.1000000e+01 5.8978015e-01]\n", " [1.2000000e+01 5.8978015e-01]\n", " [1.3000000e+01 3.8623257e-01]\n", " [1.4000000e+01 3.8623257e-01]\n", " [1.6000000e+01 9.4364590e-01]\n", " [1.7000000e+01 9.6540337e-01]\n", " [1.8000000e+01 9.2145796e-01]\n", " [1.9000000e+01 9.2145796e-01]\n", " [2.0000000e+01 9.5859657e-01]\n", " [2.1000000e+01 9.3960899e-01]\n", " [2.2000000e+01 9.3960899e-01]\n", " [2.3000000e+01 9.1904483e-01]\n", " [2.4000000e+01 9.1904483e-01]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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Z0qkpNT7jqasMOP00OOss2LMH3n8fjj0WNmyYc3fybcpbJHRzoMoyU4uHzLyV2nJpT1dreHsXPPssjI1ObldTfnHCCfCpT0Fbm71p/Xr7IcQ4Cd0cGIaB6dagqApq2g9X9nQ//hiefAoO99q/z7yGTC+1swvOPx+WLc1719LT9RYJ3RzIKVGkWT1dF4Xu8IhdkbBn9/TtmaCsr4dzzoGTT579OoWYg4RuLqQnUhw3jukmkvDSS/Dqq2CmJy+SZcreDB9s+CSccaZ9a28R5OjyFgndHHhteseSm3mDSTUP1VgW7NwJzz4H0Smzy00UYChYuQr+6I/s2tsSkOEFb5HQzYGcE0XKvIGZ3mK1XpU8cMAet+07Mrltyu26dPfABefblQhCFEhCNweGkp5uUaq9emFwyB63fe/dyW1Tam5paIRzz4V1J5XlE1h6ut4ioZsDOSeKVK1juvEEvLgNXnsdLHP2uK3Pb9fWnnEGBGtofgjhKAndHEhPpEgzvyk4Xb1gWfDWW/D88xCN2tumDiMoBWvWwnnnQXNT2Zsjx5e3SOjmwAvLsJdVNfV0938ATz0FR/snt2km27h4sV1ve8wxDjROeIGEbg6kJ1Kkme+fE2O6AwPw9NMwZc7aic6tAhqb7J7t2jUVH0+Sw8tbJHRzIKFbpJklY5Xs6cbj8PwL8MYb9kQ7U+ZJUEqBP2CP2W7YAAFnTgeZKN9bJHRzIBOZF2niQ2viSlX5n9M04c3t8MLzdvDCeNir8bI1BevWwTnnQlNj+dsjxDgJ3RxITyQ/pmkSHYmhNYTrQwQrWTKmNezdB3942h5SgMmMz4T/kiXwqfPteW6rgHyT8hYJ3RzISZGbdMrkoz0H2f/WAVLJ1Pj7plnij7MsYVEfzNwkUaaebn8/PPU0fLB//HmmXyOjucW+k2zVShlIFY6R0M2BDC8sLJ0yefPJHfQfHKCls5mmYAMAlqU5uPMIve+OsOGERprq/KUvGYtG7XHb7W/aga5Bo8fvbVAQCMJZZ8Lpn6zKVRsk/71FQjcH0tNd2Ie7PuLooUE6j2mftt0wFK1t9USUwfb9ETatacYoVU/XNOH112HbNkgk7G0TMy4qO81OPtmeBayhoTTPWQZyfHmLhG4O5KSYXzplsn/nAVq6muf+C4ZBQ9jH0dEEwxGTtmLHdLW2V2N4+mkYGhrfNv5nmf+qY4+DCy6A7q7inkuIEpPQzZGhDKxaWdurxCJDEcyUiX+Br+4+w+DoaIq2Ynq6R/rsmxsOfGj/XoNWU76it7baKzeccIJrvrfLh7q3SOjmSJbsyc5aaIx2PFQMA0xNYQtTRiLw3HOwY8fEuC3YdzcogFDIXpPs1NOqctxWiAwJ3RxJbyS7UH3QXnacLBNyj793KdOiMWzkV72QNuG1V2Hbi5BKTv/gy4zbrv8EnL3JXsXBheTY8hYJ3RzJ/AvZ1TfV0XFMO6NDERpb5gg+pTAtjYFBV3Mgt+oFrWHPu/aUiyPD49sy+xv/uWw5nP8p6OwswatwhtSAe4+Ebq4kdOd1wunH8/JvXyMe9BOum758jWlpBkZTrD02TNCfQ0+39zA89aS9GCTYvWilJv8L2tvtmxuOXy7/L8J1JHRzJF8B59fS0cQnP3Mqbz65k8hQhGA4iDIUqXgKPRBh1ZIwSzvD9l/OVr0wOgbPPgNvv23/fspE4gogHIZNZ8Mn1oOvNsZt5bjyHgndHMkNEgtr62nh3CvPpP/gAAMfD2JZFk3tjfT4lhB+bN/k8MDMnm4qDa+8Yi8EmU5Nm5TGnivBgFNPtcdtw+HKvSAhykBCN0cy9pYbf8DHomVdLFo2pT72o4/snxPz3oz3dLWGXe/AM8/A2Oj4til/DwUrVtglYO3Tb7qoFdLR9R4J3RzJ18D8mabFof1HOfTmhxx4O0UkZQGK1kMDHNf0Eos+3EVPpM9+b/XErWT2z45OezLx5cucar4QZaH0/Bc1pDJ13Fg0xmgk6nQzXCEeTfLqs3t4fstbjA3HIJnEGDiKT2mwNOm0ifYFQEFnneK8pT5OXuTDbyioq7Nv2z3llNkLWtYgv89HV3ur080QpZe1lyahm6NILM7IWMTpZlS993d+zH/89GkiIzHCjWHC4QAkknDgQ7RpoUZHwDDQTU2AJpaChKnoaTK48vOnseiSCyAccvplVEzA76ezrcXpZojSyxq6MryQI6nTnZ/Wmq3/9TpPP/o64fogrZ1TFnQMBu0VGuIRSCbtT3LTRPn91Pv81DU1MlDfxo//3yE+u+QAnzjrRKdehhBlJz3dHMUTSQZHRp1uRlXSWvP7X7/G04++Tkt7A765bsNNp9GH++CDfSifD1Dg99t3kY0vk5O0FBHt56o/PZH1562Fnm57LoUaHmYI+v10SE+3FklPt1hyIS273W8e4A+PvpE1cDWg/H5UTzeMDtvDDQG/Pc/tlLc1aGgwk/yf37xNz6H36Gk07L/T1QndPXYId/dAR3vN1OkK75Gebo5SqTT9Q8NON6PqRMfi/PDb/wFaE66ffiea1ppMYUJmFQlGRu0VHuaZ3nE0oelqUHz5k0F8c9VHGz7o6oLu7skg7ux0bGHJYgQDATpas0yJKdxMerrFkp7u3J5/YiexSJy2qWO4MGV98xm1qM3N0NRsT16TSEA8AcmE/evxIG4MQu+oxa4+zck9c7zvlgmHe+3HW+PblGHX8mZCuKcburohFJz976uIHFfeI6GbIzk3ZksmTF7a+jYNzXWTGyfmt519O4nO3GKisC+uBYPQNCWsUymIJ1CJBIHRKM9+bLKuW+cWTNqCo/32I3MbMUBbmx3C3V2TYVxXl30/QpSZhG6OjBq+mFOo/XsOkkykaWkITd5Ipub5XrWQQMB+NDVS39HOoYEIA5/9DB06Zk9efuQwHD4yefdaLgYH7cfudya3NTVP9ogzQxQNDY58skpP13skdHMkJ8dsH+/txzKt8fnEdUlDy17jDA4PpujYcCKcOKWMLBq1wzcTwkcOw3Ae4+2jI/bjvfcmt9XXTw/h7h5oaZavOKLkJHTzoFBoubY4Yf+7vQTD/vEebhnCydJ8vL+PkzYsn769vt6e1vH4KdvjCeg7Mh7C40E8MJD7hOnRKOzfZz8yQqHp48M93fZwRQm/9Uime4+Ebh4Mw56MW9jGhmP48qgYyDdffAEfo8M53nodDsFxx9mPjGQK+vvsIM4Ecn+/fSEuF4mEvRZbZj02sG/ymDo+XGQJm0yk5D0Sunnw/BBD5iJZBZ9ywfXX5hMMwDHH2I+MtAlHj04fmujrt6eUzEU6BQcP2o8Mw2eXrE0dJ+7qcmUJmyg/OSry4NnQ1WBHrZ4WuI3NdYwMjgGBsjytmTJpbi3xumd+nx2OPd1wyvg2y7KHIqZerDtyGJLJ3PZpmfbfP3KYiRq2HEvYPHtMeZiEbh48fYKo2T3Opat62L/7IPWNuU0sbt8skcd7aCiOOb5r4b9XLMOwe6qdnXDSWnub1jA0PDk+nAniWCy3fWYrYWttnT40sXwpNLpzQU1RGAndPHg2dLO87CXLu6BMK2ro8WXWe5Y4NHm5UtDWaj9Wr8o0CsYi00M43xK2oSH7sWe3/TR+nz0mvHgxLFpk/1y82K5f9urxVuMkdPPgidDNY9x2xZrFBAN+Uqk0gRKPX8YiSbqPaaVzURXdIqsUNDXajxNOmNw+tYQtM0QxNJT7foeH7cc7U2qJGxomAzjzaG2VIK4BErp5qOnpHacsb57rqwyG/Gw8fw3PbdlBa0djSZuTiCU55+JN7vigK6KELeuri0TsOuKptcTh8PTe8OLF0NFR07Ow1SIJ3Ty4IgCKUcDL2/Tpk3nl6d3E4yl7wvL5dp/j+zc2EqNrcRvrPnl8/g2qFnOVsKXS0Nc3bZxYDQ/mvs94HPbvtx8ZgcD0IF60yK6ekFnYqpbMMpaH0UiUsWiOF1I8ZMfLe3n4x0/S3N6Az1dcryuVShMZifPXd1zO4mWdJWph9WquC9MwOgKHDtmP3l77kcqxhG0uPp8dvFN7xD09dkCLSpHlekqhZpbs0eNz3Jao46615ne/epFtT+ygpaOx4OBNpdKMDUa5/IvnsuFTa0rTuCrX0thAfd2M6g/LsmuJM0GceSQShT+RUnbt8MxesSxpXy6lC91YLMbevXsxzRzv6qlCPp+PFStWUJfnbFPRWJxhN4fulHHbUrMsi8cffoltT+ykrjFMuG7uXlW2srHIaJxUMs0l12/ijAvWlr6BVWrO0J2L1vbEPZnecCaII0Uej+3t03vEixbZF/FEsUoXujt37qSzs5Ouri5XzrxlWRZ9fX309/ezbt26vP5tLJ5gaHSsTC2rgImpwMq0e6155/UP+fX9zxKPJqhvDhEMBmb9namhG4+liI/Faetu5nO3fIqlJ3SXr4FVqLWpkbpCF+LUGkZHZ/eIR0aKa1Rz8+zKCSlhy1fpQnf79u2cfPLJrgzcDMuy2LFjB+vXr8/r3yWSKQaGizygPWBsJMbLT77Dtt/vJJFIodMW/pAfn89Aa41pWpgpE2UYNLXUc87Fp3D6uasIhrx3XbetuYlwqSdaj0Sm94YPHbIrJ4oxs4Rt0SJ78h8J4mxKG7r5hlU1KuR1JFMpjg65JHRLPG5biFTS5MP3DtN74CgfvHuYyGgcpaC5tYHlqxexaGkHxx7f6eoP8GKVJXTnEo9PD+LeXruSItdZ2OYiJWzzkdCdqZDXkU6b9A3mUfTuhDIPIRSt2ttXYe0tzYSCDlUVpFJw+PD0HvGRI1DM9ZpMCdvUMPZmCVv1r5H2wAMPcM8990zbtmfPHh5++GGuuuoqh1o1nXyTEjUlEIBjj7UfGaZpB+/UC3b5lLClUnDggP3IkBK2aaq2p7t582Z+9atfsW3bNnxl+JQs5HVYlsXho3kUs1dKGasSSk56utN0tDYTrPbwmauErbfXHrIolFL2BEMzx4lrp4St+nu6U7311lt8//vf59lnny1L4Baq6sYe3RS2Yk6umMTcMOwa364uyHRUtLbnl5hZOZFrCZvW9phyXx9s3z65fWoJW2aIosZK2KoudBOJBNdddx333HMPK1eudLo5s1TFkj2Z3qILzldRo5Syqxfa2uCkk+xtc5Ww9fbmt37dwID92LlzcluNlbBVXej+/d//PatXr+aWW25xuilzUkqxwJCMEDmrqfk8lLIDsrkZVq+e3F5sCdvIiP3YvXtyW0PD7MoJl5SwVVXo/u53v+Oxxx7jzTffdLopWRmGynmJrZKaOpRQ/cdVdm5uuyhMQ4M9FebU6TAzJWxTwzifErZIBN5/335k5FvCZprwwQf22HJz5aYQrZrQ7evr40tf+hK/+MUvaG1tdbo5WTnSM5GLTzXLBR2z8giHYfly+5FRbAlbtlnYenqmB3FXl11R8bOfwUcf2X/vnHPgoovmrTF++eWXufnmm3nppZcwTZMzzjiDf/u3f+Pkk0/O66VXTej+4Ac/YGBggNtuu23a9m984xvcfPPNZXterTW7X36PrQ8+S+/+I9Q1hjn7z8/gzEtOJ1w/+/bMip0jE3c2aAncGlZTwwvFylbC1tc3e5w4nxK2jz6aDFewA1cpe9w4FLInh//DH+Djj+Gqq6Bx7rmhN27cyOWXX84dd9xBLBbjC1/4Qt6BC1VcMlZu27dv54TlJ/JPX/ox7722F8vSBEJ+LNPCsjThhhBf/9e/YfWGE6b9u4HhURK5LlhYDOndekJPR1v1VcVUu5klbJkhinxK2D74APbts8eKIxG799vcbPeKb78dTj11zn+WTCbZuHEj4XCY559/fr7qKneVjFXK5pv/mXdf20tja/2sHkc8kuB7N9zHd37zTZacuHhie1l7JrUybityJj3dApSihG1sfOKqRMJ+HDxo94qjUfjWt+Chh+we8AwDAwOMjY2RSqWIx+M0FFDO5tnQ1Vrz/hv75gxcgHBDiNHBCP/1o8f5m//5VxPby3qOyPknRGHmK2GbWTkxPGxvB8h8azUMe6XnUMj+uX//nL3dL3/5y3znO99h3759fPOb3+RHP/pR3k31buhaesElweub63jxd69x43eupb7JnnvXUCX8KlgFk9JUmtbeer0LKWdPd99bH/B/f7qVN57cgZk2ORN1KYIAAAmqSURBVG71Ei659dOc/senVNVNR2UztYRt1arJ7dEo3HWXPUThH4/AdHryz5cuhTmmff3FL36B3+/n+uuvxzRNzj77bLZu3cqFF16YV7M8G7oAgdD8t1/6fAaGoRjuG5kI3ZKdI9q+SOa1APLYy3WE1ppHNj/Kr+/7HZZpEawLopRi9yvvs+fV9znxtOP51i+/Sl1jfpP414z6eti4EXbtgmXL7G3BoH033LJlcMEFc84LccMNN3DDDTcA9kIIL774YkFP7+nQ1ZY1/59rjZm2CExZcLHonsnEuK3cYOF15boF+KmHn+c/f/hbgvWhaUsn1TX60Fqz59W93Hvbv/LNn3+lLM/vCldeCW+8YY/jLl1ql5JV6IKmZ0NXKUU6NX/9XyKapHtZJx2L2ya2Fb0Mu3T1xLhyDC2YpsnD3/s1voB/zrXqlFLUNYZ586mdfPTuIY5duXiOvXiA3w8bNjjy1J6tVVGGwh8MkIzNXf6lLU0qmeayv/7MtJMj7xNFy+qeU8l7UV7vvb6f0cEIwXD2oTOlFJZp8cy/v1DBlokMz4YuwFd+dDPptMnYUARrfKhBa00immBsOMqmyzdw3pVnTvs3OYeuZnzcVjq3Ym7lGM8f7hvJbb9K0XfgaOkbIBZU9tB97CdbuGbJl/i07/Ncs+RLPPaTLSXZ79VXX017e3tRM5GdduEp3Pnw1znlvJOIjsaJRRLERuM0dzTzV9+9lr/e/MVZheuGkceZouRuMlFZ9U25zUerLYvmzsrNNyAmlXVM97GfbOGf/+5+knH7lr2BQ0P889/dD8Clt/5JUfu+6aabuP3227nxxhuL2s8Jn1jON352G8P9IwweHiZUF6RnefaVjnO++CFhOzd5XyaUY0x31cYT8Qf9pFNp/IG5T2+tNX6/n7P/3JkxTa8ra0/3gbsfmQjcjGQ8xQN3P1L0vi+++GI6OzuL3k9GS2czy9cdx+IVPfPeljnniaKLW99PiFIJhgJccuunScVTWacgjY/FOXb1Maw8fUWFWyegzKE70Dv3Io7ZtrvBtOEFzcQcCV6rtxXFK9eNEZ/96p+x4eJTiUfixCOJifBNJVJER6K0L27jH37+t3ILskPKGrrti+aeojHbdjfIHKgTvQg5bkWBynXo+Hw+vvbjL/O3997MsasWExuJER2JEa4PcfU/XMH3ttw5rQxSVFZZx3T/8q7PTxvTBQiGA/zlXZ8v59OWVSZ0pZdQGHtMXMZiys3n83HOFWdwzhVnkIglMNMWdY1hOW6rQFlDN3Ox7IG7H2Ggd4j2Ra385V2fL/oimtMMZWDp+e9mE2JBFQrAUN3seaGFc8p+R9qlt/5JWUL2sssuY9u2bQwODtLT08O3vvUtvva1r5X8eeaipLMmhCiQa28DfvTRRx17bvmKVgz5tMqQ48ibPH1HWqGKnn9BCCR0vUpCtxBysgghCiShWwBZ06oIMrowQT67vUnSowBysgghCiWhW4ByTT4tvEWOI2+S0C1AXjONiRnkvcuQC2neJKFbADlZhBCFktAtgISuKAU5jLyp7KH724de4C823c2frvwGf7Hpbn77UGmWCOnv7+fiiy/m+OOPZ8WKFfz+978vyX5zIXW6QohClfWOtN8+9AI/+e5vSCXsNeUH+kb5yXd/A8Al120qat+33norn/nMZ3j88ceJx+OMjY0V3d5cSU+3CLIK8gQ5jryprD3dB+99YiJwM1KJNA/e+0RR+x0cHGTbtm3cfvvtAITD4ZJOaL4QOVlEKchx5E3lncS8fzSv7bl655136Ojo4Oqrr2bt2rVcc801jIyMFLXPfMjwghCiUOWdxLyzKa/tuUqn07z99tvcdttt7Nq1i4aGBu66666i9pkP6aGIUpCjyJvKGrrXf/XTBELTh40DIT/Xf/XTRe13+fLl9PT0cMEFFwBwzTXX8MYbbxS1z3xI5gohClXW0L3kuk3cesfltHc1gYL2riZuvePyoi+iHXfccSxevJjt27cDsGXLFtasWVOKJudE5l4QpSDfmLyp7PPpXnLdpqJDdi733Xcf119/PclkkmXLlvHggw+W/DmykZNFlIIcR97k2knMN23axI4dOxx7foVCy5RZQog8yffkAsn8C6JY0tP1JgndAskJI4QohIRugSR0CyQjMhPkEPImCd0CSegKIQohoVsgCV1RLJnE3JskdAskoSuKJceQN0noFkjmXxBCFEJCt0DSSxHFkkPIm8p+c4QV+RVE7gOrH4xOaPgKRsO1Re93yZIlNDQ0YBgGfr+fHTt2EI1GOeuss0gkEpimyWWXXcYPfvCDEryK2aROt0DytgFgKEM+uD2qrKFrRX4Fo/cAifENfTB6DxaUJHiffvppFi9ePPH7cDjMM888Q0tLC4lEgo0bN7J161YuvPDCop9rJjlhRKFCwSCtTQ0yh4dHlfd/PXIfE4E7ITG+vfQMw6ClpQWAZDJJOp0uWzhK5Ip8GcqgtamR9pYmCVwPK+//vNWf3/Y8XXTRRaxbt47NmzdPbEun06xZs4aenh7OP//8iekfS01OGpGPUDBIV3sLdeGQ000RDitvchhZltDJtj0Pzz33HG+//TZbtmzhX/7lX3j88ccB8Pv9vPPOO3z44Ye8+uqrvPLKK0U/11xkeEHkQnq3YqbyHgUNXwFmfrKHxrcXZ/ny5YB9Qe3SSy/lhRemrzLc2dnJeeedx6OPPlr0c81FMlcsRHq3Yi5lDV2j4Vpo+jYYXYCyfzZ9u+iLaCMjIwwNDU38euvWraxfv56DBw/S328PXUQiEZ566inWrl1b7MuYk6Gk1yLmJr1bMZ+yl4wZDddCCSoVpvr444+54oorADBNk6uuuoorr7ySF198kRtvvBHTNNFac8UVV3DttaV97gzp6Yq5hEMhWhrrJWxFVq6cxHzt2rXs3r171vYzzzyTXbt2VaQNMqYrpjKUQXNjvQwliAW5MnSrgfRkRIb0bkU+JHSLIEv2FEBTM0XO0rsVhSgodC3LcvWnumVZJdmPUgqtJXS9SHq3olB5HzE+n4++vr6SBVelWZZFX18fPp+v6H3J/AveYyiDtuYm2pobJXBFQdQCPbVZfxiLxdi7dy+maZavVWXm8/lYsWIFdXV1Re2nf3CYVDpdolZ5hIuHF6R3K/KQ9SjPO3TFpKODwyQldPPjwtA1lEFLUwPhUNDppgj3yHqUy4W0Iijp8dQ86d2KUpPQLYLU6tYu6d2KcpHQLYJkbm2S3q0op4XGdIUQQpSQfJQLIUQFSegKIUQFSegKIUQFSegKIUQFSegKIUQFSegKIUQF/X/vXPSu2T2XDwAAAABJRU5ErkJggg==\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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bIqDcCtbG9mCHRUResbGx7v379xc9+uijx5OSkpw333zzyEcffTRh0aJF9U8++aTl5MmT+k8++cS0cOHCJgAICwtT119/fTMA5OXl2S677LIWo9GoCgoKbBUVFYHtFDrAtPwVigWwG5/3dnzi9xmXHyMiIhrE7K0OGIx6GMICv1doTvAsqWs9ZUdMQmSwQyMiL4PBgOuuu67luuuuaxk/frxt1apVCc8888zxr3zlK9kRERFq7ty5DWFhYb6ySqfz9B3odDoYjUYFAHq9Hi6Xa1CPTtKygeAwLRWJSJ5S6kC/IyIiIqKgsVsdiIju2+r5n+9ezh4PolApLCw06nQ65OfntwPAnj17IocMGdIxbNgwR0pKiuMvf/lL2oYNGw6f7TiDob/7ePhbBeDiINZHRERE/WRvdSDS1LfRFyZuIkgUcs3NzfolS5ZkNTc36/V6vRo2bFj7ihUrjgPA4sWL6//+978bJk2adF5chMFMPAZ11w4REdGFqD89HmHhekSaw7iyFVEIfelLX2rbs2fPoa4+e++998y+SeU+bW1te3yvH3roocruPhuMgpl4cL4HERHRIGO3OhCT2Pf5GWZLBHcvJzoL8vLyxkRGRroff/zx8rMdS7AEM/EgIiKiQcbe6ujTUro+JksEGqpagxgREWlx4MCBg2c7hmDTspyuVh1BrIuIiIj6ye1yo73N2eehVoB3E8F6O5TiwAYi6h9NiYeIpIpIqvd1koh8XUTy/MsopaaFIkAiIiLqm/Y2JwAgoo+TywFP4uF0uGH3bkRIRNRXvSYeIvJdAB8C+EhEvg9gPYDrALwqIt8OcXxERETUR/3ZPNDn8yV1Oc+DiPpHy1+i/wOQByASwHEA2UqpahGJB7AFwNMhjI+IiIj6yObtpejPHA/fJoItp+xIHhoTlLiI6MKkZaiVQynVppSqB3BEKVUNAEqpBnAlKyIiokHLNzyqr/t4AH49HtzLgygkrFarTJkyJcfpdKK4uDi8oKAgZ/369eYFCxYMA4Dly5cnxMfHT8jNzR3re+zevTvCVxYAfOWXL1+esGzZsvSe2vOv2+fKK68cOXHixFz/Yxs2bDCNHTt2jMFgmPTss8/G+477t/vxxx9Hdq6rJ1oSD7eI+G6VfMV3UEQiNJ5PREREZ4FvqJWxH5PLjdEGGIx6WLl7OVFIPPLII4nz5s1rMBi6v07nzp3bcOjQoSLfI5gbCp48eVJ/4MCB6ObmZv2hQ4dO36UYMWJEx7PPPnts7ty59d2dW1BQYKuqqgovKSnRdHdDS+Lwdd8LpdQJv+MJAH6spREiIiIaePYgDLUSEZjjjZzjQRQia9asSVi0aFEjAOj1ehUXF+c0Go3umJgYV0/n+coCgK98ZGSk22Qy9Xhe57pXrVoVP3v27Mavfe1rp1asWGHxHc/JyemYOnWqTac7M13wbxcArrnmmsYVK1bEQ4Neb4Eopcq6OV4BoEJLI0RERDTw7K0O6A06hBn1/arHnBDBxIPOez99pTDzcHVLVDDrHJ1qbnvw+gndbgBot9ulvLzcmJOT0wEA2dnZjo0bNx4BgDlz5pzeQOf111+Pz83NNfne79q162Dnsv7le9K57Msvv2y5++67K9PT0x3XX3/9yPvvv7+6p/P92wWAqVOntj7wwANpAGp6a7vXxENEMgE8CCADwAYADyqlHN7P/qOUmt9bHURERDTwPJsHGiAi/arHbIlA7bGWIEVFRD7V1dUGs9ns7K3c3LlzG1auXNllZ0B/lJeXG44fP2686qqrrDqdDgaDQe3cuTNiypQpmu80pKWlOWtqajR1q2oZ9PkMgH8D+AjAtwFsE5G53snmQ7UGRURERAPLbnUgwtT3YVY+JksE7K0OONpd/e49IRqseuqZCJXo6Gh3R0fHWZszvWLFCktzc7M+MzMzHwCsVqt+1apVlilTplRqrcNms+kiIiLcWspq+aJJSql/KqX2KqV+COAfAN4VkZHgqlZERESDlr01OIkH9/IgCo2kpCSXy+WStra2/nVLdmHlypVxd9xxR0ZPZV555RXL2rVrSyoqKvZVVFTs27FjR9F//vMfS0/ndFZUVGTMycmxaSmrJfEI865gBQBQSv0LwFIA/wWQFkhgRERENHDsVke/Jpb7+O/lQUTBNWPGjKaNGzeaeirjneNxejndTZs2RfdWb2lpqbGnCerFxcXhlZWV4bNmzTo93yM3N7fDZDK5Nm/eHL1t27aolJSU8W+++Wb8j370o6HZ2dl5XdWzefPmmOuuu66pt3gAbUOtngIwFcA23wGl1NsishDAn7Q0QkRERAPP0+PR9z08fHw9HlYmHkRBt3Tp0toHH3wwdf78+V1OpFqyZEn9kiVLul3StjuFhYVRjz32WLfDx3Jycjpqa2s/7Xy8qKjooO91TU3NFz73Z7PZpLCwMOrpp5/WNP9Ey6pWf+3m+B4Ac7Q0QkRERANLuRXsrU5E9GMPD5/o2HCITriJIFEITJ8+3bZz585mp9OJnvbyCNRrr732WdAq60ZpaWn4fffdVxEWpq1nVfO3E5ERAP4G4BIAbgAfArhTKfVZp3LNvVUFoEopNVpr20RERBSYdpsTyq2CMtRKp9fBFMe9PIhC5c477wy4R2MwyM/Pb8/Pz9e8u2ggs+hfALAGQCqAdAAvA1jdRbkjSqmYHh5mAJrWGSYiIqK+8e1aHhmEyeUA9/Igov4LJPEQpdQqpZTT+/gXul7VaoGGurosIyLPiEitiOz3O2YRkU0iUuJ9jvceFxFZLiKlIvKpiFwcwHchIiI6r/kSD2MQejwAwGRhjwcR9U+viYf3h78FwBYRuUtEhonIUBH5GYA3OpdXSh31OzdVROaJyFwRSe2qTCfPAbi607G7ALyjlBoF4B3vewC4BsAo7+N2AI/19l2IiIguFHarJ/EIxnK6gGeCeWtjB9wuTcv1ExF9gZY5Hrvh6dnwrS/8Xb/PFIB7uzpJRG4DcDeAzd5zHxGRe5RSz3TXkFLqXREZ1unwVwHM9L5eAWArgJ97j69USikAH4lInIikKaWqNHwnIiKi81rQh1pZIqDcCtbGdsQkRAalTiK6sPTa46GUGg4gG8A3lFLDOz1G9HDqTwFcpJS6RSl1M4BJ8CQMgUrxJRPe52Tv8QwA/kuEnfAe+wIRuV1EdonIrrq6uj6EQETd4fVFFFp9vcZO93gEaagVl9QlCg2r1SpTpkzJcTqdKC4uDi8oKMhZv369ecGCBcMAYPny5Qnx8fET/Pfx2L17d4SvLAD4yi9fvjxh2bJl6T2151+3z5VXXjly4sSJuf7Hfvvb36aMHDkyb/To0WMvueSS0YcPHw4HAP92P/7448jOdfVE0xwPpZQbwJ+1Vup1AoD/esQtODNR6K+udnjscid1pdQTSqnJSqnJSUlJQQyBiHh9EYVWX68xu9UB0QnCI4OzPGdChmd/s+qjvS1eSUSBeOSRRxLnzZvX0NNSunPnzm04dOhQke8xadKkoN0BOHnypP7AgQPRzc3N+kOHDp3e+GfSpElte/fuPXj48OGi+fPnN/zoRz8a0vncgoICW1VVVXhJSYmmDYMCmVy+UUQWiEiPW7qLyDIRWQagAsAOEfmtiPwGwEcASgNoz6dGRNK8dacBqPUePwEg06/cEACVfaifiIjovGNvdSAi2oBe/tnWLDrOiISMaJQVnZOrfhINWmvWrElYtGhRIwDo9XoVFxfnNBqN7p52HfcvCwC+8pGRkW6TydTjeZ3rXrVqVfzs2bMbv/a1r51asWKFxXd87ty5LWaz2Q0Al112mbWqqiq8c7sAcM011zSuWLEiXst3DeQ2yDIA0QBcImKDp8dBKaViOpUze5+PeB8+rwXQlr91AG4G8ID3+TW/4/8nIqvh2Vm9ifM7iIiIPOxWR0DDrE42t+HjDzZj+vRZiDVHdVkmKy8Bhe+Uo8PuRHhE8DY6IxoU/nNHJmqLuv4/f18lj23D/L93O+LHbrdLeXm5MScnpwMAsrOzHRs3bjwCAHPmzDm9/cTrr78en5uba/K937Vr18HOZf3L96Rz2Zdfftly9913V6anpzuuv/76kffff39153Mef/zxpNmzZzd1jhEApk6d2vrAAw+kAajprW3NfzW8+29oKfc7rXV2JiIvwjORPFFETgD4DTwJxxoR+TaAMgALvcXfBHAtPL0obQBu7Wu7RERE5xt7q0PTilZ1tTXYs+5RjClfjWulFlvrfo6Z3/xll2Wz8hKwZ2MZThxqwIiJHFpJ1F/V1dUGs9ns7K3c3LlzG1auXFkW7PbLy8sNx48fN1511VVWnU4Hg8Ggdu7cGTFlypTTQ7n+8Y9/WAoLC6Mef/zx4q7qSEtLc9bU1Gi6yxHQ7QoRmQdghvftVqXU+i7KrOupDqXUvB4+u6Gbj67soqwCcEdPbREREV2o7K0OxCR2v/pU7dFCHHvzrxhX9yauknYciRqPU7Z2RFW+3+05aSNjEWbUo6zoFBMPOv/00DMRKtHR0e6Ojo5Apj4E1YoVKyzNzc36zMzMfACwWq36VatWWaZMmVIJAP/5z3/Mf/7zn9O2b99eHBkZ2eVcapvNpouIiNC0zrbmxENEHgAwBcDz3kNLReQypdRdnYpeAs8k8hcB7EDXk8CJiIgohGxWB5KHdRoN7Xah7pPX0bj1UYyy7kSsCsM+yxykf3kpRuZOw57l/4OR9R/A6XTBYNB/oU69QYchufEoO1APpVTQ5o8QXaiSkpJcLpdL2traJCoqqssf9n21cuXKuB07dkT//e9/r+iuzCuvvGJZu3ZtyezZs1sB4NChQ+FXXXXV6OXLl1e+//77kT/84Q+HvvnmmyUZGRnd9soUFRUZc3JybFpiCiTDuhbAHKXUM969OK72HussFcAvAYwD8DcAcwCcVEptU0ptC6A9IiIi6gOlFOytjjP38FAK5Q9djqT1N8PccgSb0m7Hqe/uweSlLyI9dxoAQIZOR4I048ihPd3WnZWXgJZ6Oxpr2kL9NYguCDNmzGjauHGjqacy3jkep5fT3bRpU3Rv9ZaWlhp7mqBeXFwcXllZGT5r1qzT8z1yc3M7TCaTa/PmzdE//elPM9va2vQLFy4cmZubO3bWrFnZXdWzefPmmOuuu66pt3iAAIdaAYgDcMr7OrarAkopF4C3ALwlIkYANwDY6t088JEA2yMiIqIAOdpdcDsVjH6Ty5tqy5Bp3YeNsYsw4ZaHMCf+i1M3h0ycDez5NWr3b0HOuMld1p011rPoTdmBU4hP7fW3DxH1YunSpbUPPvhg6vz581u6+nzJkiX1S5YsCXg5ucLCwqjHHnus2+FjOTk5HbW1tZ92Pl5UVHQQAD744IPDvbVhs9mksLAw6umnn9Y0/ySQxON+AHtEZAs8w6dmAPhFVwW9CcdX4Ek6hgFYDuDVANoiIiKiPupq88CaY/sRCyBh4rVI6SLpAIDErDGol3iEnfiw27pjEiMRnxqFsgP1mHBlZrfliEib6dOn23bu3NnsdDrR014egXrttdc+C1pl3SgtLQ2/7777KsLCtK2gF8iqVi+KyFZ45nkIgJ8rpU4vtyUieUqpAyKyAp5hVhsA/E4ptT+QL0BERET9Y2/1JB7+Q62sJzwL0iQOHdv9iSIoN0/EsOa9cLvc0Om7HpGdNTYB+7dXwNnhgiH8i3NBiCgwd9555zm5QU5+fn57fn5+u9byAc2iV0pVKaXWKaVe8086vFZ5n78JYDSApQA+EJFm76NFRLjdKRERUYh11ePhOlkCmwpHetbIHs91Z12KVNTj+NFD3ZbJyrPA5XCj4nBjcAImogtCMJfvEgBQSumUUmbvI8bvYe5is0EiIiIKMl+Ph/8+HhHNR1GpT0dYL0M5UvOvAABUfvpOt2XSR8VBH6ZD2YFz8iYtEZ0lwUw8FACIyCe9FdRShoiIiPqmq8Qj3laOhoisXs9NG3UxmhENXdkH3ZYxhOuRMToeZUWnui1DRNRZ8GawfG6MiHxhhrwfQTcrYhEREVH/2awOQABjlCfxcDs6kOKqxrGY2b2eKzo9jkdPQEbznh736sjKs+C9NSVoqrMhNqn7jQqJiHyC2ePR4X3OBTC3h8d1AC4NYrtERETkp93qgDHSAJ3OkzTUnZt78WgAACAASURBVDiMMHFBl9TlMvxfPD9jGrJUFSpPHO+2zNC8BADgcCuifrJarTJlypQcp9OJ4uLi8IKCghz/z2+99dbM5OTk8S7X51ty7NmzJ2LixIm54eHhF999990p/uUzMjLye2vTV8b3XFxcHB4REXGx/14hjz76aELn+jIyMvL9Y/z4448jFyxYMEzrd+21x0NEiuDZrXy1UupId+WUUtO8z93/lSIiIqKQs7c6zhhmdfJYEVIAmDJyNZ2fmDcTOPwQyve+g4zMb3dZJjY5EjGJESgrOoX8mUOCEDXRhemRRx5JnDdvXkNXS+m6XC689dZbcWlpaR0bNmwwX3fddS0AkJyc7Pzb3/5W9sorr8QHK47MzMz2Q4cOFQVyTkFBga2qqiq8pKQkfNSoUR29ldfS43EDABOAjSKyQ0TuFJH0QIIiIiKigWOzOs5Y0aqt2rNCVerwXm+EAgCyxl6CNhjhPvZet2VEBFl5CThR3ACXw92/gIkuYGvWrElYtGhRIwDo9XoVFxfn9H22fv168+jRo2233XZb3QsvvGDxHc/IyHBefvnlbWFhYapzffHx8c7Ox7orE0hZ3+vOMV5zzTWNK1as0JQA9drjoZQqBFAI4BciMg3A/wD4SERKAbyolHpSS0NEREQ0MOytDkTHGU+/l/ojaFBmJCWnajpfFxaOzyLGIaWh57VgsvISsH9bBSqPNCIz19JjWaLB7tfv/zqztKE0Kph1Zsdnt907/d5udw+32+1SXl5uzMnJ6QCA7Oxsx8aNG0+PMHrhhRcsixYtOnXDDTc03nvvvRnt7e1iNBq/kGz4279//8He4vKV8S9bXl5uzM3NPb3Rz8MPP1x29dVXW/3L+F77xzh16tTWBx54IA1ATW/tBrqPx0dKqR8BuAlAPIBHAzmfiIiIQs/e6kCkX49HVMsxVIdldDtRvCutaVMx3HUcJ2s7b9v1uYzRcdAZBGUHuLoVUV9UV1cbzGZzl70OdrtdtmzZEnvjjTc2WiwW98SJE1vXrl0bsq0pfEOtfI+rr77aquW8tLQ0Z01NjaatyzWvaiUiU+AZdrUAwDEATwB4Wev5RERENDDsVgeMfnM8EjvK8Zl5ckB1xI25HLrP/oFje95B4pf/t8sy4REGpGfHoexAPaYv0DZxnWiw6qlnIlSio6PdHR0dXXYE/Pvf/45paWnRjxs3Lg8AbDabLjIy0r148eKmgY2yZzabTRcREaFpvGWvPR4i8gcROQLgMQCVAKYrpS5XSj2mlDrZz1iJiIgoiJwdLjg73Ij0Jh7tbU1IVvVwxPW8Y3lnwyfMQIcyoP1I9/M8ACBrbAJOVbai5ZS9zzETXaiSkpJcLpdL2travtAduXr1asvDDz98vKKiYl9FRcW+Y8eO7du+fXtMS0uL5hFLw4cPzwtuxF9UVFRkzMnJsWkpqyXwdgDXKKUmK6X+rJQ60b/wiIiIKFRObx7oHWpV/ZlneHZ4yqiA6gkzRuGoMQeJ9bt6LJeV55nbUc7NBIn6ZMaMGU0bN240+R9raWnRvfvuu7ELFy5s9B2LiYlxT5482bp69erYsrIyQ0pKyvgnnngi5a9//WtaSkrK+FOnTp3xu76qqsqglNI8vtI3x8P3+P3vf5+s5bzNmzfHXHfddZp6YbRMLv8dAIhIFIAfA8hSSn1HREYByFFKrdfSEBEREYVe58SjoawIQwHEDRkTcF3NyQW4uHwFmpsbEBPT9aI1lvRomOKNKDtQj7GXcdFLokAtXbq09sEHH0ydP39+i++Y2Wx2NzU17e1c1n9Sd01NTU8bdmPr1q3Rt912W62WGHJycjrsdnvPq0l0wWazSWFhYdTTTz9dpqV8IJPLn4Wn9+MS7/sTAH4fYHxEREQUQnarN/HwDbWqKQEApI4Y2+053TGNngGDuHH0k63dlhERZI21oPzgKbhcXFaXKFDTp0+3zZw5s9np7HVl24DccMMNTb/61a80JR59VVpaGn7fffdVhIVpmlseUOIxUin1JwAOAFBK2QBoXx6DiIiIQs5mPbPHw9B4BNVIRIw5NuC6hl80Cy4laC15t8dyWXkJ6LC7UHO0OfCAiQh33nlnfVcbCA52+fn57b5NDbUIJPHoEJFIAAoARGQkPD0gRERENEi0t57Z4xFjPYba8L7tLB5pjsPRsGzE1u7ssdyQMRaITlB2oL5P7RDRhSGQxOM3AN4CkCkizwN4B8DPQhIVERER9ckZczyUQorzBFpNw/tc36nEyRjVcQh2W1u3ZYyRBqSOiEEZJ5gTUQ80Jx5KqU0Avg7gFgAvApislNoamrCIiIioL2xWB8Ii9NAbdGiur0YMWuG2BLaUrr+I7C/BKA6U7u19uFVdWQusDVxWl4i6pinxEJFYEfkfADcDGA0gGkBwZ8AQERFRv9lbHX5L6e4HAESm5fS5vuEXzQYANB/a1mO5UZOTodMLPn79sz63RUTnNy0bCN4E4BMAMwFEwZN0XAFgt/czIiIiGiTsVufpzQNbKg4BACxZga9o5ROTkILPdENhqv64x3KxSVEYPysTBz+sQs0xTjIn0spqtcqUKVNynE4niouLwwsKCnLWr19vXrBgwTAAWL58eUJ8fPwE/z02du/eHeErCwC+8suXL09YtmxZj+tad1V22bJl6cnJyeP92zh58qS+cxzLli1LX7ZsWfry5csTAOD2228fsm7dOrPW76pl+vz/AzBJKdXof1BE4gHsALBSa2NEREQUWnZrx+keD2ddCTqUHulDR/erzjrLJOTVvQmHowNhYeHdlpty7TAU76jG9pcOY8FPJ0F0XPySqDePPPJI4rx58xp6WtVq7ty5DStXrjxjr4zi4uLuL8Y++N73vldzzz331ARyzk9+8pPaW2+9dei8efM0rWylZaiVwLuSVSduDOByuiJyTET2icheEdnlPWYRkU0iUuJ97np3IyIioguEvdUBozfxCG88iipdGsLD+/f7xDD8UkSLHUf3fdRjufBIAy6ZPwI1nzXj8MfV/WqT6EKxZs2ahEWLFjUCgF6vV3FxcU6j0eiOiYlx9XSerywA+MpHRka6TSZTj+f1pSwA+MqbTCZXZGSkGwBGjx7d0djYaCgrK9O0FrCWQvcB+ERENgIo9x7LAjAHwL1aGgmiK5RSJ/3e3wXgHaXUAyJyl/f9zwc4JiIiokHDbnWcHmoVZyvDqYhMDO1nnVkTZwM7gYaiLcDFM3osmzstDfu3VeCDtUcwfGISwiPOvb0J6MJU+cv/l9leUhIVzDqNo0a1pf/hvvLuPrfb7VJeXm7MycnpAIDs7GyHb3fyOXPmtPrKvf766/G5ubkm3/tdu3Yd7FzWv3xPuiv7z3/+M2XNmjUJABAbG+vcsWPHYf+y3/nOdxq6qi8/P79t8+bNpltuuaWxq8/99drjoZRaAWAygG3w7NvRAWArPKtaPdfb+SH2VQArvK9XAJh/FmMhIiI6q1wuNzrsLkSYwuB2uZDuqoQtpu9L6fokZgxHhaQivHJHr2VFJ/jS4tFoa+rA7g3H+9020fmsurraYDabe12wae7cuQ2HDh0q8j1MJlNXo5H65Xvf+16Nr/4dO3Yc1npeUlKSs6KiQlO3qqbbEEqpBgCrAUBEYgCM0hpMECkAG0VEAXhcKfUEgBSlVJU3xioRSe7qRBG5HcDtAJCVlTVQ8RJdEHh9EYVWINdYe6vn90tEdBjqKo4gRRzQJWYHJY7K2IuR3bgdbpcLOr2+x7Kpw2ORMy0Ve98pw5jpaYhLDupNZKKQ6KlnIlSio6PdHR0dgeyrN+jY7XbxDb3qjZZVrf4lIone118GcADAHwHsFZGF/Yo0MNOVUhcDuAbAHSLSc1+vH6XUE0qpyUqpyUlJSaGLkOgCxOuLKLQCucZs1g4Anl3LTx47AAAwpY8JThxDL0U8WnDs4C5N5S/52kjo9Tq8/0ppUNonOh8lJSW5XC6XtLW1BX3e9MqVK+PuuOOOjGDX29mRI0ciJkyYYNNSVkuGNcFvXsVvAHxJKTUbwCQAv+pjjAFTSlV6n2sBrAVQAKBGRNIAwPtcO1DxEBERDTbtfruWt1YVAwCShucFpe7hU+eiXYWhftOfNZWPjjVi8rXDcOzTkyg7UB+UGIjORzNmzGjauHGjqacy3jkep5e63bRpU3Rv9ZaWlhp7m6Du75///GeKfxtaVs1qb2+XY8eOGWfMmKFpfomWxEPnHV4FeFayKgMAbzIyIDPGRCRaRMy+1wCuArAfwDp4NjWE9/m1gYiHiIhoMLJbvUOtTGFQJ0tgVZFITs0MSt1J6cPwScaNmNK0EYd3b9F0zoRZmYhNisR7L5fA5dI0EoPogrN06dLa5557LrG7z5csWVLf0NBQ6D/HQ8tE8sLCwqgf/vCHJ3srBwAPPfRQZW1t7af+bfgmvPfkpZdeip07d25DWFiYlmY0JR6/A7BFRL4F4H0AL4vITSLyHIC3NLXSfykA3hORQgAfA3hDKfUWgAcAzBGREnhW2XpggOIhIiIadE4PtYoOQ1TLMVQZMiC64A0fz1/8O5xEHNSGu6DcvScS+jAdLls4Cg3Vbdi35UTQ4iA6n0yfPt02c+bMZqez1znmAXnttdc+S09PD26lnTidTvn1r3+tee8PLatarQHwPwByAIwGEA7gEgAvKqV+3NdAA6GUOqqUmuB95Cml7vMer1dKXamUGuV9PjUQ8RAREQ1Gdt9QK1MYEtrL0RgV3AUfTDHxODr+x8hxHsLuN57UdM7Q/ARk5Vmwc/1naGvu9QYq0QXpzjvvrO9pA8HB6lvf+lZDYmKi5uFcmm6DKKVKlVI/V0p9TSk1Vyn1faXUf/seJhEREQWbvdUJQ5gOyt2BVHctnLEjgt7GpK/egVL9SGTu/iNs1uZey4sILls4Cs4ON3a8diTo8RDRuaNP/a8i8kmwAyEiIqL+sVs7EGEKQ9WxIuhEwZAS/NXv9Xo9OmbfhxTU49M192g6Jz41GuNnDUHR+1Uoer8y6DER0bmhrwM/g77kFxEREfWPvdUJY3QYTpUdBADEZIwNSTtjL7kGu00zMf74CtSe0NaLMXXeCGSNtWDLqkM4sL0iJHER0eDW18TjjaBGQUTUi1OVrXjriX3Y8M99cHN1HKIu2a0diDSFob3as5Ru6ohxIWsr7fo/QQeF8jU/01TeEK7HNd/PR1aeBVufL2byQXQB6lPioZQasP07iOjC1nzShneeK8Lqe3fg+L56HN1bh91vHT/bYRENSvZWJyKiw6BrOIKTiENsnCVkbaUPy8HuId/ApOa3cXjXO5rOMYTpcc338jF0XAK2Pl+M/e8y+SCyWq0yZcqUHKfTieLi4vCCgoIc/89vvfXWzOTk5PEu1+dzuJcvX55w0003ZQHAsmXL0u++++4UAFiwYMGw9evXm3tqb9myZenLly9P8L13OByIj4+f0HmzwYKCgpx33303CgAyMjLyq6qqDL7XAFBZWWn40pe+FNB4zn6tsSci+/pzPhFRd9qaO/DuS4fx/G8+QsmuWky4MhM33X8pRk1Jwc43jqHmWO+TWokuNGFGPUzxRpitx1AbNiTk7Y1f/FvUIR546y4ot7aFbQxhelzz3XwMy0/AtheKsW8rl9mlC9sjjzySOG/evIauVrVyuVx466234tLS0jo2bNjQY0LRV6+++mrs8OHD29etWxfv1rBMtk96erozJSXFsXHjxl43M/TpNfEQka9381gAIFVzdEREGrTbnNix7ihW/fpD7N9Wgdxpqfjfe6Zh+vWjEGkKx4zFoxEdG463ny2Co13zCn5EF4RFv5yC6dePQrLjBKymYSFvz2SOw9EJP8Fo52HseeMJzefpw3S4+vZ8DBufiHdXH8an3OODLmBr1qxJWLRoUSMA6PV6FRcXd3rvjfXr15tHjx5tu+222+peeOGFXrswY2JiXEajscfswWQyuSIjI0+XefHFFy0/+MEPatLT0zs2b97caxIRHx9/Or758+c3rly5MqGn8v60LBj8EoDnAaguPovQ2hARUW/KD57Cf5/aj/ZWJ7InJaNg7nDEp575NzAiOgyzbh6DdQ/vxQevluLyG3K6qY3owtTceBIJaMJhy8gBaW/yvO+jeP9zyNz9J9iu+F9EmmI0nedJPsbhv0/ux/aXDkO5FSZcGZxd1on64p2VBzNPVVijglmnJcPUduVNY8q7+9xut0t5ebnRt0t4dna2Y+PGjadXbHjhhRcsixYtOnXDDTc03nvvvRnt7e1iNBq7+k0OAHj22We7bcvnnnvuOb3hn9VqlQ8++MC8atWq442Njfp//etfltmzZ/e4K/r+/fsP+l5Pnz699Z577knvrU0fLUOtPgXwZ6XUrZ0fABq1NkRE1BOlFD54tRTGSAMW/XIKvvydcV9IOnwycy2YcGUm9m+rwPH99QMcKdHgVn30AADAmDJ6QNrT6/VwzPkDknAKn770u8DONejw5e+Mw4iJSXjv5RLs2VgGpbr9TUV03qmurjaYzeYudxe32+2yZcuW2BtvvLHRYrG4J06c2Lp27Vptmb1Ga9asiZs2bVqL2Wx2f+Mb32h466234gPZQT09Pd1ZW1sbrrW8lh6POwF0N5j6a1obIiLqSdWRJpwst+LyG3OQlNX7MNZp80eg/OApbF55EIvvLkCkSfPfPaLzWvMJz83IhKzQLKXblXHTrsLO92ZhQtkKlO66GtmT52g+V2/Q4arv5GHTUwfwwaulKD9Yj5n/m4uYxMgQRkz0RT31TIRKdHS0u6Ojo8uOgH//+98xLS0t+nHjxuUBgM1m00VGRroXL17cFKz2V69ebdm9e7fJN2G8qalJv379evP8+fNbtJzf1tYmvQ3t8tdrj4dSartSqqybz3b5XovIL7Q2SkTU2aebT8AYZUDOVG1Txwxhesz51ljY2xzY+q9i3iUl8nLUlsClBKnDcge03SGLH0KtLhFZry/GnvWPBXSuXu/p+ZixeDSqjzbjxXt2YO/bZVw6m857SUlJLpfLJW1tbV/YI2/16tWWhx9++HhFRcW+ioqKfceOHdu3ffv2mJaWFk2LQ91xxx0ZK1eujOvu81OnTul27dplOnHixKe+Nh544IEyLXNJfPbv3x8xevRom9by/VrVqpOFQayLiC4g1gY7ju6tw5hL0xBm1Gs+L3GIGVPnjcDRvXU49GFVCCMkOneENR1FtS4ZxoigDlXvVdqQ4Yj+wVYUh+fhol134eOnlmpe6QoARCfInzkEN/xmKobkxOP9V0rxyh93o65c041XonPWjBkzmjZu3GjyP9bS0qJ79913YxcuXHh6WkNMTIx78uTJ1tWrV8dqqbeoqCgyPT3d0d3n//rXv+IvvfTSlsjIyNN37hYvXty4adOmOJvNpmmz8E2bNpmvvvpqzT0wWoZaacXdzImoT/Zvq4BSCvkzA1/+c+LsLBzfV4/tL5UgfVQ8YpM4PIMubHFtx1FvzEJG70WDLiEpFaafbMSHj30bl5x4DnseOoLc772gecI5AJgtEbj2B+NRursW2186jJfv34WL5mRhyleGwRCu/cYE0bli6dKltQ8++GCq//Ams9nsbmpq2tu5rP/EcwD1APDQQw9VdlWvw+GQniaKL1mypH7JkiVnTJRMSUlxNTQ0FALAxx9/XOw7XlFR0eUWGm+++Wbchg0bSrtro7Ng9nhwnAMRBczpcOHAe5UYlp/YpzHdOp3gylvGQAR457kiuN38U0QXLuV2I81ZgbaY4WctBqMxAtOWrML72T/G+Jb3UPnXmag9cTSgOkQEoyan4MbfTkPutFR88t/jWH3vxyg7UM9hlXTemT59um3mzJnNgUzq1uK9994rCWqFnVRWVhqWLl1ak5SUpLlrM5iJB3s8iChgpbtqYbc6MH5W3zc7i0mIxIwbclB1pAkfrT3C5IMuWHVV5YgWOyQh+6zGITodpn/jbnz6pX8ixVkJeWoWSvZsC7ieiOgwzLppDL5650QoAK8/Uog1f9iJQx9WweXg/A86f9x55531XW0gOJilp6c7v/nNbwa0wm0wE4+Xg1gXEV0AlFL4dMsJxKdFY0hOfL/qGl2QgtxL07BnUxnW/vkTNFT3uAw50Xmp9vh+AEB0+sBOLO/ORbMXo3bROjgkDJn/WYDdbzzVp3qG5Fpww90FuOKbuXC7FN5ZcRAr/t8H2PnGZ2hr7ghy1HSBcbvdbt48DwHvf9cz7hD0mlqJyCPoYRiVUmqJ9/kP/Q2QiC4s1UebUVfWgstvzIFI93/3HQ4HSvZuR/3+t4HwaExd+FOEh5+5fK6IYNY3czFkdBy2rynBS7/fiYK5wzFxdiZ0+mDeYyEavKwVhwAASUMHbind3ozIK8DJxC347KmFmLTzxzi49xl0XPojjL98AUSn/do0hOkxdno6xlyahhMHG1C4uRwfv/4Zdm84jtFTUzBhViYSMky9V0R0pv11dXVjk5KSmnQ6HbvLg8TtdktdXV0sgP3+x7X06ezqvQgRUeA+3VKO8EgDRheknHFcud2oKC1E5ScbEFa2HSNb92KstJ3+/OCf1iFq8TMYmp13xnkigpxpaRgyxoJ3XzyMD9cewZFPajHrpjH8QUIXBHWyBHYVhqSMEWc7lDMkpgyB+cfv4KO1D2NY8dNI3XYbjrz3BzROWoKJV30T+gCGmIgIMsdakDnWgobqVhRuPoHiD6tw8P0qpGXHYuRFyRg+MRExCVxognrndDpvq66ufqq6unocgjsS6ELnBrDf6XTe5n9QLrRJWpMnT1a7djGXIupMRHYrpSb3p45Arq/Wxnas/OUHyL9iCC5bOAoAcKL4E9RtuB+ZjTuRiAYAQKUkoyK+AOHZMzG84Foc27kBw3f8GqIU9k/8NaZ+9ftd3jVVSqF0dy3eXX0YHTYnJl87DBdfPRR69n7QWTIQ19ieP16NuPYqDL+7sD/NhFRHux1733wSaZ/+A5mqEmWSger872PiV25HuNHYpzrtVgcOvFeBkp01qK/wDLNMyjJjxMREjJiYjPi0qB57Ven8EIxrjEKr18RDRFIB3A3PcKu7AfwQwNcBHAKwVCl1Ti2ez8SDqGsDnXjsWHcUuzYcwzfumYbYpCicrDgCPDkL4aoDxaYCOIfOQOaka5AxYswXfjDUnShB/cpbkNuxHztNV2D0t55ErCWpy3ZsLR3Y/tJhlOyqRcIQEy79+kgMyYnn8CsacANxjZX9bizqo0fiop+83p9mBoTL6UThplWI2fUIsl1HUIVEHMu+CUMvW4z0YTl9rrextg1H99bh6J461HzWDACIS4nCiIlJGDrOguRhMTCEcVne8xETj8FPS+LxFoA3AEQDuBHA8wBeBPBVALOVUl8NdZDBxMSDqGsDmXi4HG6s+OX7SBkWg6/cMQE2axOq/no5kp3VqLp+HUblF/Rah9vpxO4Xfo2LjvwTdWJB/VWPYNyl13Zb/ujeOmx7oRhtzR2INIdh5EXJyJ6UjLRRcdDpeCeUQm8grrFd//wOdKn5uHj+kv40M6CU2419215F2AcPYYzjAADgiG44atOugGXSfIyacBl0+r4lCq2N7fissA5H9tSh8nAj3G4FnUGQMjQGadlxSMuORdrIWBijwoL5legsYeIx+GlJPPYopS7yvi5TSmX5fbZXKTUxxDEGFRMPoq4NZOJR/FEV3n7uIOYtmYiM0THY/9BXkNe6A4UznsTFVy4MqM0je7YhYt3tSHXXYMeQWzDl5j8iLLzr4RrODheOH6hH6a5aHNt3Es4ON6JiwjHyYm8SMjIWwiSEQmSgexXPRSdKPkXFjldhLnsbOe37oReFOsTjM8tlCM+7DjnTvoLIaHOf6ra3OlBV2ojK0iZUlTai7niLZ+ltARIyTEjPjkPyMDMSMkywpEZDH8Ze0XMNE4/BT8tsLv8rb2UPnxER9er0ErqpURgyJh47H/8+Cto+wvs5d2F6gEkHAIy86HK0ZX+ET565A5dWPIvK+99AWcocxE++HqMvnnnG/A9DuB4jL0rGyIuS4Wh34fj+epTuqkHR+5XYt/UEomPDMWSMBclDzUgeGoPETBOHZBANoCGjxmPIqPEAfovGk9Uo/eBV6A6/hbH1b8O0/XU43tWj1DAM9XHjoMuYhMScacjKmaRpcnpEdBiGT0jC8AmeYZmODhdqPmv2JCMljTj4YRX2bT0BwLMxaVxqFBIyTEgcYkJChucRHRfOuSJE/aClx+MeAH9SSlk7Hc8G8IBS6voQxhd05/vdIqK+Gqi7sdVHm/DvP+3GjMWj0X5yNSbvvxcfJF6PS+54qt//oBe+/QJk1zMYY/sEYeJCDRLwWfKViJu0AKMnzYaumx8nHXYnju+rx5FPalF1pOn0vgA6ncCSEY3koTGnk5H41CgYwpmMUODY49F37fY2HN7xFqzFW2Cu/xRZ7YcRA89Kd23KiGPho9BsyYc+fTxiM8ciZfg4xMYnBtSG2+VGU50NJ09YUX/CivoKK05WWGE91X66TJhRj9jkSMQmRSE2ORJxfq+jYpiUnG3s8Rj8uKpVP7hdbjSftONUZStOVXkeLfU2xKdGIy07DumjYhGTGMk/RHROGKgfRRufPoDj+06iYF4D8rbdigORk5D34zdhCAvv8bxANJ2qw+F318Bw+HWMbd0FozhQjzgcSZyJsOwrkDB8AtKHj4WhiyFZSim0Nraj9ngLao81o/Z4M2qPt6C9zXm6jCneiJjESO8PkM9/eMQmRSI84tzaeZYGDhOP4HG7XDhxZB9qD30IZ/luxDfswzDHERjFcbpMPWJRGzYELaZhcMePhDE1B7Hpo5CQPgIxcQma9xBpb3OgvqIV9RVWNNa0oanOhsbaNrSctHuGankZjHqY440wWSJgijPC5Hsdb4QpzvMcFqHnb4IQYuIx+Gnp8VjW0+dKqYeCGlGI9eePdmtjO4p3VKOuvAUNVa1oqGmD2/n5fz+zJQLmhAjUV1rR3ur5SdlXqQAAFBNJREFUkRIVG460kZ4kJC07DgkZJk5kpUFpIH4UtTa1Y+UvPsDQCeG4rOp61OuSkLB0K2JiLf1ptkctTadQvP3fkIPrMMa6A1HiuXvZofSo1GfgVNRwdFhyEJ42FgnDxyM5c/QXxpArpdB80oba4y2nf3g01drQdNIGW6ddk8MjDYiODUd0nBHRsUZEx4UjKtb7OjYckeZwRJjCYIw0cD7JBWYgrrFn9j+DCH0ERsSNwPCY4UiOSr5gfug6OtpR+dlBnDq+H+01h6E7dQQm6zEkO04gEY1nlG1TRpzUJ6I5LBm2yFS4TGnQxQ1BeFw6IuNSYE5IQ2xiGqKiY7pNUNwuN1pO2dFUa0NjrQ1NdW2wNrTDesoOa0M72lo6vrD9siFMh8iYcETFeP4WRPm9jjSHIcIUhojozx+GcN0F879fMDDxGPy03Jrz/xf4uwAeD1Esg5JSCieKG3BgWwWOFp6EcivEJEYgPi0aWXkJsKRFIy4lEoZIG9qstWhrPgVTfBoMuhScLGtDZUkjqkobceSTWgCebtqYxAiYLBEwx0fAZDHCbPG+t0QgOjacy3zSeevg+1VwK4XsEz9Dhz4cxpteDmnSAQDmWAsmX/cd4LrvwNZqRUnJHjQe2wdHzUFENZYgpfUQ0lreha5MATs85zQjCg26BLSEJcAWkQxnVDLEnAZDbBr+f3t3HiPJWd5x/PvU1cfM7OzhI4tt7HUwBkJik1gkCCsimEgmkANEBBFIKLJAiRIJpEQRRBH8FYkQKYQ/CAQMEX9wBNlEdhKOIEAE5XDMFRwbJ3HW2F57r9ndmZ3pObq76skfVd1d3dO7O2tPTe9O/z5Sb73vW29XvbXVzzP1VnfPNOavZN+1B2jOX8HsvkPU4lnOntpg6cQaZxfWaC1u0FraoLXY5pnHFmktbQzdoOgxg9pMTKN3oVEsk0ZErRmR1KO83IhIGiG1ZkxcD0nqEXEt1AWJjPW5Rz/Hsdaxfn02nuXQ/CEOzR/ixvkbOTSfT0bma/PM1+aZi+d2zesoTmpcf/OtXH/z5t95s3RmgeOP/xfLxx6nc+ZJWHqGZPUZmusnuH7xAQ6cOUN4ZHOcrnnCos2zHO1jLd5LJ54nrc2T1fdijb2EzX3EM/tJ5vZz7UsP0JjbR2P2ILNze4GA1uJGPhlZLCYjZ9usnW2zerbN8qk1jj++xPpKh3PdAw6jgNpMRH0mptaMqDXjPB8U+SFp9nJEnjPiekhcC0nqIXEtr0excoVcOi7qo1bl33B1qTCzO4EPAyFwt7t/4Hz9t/qOx3qrw6P/dpSHv/0Mi8dXSerGgeed4kDyr8x2/496+wzN7iJz2RLzvkxs6dDzMzcWbB+n46tZqR+klfwkrexm1ts/QafdoL0Wsd6C9lo2ckCQ1ItEUiSUWnNQTxoRcRISJSFxLSDqlZNBOYyMMA4Io/wRFWXdXZXz2Ym7sStnV/jBn/8utwVf5olf/QI33/bq57K7bbPWWubpx/6TxSceonPmKYLlY8RrJ2lunGS+u8ABP0Ni3bHP7XrAss2wYnOshbO0wyadcIY0apLGM2TRDN1wPx32kvpeUm+SpnXSrEbaTUg7Ed12QGfD6Kw7nQ2n287G7muIQZzkFxlxLcwvOJJ8QtLLBb1yLz+E8SAfRHFAGBdtUZDnjDjI80cUEIRFDomNsCgHoSmPPAc7EWPuzsLaAoeXDvP40uMcXjqclxcf58TaiU39QwvZk+zpT0Tma/PUwzpJmJCECXEQ5+Ug6bclQUI9qlMLa4NHVKMe1vvL3vpG1KAW1oiCS/sjiJ1Om1PHnuTsyWdYWzzKxtIJsuUTsLpAuHaK2sZpmp3TNLNlZn2l//2S81n1GqvWYM2abAQNNsIm3bBBGjZIoyZZ1CCLm3jUJLV5usyTeoPMm2RpnTRLyNKEtBvTbQf5owPdNnQ2Mjpr6TknLGVm+U3PqBb2rx/6uaFWyhlFfsivIwKiJOgvozgs8sEgR5SvM3rlICzyR2QEge34hEfveFz6LjYTXFJfCDGzEPgI8MvAEeBBM7vf3R95tts8dniRB7/8KEceWSFLA/YkT3H7/P38VP1bRKsdVls1FoIDtKK9LNav4WTtp8maB7DmFURzVxLN7KW9dJz0zJNEy0/TWD3KwZWHuTL7Fkl5chIB89Ceq7OSXcHJ7jWczg6ynF3FBrO012forM2w4g0WswbdrLhQyZ795+DNHAudwMBCsACC4mFh/kXa/MICLLB8XXGhEYRGEAZ536C07K8P8iQTGEEQjLQFBFFQ7DcgMBs814p+YX5Hpv/cYltmxXisqAMYxbqivbcM8pVmgPWWw31guA0Dy/8Z06e0PehfcA2199bZoF95m/3+Nhj74HwU+y0/p9en3279pvK+LlcP3Ps+XlT7R759y/u55SUvZWFtgdBCwiAktJDAAkIL+/9/Afnrwqj2B1hjZo4X3HI73HL72PWeZSyePsGZE0+xuniS9sppuiunSFfPwNoZbH2JqL1E0lkiTleZ6SxS81Uavk7T14Y+d35OIflfS5qBzAPa3qSVzdHK9rDKHGvZHjZ8lrY3aNOk4w26XqeT1em2GqStGq2sRuYRmSekHhfliCyLcN+eL8SbeZEjvMgD5RxSxGYvdxhF7ijlkWC0HAzKYZ4DhsphL88UZSPPF2FAGJTaAyMIw3wZGNbPKcVrqVhaYARmUOSVIKDIF8O5pB+f58olIzkjroU05rbve0rP1sJHP4qvrnIojLgxinhNvB+LroLwdtqWcrq7xEq6xmq2TitbZzVbo5Wu0/I1VtIWK+kCG95hlS5LntKmw4Z3adOlQ0pmkAWQGbgNL3tlHym7QRBE1KIacVijFteIw4RaVCcOE+KoRi1KSMK8PY5rxEFMHCUkQY0ojPJyWCMOY6IwJgoiIouIgog4KOrFI7SwvwyDkMiifo4ZyjNmg3oQkly5n6uvuhKzWwkICCzo9zGzoba022VlaYGVxQVWz55i/ewp2iunSdeXydbP4hsr2MYyQWeFsNMi6q4Qd1eZaZ8i8XWSbIM66zR8Y2v5oceAWv7wOeh4nVY2x6rvoeV72PAmG96k7TO0adDxPFd0vEG3W89vdrQS1j0h85jUE7IsJvUY95Asi8g8ZOiH1XNggQ/lin6+CAb5IiiuP2zkmqN3LdArv+INL+Kq6w5sy7hkci7tWxAX9nLgMXc/DGBmnyf/w4bPauKxvHiWL37g34GMPUsPsvfMP1PbOMpxCzhuz8t/wFlAHpBt4ATG8eGNjEzNloETzPI/Pou7g2f032Xq36pw4Gnwpwnx3rXHpg1a7ykWkQUJWVDDg4TMYrKgRhYkeJDgFhWPmCyI+vUsiItyWFrmZQjJLCK1oGjLlzAo5/WgqAelcp6kBsviKkSq5+U746XXytBrK3fbG7u8/M7X7cy4zmH9TMqRe69mz70f4/H3fWxonZd+zvVHPa5tpH3Tuv76c/zgtOGKl5tssC3b4vN79S6wTu84DGhgNIB9+RjH3pr0oaLjRaCX+7SAFeBof/fFdcem7Yw+1UrrHStyRDkf9HJE3K+7hUN5I+8bnTN35Dmg3JY/0n45IM8jYT93DOeSXrnX1wblyyiP1DsPcdcn3zXpYbB03310jx7D0xTSdNP6ANhTPHZWCmxcsNfFyKAfs0P5oxfHxbJtI+3FOhjz3NI2ytyG15efb4CXblqV+6VmdErPGURqHayx6ZhGs4Sbjw/q3mVEPwWtg68PjduApHiM3zpj06TjeVxanOeM4prDLcKDiMzi4bwQxGSb8kNpGWzOD4OcEJFZMMgX5HE/7hrkezMPceddv7N5wHJZueDEw8weYvBqfYGZ/bC83t1/poqBbdE1wFOl+hHg50c7mdk7gXcCPP/5zx9d3Te3dw8HTt1NbeMIYZASzMR0Z/eNSQSjOyivHLd+63cOLvyWkg9fjHkHaOPe6jXkiQow7/2hlSJxefniZySZ4cWkZngkPnZQY0ZZdPTSlY/3bt0TFEm5N2kzsGBofe+W4qDN+m15e2+yQ7/Nevsobdv7BxAUSb60vf6D0rbJE11pu5svWstjY+w2Rpe+aV8j2/TyfsqXh+P6j47lPOX+MY+uh2T2NVRhq/EF8MJbXsXJp8/i7rhn+Q84Lx4UbcVrNF8Olx0gu0CUFNvKywye11/Xr5Tq5f3QvykwiBYf3Cjw8hbLbUMFYHgbm7dbHuPwc85VGp8gLrR+8/4H1Q7QwVnN15XG7iPHUT5uozS57Z2moW37psOyMcfr5xxweZ+l3GFWxGuvHuR1H+SLfv+hvBAUGaPo04/doNQ2kgc25amRHNLblwEEpPu38PG4Z+liYuwFX/1qv+xZBt0u3u3iaZovOx3IMrybQpYOlmkGad6PLMvrvfahZZqf614fz4rnFDfW0qx4LWX5/ot23Ev10k243mun16fXlmX0Y9SdLEtJs5Q065JlGVmWknmaL7OMzFPcM9Is7W8vy/I2zzKyXh3wYl9Zb0lxPL3c4cN5qZdT+mNjMPbBeujdCCrnEe/nhFL/Yt2gT6lefv5I7A3PQYZz3Obm4XhkpBtQbO/8eWgwphTo9lOc9c5Vf1vFT57RHNtbZMPj3XxZMdqy+Rrl4Avfv2lccvnZyjsebwSuZvgCH+B64JltH9HFGXdFP+b17B8HPg7552PPt8E333vP9oxMZEpcTHzddMcbuOmON+zIuER2i4uJsTILAkgSLJn8R8BERGBrf3n8Q8BZd3+i/ABWi3WTdAS4rlS/lslPhkREREREZMRWJh43uPsPRxvd/TvADds+oovzIHCTmR0yswR4C3D/hMckIiIiIiIjtvJRq/p51m3+ZtQOcveumf0+8FXy3wnzKXd/eJJjEhERERGRzbYy8XjQzN7h7p8oN5rZXcB3qxnW1rn7l4AvTXocIiIiIiJybluZeLwb+DszeyuDicZt5L+hTd8SFRERERGRC9ryXy43s18CXlpUH3b3b1Q2qgqZ2UngiTGrrgAWdng4lwod+3QaPfbr3f3K57JBxddYOvbppRjbGTr26TTu2J9zjEm1tjzx2O3M7DvuftukxzEJOnYd+27a16VGxz6dxw6KsZ2iY9exy+VjK7/VSkRERERE5DnRxENERERERCqnicfAxyc9gAnSsU+nnTx2/T9Pp2k+dlCM7RQd+3Sa5mO/bOk7HiIiIiIiUjm94yEiIiIiIpXTxENERERERCo39RMPM7vTzP7bzB4zs/dMejxVMrPrzOybZvYjM3vYzN5VtO83s6+Z2f8Wy32THmtVzCw0s++b2T8U9UNm9kBx7H9rZsmkx1gVM9trZveY2aPFa+AVO3HuFWOKsWmIMcVX9RRf0xtfMLkYk+011RMPMwuBjwCvBV4C/JaZvWSyo6pUF/gDd38x8AvA7xXH+x7g6+5+E/D1or5bvQv4Uan+Z8CHimM/A9w1kVHtjA8DX3H3FwG3kP8/VHruFWOKMaYnxhRf1VN8TW98wQRiTLbfVE88gJcDj7n7YXdvA58Hfn3CY6qMux919+8V5WXyoL2G/Jg/XXT7NPAbkxlhtczsWuB1wN1F3YBXA/cUXXbzse8BfhH4JIC7t919kerPvWJMMbbrY0zxtTMUX9MZXzDRGJNtNu0Tj2uAp0r1I0XbrmdmNwAvAx4Arnb3o5AnduCqyY2sUn8J/BGQFfUDwKK7d4v6bj7/NwIngb8p3qa/28xmqP7cK8YUY9MQY4qvHab4AqYnvmByMSbbbNonHjambdf/fmEzmwXuBd7t7mcnPZ6dYGavB064+3fLzWO67tbzHwE/C3zU3V8GtNiZt6Sn6f+4TzE2aB7TdTeef8XXDlJ8DZrHdN2t539SMSbbbNonHkeA60r1a4FnJjSWHWFmMXnC/oy7f7FoPm5mB4v1B4ETkxpfhV4J/JqZ/Zj84wivJr97tNfMoqLPbj7/R4Aj7v5AUb+HPIlXfe4VYznFWG63nn/F1w5RfE1lfMHkYky22bRPPB4Ebip+K0QCvAW4f8JjqkzxedBPAj9y978orbofeHtRfjtw306PrWru/l53v9bdbyA/z99w97cC3wTeVHTblccO4O7HgKfM7Oai6Q7gEao/94qxnGIst1uPXfG1AxRf0xlfMNEYk2029X+53Mx+hfyuQQh8yt3/dMJDqoyZ3Q58G3iIwWdE/5j8M7JfAJ4PPAn8prufnsggd4CZvQr4Q3d/vZndSH73aD/wfeBt7r4xyfFVxcxuJf9SYgIcBn6b/OZDpedeMaYYYwpiTPFVPcVXbhrjCyYXY7K9pn7iISIiIiIi1Zv2j1qJiIiIiMgO0MRDREREREQqp4mHiIiIiIhUThMPERERERGpnCYeIiIiIiJSOU08pFJmlprZD0qP9xTtPzazKyY9PpHLmeJLpFqKMZHtFV24i8hzsubut056ECK7lOJLpFqKMZFtpHc8ZKLMrGFmXzGzdxT1t5nZfxR3lv7azMJJj1HkcqX4EqmWYkzk4mjiIVVrjLxN/ebSulng74HPuvsnzOzFwJuBVxZ3mFLgrRMYs8jlQvElUi3FmMg20ketpGrne5v6PuCD7v6Zon4H8HPAg2YG0ABOVD9EkcuW4kukWooxkW2kiYdM0r8ArzWzz7q7AwZ82t3fO+FxiewGii+RainGRC6SPmolk/Q+4BTwV0X968CbzOwqADPbb2bXT2pwIpc5xZdItRRjIhdJEw+p2ujnYz8wsv7dQN3MPujujwB/AvyTmf0Q+BpwcKcHLHIZUXyJVEsxJrKNLH93UEREREREpDp6x0NERERERCqniYeIiIiIiFROEw8REREREamcJh4iIiIiIlI5TTxERERERKRymniIiIiIiEjlNPEQEREREZHK/T+/athjNzxOcwAAAABJRU5ErkJggg==\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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb23_E.inp.out, pType=a, thres=2.200640262314868, 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 CH3I_1-60eV_orb23_E.inp.out, pType=phaseUW, thres=2.200640262314868, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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XxoMPPhirVq2Ktra2OPDAA+MNb3hDXHDBBbHHHnuMaI8iznx7uZ+1YMGCuOqqq+Kee+6JNWvWxN577x1HHnlkTJ8+PQ4++OAR7TNv3rz48pe/HA888EBkWRZHH310XHLJJXH88cc3nXkkuRcvXhxXXXVV3HffffHUU0/FPvvsE0ceeWS8973vjZe97GUj2uN1r3tdLF++fKvX3XTTTdHV1TWidQ4//PBtXvfLX/4ydt9994io3nyPNHfV5nukuZ9VlfluJneV5rsKlBgAWzFv3rw47LDDYuLEiVu9vq+vL5YsWdL0k7HVq1dv9/parRadnZ0xbty4Ea33X//1X03t/6y8T9qLtHLlyvjqV78aP//5z+Ppp5+OK6+8Mk444YTo6+uLL33pS/HWt741jjzyyJbv+/nPfz723HPPmDp1amzYsCH6+vqaXqNer8eFF14Yc+fOje7u7jj++OPjwQcfjGuuuSbuu++++MY3vhHt7e0tzb127dp45JFH4pWvfGUceOCBsdtuu8Xy5cvjhhtuiLe85S1x1VVXxcknnzyitT7wgQ/ES17ykudcdtBBB7U07x9asWJFXHDBBbFq1ao488wzY/LkydHf3x9Lly6Nxx9/fIffv27dujjvvPPikUceiXe+851x+OGHx9133x2f//zn4+GHH47PfvazLc88PDwc73rXu2LhwoXR3d0d5557bgwMDMQPf/jD+NSnPhW/+tWv4nOf+9yI1vrEJz4Re++993Mumzx58k5nbGaWH3nkkbjyyitjv/32i6OOOip+8pOf5NrziSeeiLe//e2xdu3aeNe73hUHH3xw3H777fG3f/u38fjjj8df/dVftTT30qVLY/369XHGGWfEvvvuG21tbfHggw/Gv//7v8dNN90UP/jBD7b6y9Vt+ad/+qctLnvpS186ou9t9r7jrrvuir/4i7+ISZMmxdvf/vbYf//9Y82aNbFgwYJ46qmnRrTn4sWL45xzzomxY8fGe97znpg4cWLceOONcckll8SMGTPirW99a0tzL1u2LM4666zIsize9ra3xR/90R/FypUr43vf+15ceOGFI94zImLvvffeaml6xBFHjOj7r7/++vjWt74Vr3nNa+INb3hD7LbbbnHvvffGd77znbjpppviO9/5Thx22GERUa35biZ3lea7mdwR1ZnvZnJXab6beUyv0nw3m71KM97s86iqzHgzuas041sze/bsePjhh7d63b333hvXXHNNHHzwwXHUUUfFz3/+81x7tOLMm8n97OVnnXVWTJo0KYaGhuL++++Pr33ta3HLLbfE9ddfP+IXN7X6zLeXOyLiP/7jP+LjH/94HH744fGud70rJk6cGH19fXH//ffHmjVrRvRL3p/97GfxgQ98IPbbb7+4+OKLY9y4cfHd73433v3ud8eVV14Zp5xySktzz58/P84999zYa6+94m1ve1sccMABsXz58rjuuuvi3HPPjX/+53+OV73qVSPa5yUveUl84AMf2OLyAw44oKm8r3jFK7ZaBP/hz/dVnO+R5K7ifI8kd0T15nskuas436XLgF3SDTfckOufnbFhw4bs4YcfzubNm5fNnTt3i3+qZMqUKdmNN964zetvvvnmbMqUKU2ve/jhh2dTpkzZ4T8nnXRS9rGPfSz7zW9+M6L1Dj/88B3+8+zX5cn9rNe97nXZrbfeus3rb7/99ux1r3td0+v+9re/zU455ZTsmGOOyc4999xsypQp2f/8z/9suv4Nb3hD9slPfjJX5h159NFHN/3v8847L5s6dWrTa3zve9/Lurq6sn/4h394zuXf+MY3sq6urux73/veTuccqSeeeCKbOnVqdv755+/wa7///e9nXV1d2V133TUKyX7vggsuyE4++eTs8ccfz/X9V1xxRdbV1ZVdc801z7n88ssvz7q6up4zO61y5513Zl1dXdmnP/3p51w+PDycvelNb8qmTJmSrV27drtrfOlLX8q6urqyxx57rOX5sqy5WV67dm22cuXKTf/e1dWVvetd72p6z49+9KNZV1dX9qMf/eg5l1988cXZ1KlTs0ceeaSlubfl5ptvzrq6urIvf/nLI/r6j3/841lXV1fT+/yhZnL39fVlJ554YnbBBRdkGzduzL3nO9/5zuzwww/P5s+fv+myoaGh7Oyzz85e9rKXZWvWrGlp7lmzZmVdXV3Zbbfd9pzLn3zyyeyII47IzjrrrBHlPu+887JTTz11RF+7LfPnz89Wr169xeXXXntt1tXVlX3wgx/cdFmV5ruZ3NtSxnw3k7tK891M7irN97Zs7TG9SvO9Pc08Hyljxrdla7mrNOPN5K7yjP/mN7/JjjnmmE3PlTef4b6+vk235cceeyzr6urK/vqv/7rpfVp95jvKvS1XXXVV1tXVNeKfp1t95jvK/etf/zo7+uijs49+9KNZvV7Ptcfw8HB26qmnZscee2y2fPnyTZevXbs2e+1rX5udeuqp2fDwcEtzf/jDH866urqyxYsXP+fy+++/P+vq6souueSSEe1z6qmnZuedd15T2bamq6sr+/jHP77Dr6vafI8097aUNd8jzV21+R5p7qrNdxV4Jwbsoi677LKo1WqRZdmIv6dWq8Wb3/zmpvfq7++Pz3zmM/GDH/wghoeHt7g+y7Ko1WqxaNGiptfe1kfh/KFarRYzZ85sat0dnUu9Xo+2tub/rNB73vOemDt3bixYsCCOO+64Ta8G7O3tjXvvvTeOOuqoOOKII+KRRx6JOXPmxB133BHf/e5349BDD93qeldeeWXTGXbG8uXLY8OGDdu8vr+/f0SvpN/cF7/4xRgcHIwbb7wxxo8fH6985Sufc/2pp54aP/3pT5tedyRe9KIX7fQac+bMiYjf/ff9Q+94xzviiiuuiDlz5sRb3vKWnd5nJF74whdGZ2dnrF27tqnvW79+fYwZMybGjh1bULLfueeee+Kuu+6KT3ziE3HAAQdEvV6PjRs3bvF23+2ZM2dOdHZ2xjnnnPOcy6dNmxazZ8+OOXPmxEknndTS3M+e53777fecy9vb22PfffeNJUuWNHV269ati3Hjxu3wI6ia0cwsjx8/PsaPH79T+/X398ePfvSjOPjgg7d4d9e73/3u+PGPfxw33XRTXHLJJdtdpxW3wWdfPdXs3GdZFuvXr4/ddtut6XdLNZP72muvjb6+vrjsssti3LhxMTAwELVaramZWbZsWdx9991xwgknxNFHH73p8o6Ojjj//PPjYx/7WNx6661x1llntSz3unXrImLLuZ84cWKMHTu26Y/KazQasWHDhnjBC17Q9GPoH/5//kNnnHFG/N3f/V08+OCDmy6r0nw3k3tbypjvZnJXab6byV2l+d6WrT2mV2m+t6eZ5yNlzPi2bC13lWa8mdxVnvHp06fH5MmT4/zzz9/qz2mbv2M1jyLOfEe5t+XZGX/mmWdG/n8gWnfmO8r9L//yL1Gv1+Oyyy6Ltra26O/vj/b29qZm/O67747ly5fHWWedFQceeOCmy8ePHx9vfetb44tf/GLcfffd8cd//Mcty72tGd9///0jIpqe8eHh4U0/l9Rqtaa+9w8NDg7G4ODgNu+rqzrfO8q9LWXP945yV3W+d5S7qvNdJiUG7KK++c1vjtpen/rUp+KGG26I0047LY4//vjYa6+9Wrb2tj4P9w/lKTGe/b5t+dWvfpXryceJJ54Y3/3ud+Pb3/52vOIVr3jOdfPmzYs///M/jw996ENxyimnxLx582LatGnx1a9+dZsfj/Pa17626QxFWrlyZXR2djb9fT/72c/ine98Z7zoRS+KVatWbXH9QQcdFCtWrGhFxJbLsiweeOCBmDRp0hYfwTRu3Lg44ogjNn1mZhFPFoaGhmLt2rVRr9fjt7/9bVxzzTWxfv36pmbjoosu2vQk6bDDDovzzjsvzjnnnELy/vd//3dE/O4XqZdcckn85Cc/iaGhoZg0aVKce+65ceGFF273SezKlStj+fLlcdxxx20xa/vvv38ccMABMX/+/JbnftnLXha77bZbfP3rX4/99tsvjj322BgYGIj//M//jJ///OfxwQ9+cMRPhLu7u2PdunXR1tYWU6dOjfe9731x+umntzxz0R566KHYuHFjHHvssVtcd8wxx0R7e3sh/y0ifvcLuP7+/hgYGIje3t74/Oc/HxHN3ye+4hWviHXr1kVHR0ccd9xxcfHFF7e8AIv43dzvvvvusXHjxnjLW94S999/f0REdHV1xQc/+MH40z/90x2u8exZbu3zb5+9bP78+bl/AbY1J598cnz729+O//2//3d89KMfjUMPPTRWrlwZV199ddTr9bjoootGvNaKFSviuOOOi40bN8a4cePixBNPjA996EM7/TGBzz427LPPPju1zuaKnu/t5a7yfG8tdwrzvbXcVZzvVjymj0QR891M9irN+EhyV3HGR5K7ijMeEXHdddfF3XffHd///vdbVvhtTavPvJnc69evj4GBgdiwYUMsXLgwPve5z8WYMWNG/FGvEa0785HkvuOOO+IlL3lJ3HffffHZz342lixZEm1tbXHMMcfEhz/84RF9hPJ9990XERHHHXfcFtc9e9n8+fNH/EvekeQ++eST4yc/+Ul8+MMfjg9+8IOx//77x+OPPx5f/OIXY6+99opp06aNaK9n8x977LExNDQUu+++e7z61a+OSy+9NF784hePeI2IiB/96Edx4403Rr1ejwkTJsSf/MmfxKWXXhovfOELm1pnR1o9383krtJ8jyR3Fed7JLmrON9lU2LALuqEE04Ytb1uvfXWOPPMM+PTn/50y9devHjxFpfV6/V47LHH4uqrr47e3t64+uqrR7TW7Nmzn1PuzJw5M77whS9s8XXPPPNMrFu3Ls4+++ym837ta1+Lc845Z4sCIyLi+OOPj7e//e3x5S9/OU455ZQ4/vjj46yzzorbbrut6X1aad68efGLX/xi07//+Mc/jkcffXSLr1uzZk3ccsstMXXq1Kb3WL169Q4/j3FwcLDpdUfD6tWrY8OGDdv8mwb7779/3H333bFmzZqYMGFCy/f/5S9/GRdccMGmf99jjz3i/e9/f1x88cU7/N7Ozs4444wz4qSTTooXvvCF8fjjj8e1114bf//3fx+LFy+OT33qUy3Pu2TJkoiI+Ju/+Zt40YteFDNmzIiI373K8Qtf+EI8/vjj2933iSeeiIjfvwJlc/vvv3889NBDLU4dse+++8ZXvvKV+Pu///u49NJLN10+bty4mDFjxojeabPHHnvEW9/61njZy14WEyZMiEcffTS+9a1vxaWXXhrLli2LCy+8sOW5i7S9/xZjxoyJiRMnbvqaVrv66quf80fSDzrooPjHf/zHEf/yap999onzzz8/jj766Nh9993j4YcfjtmzZ8d73vOe+OxnPxtvfOMbW5p3yZIl0Wg0Ytq0afEnf/In8f73vz9WrlwZV155ZfzlX/5lfP7zn/+/7d15XE35/wfw12lFkiVbV0lCyNJIGBpDYUTSCA2iLFljxjZmxsxkX6cxpMaSpVAUiq9dvmMsTfgSyTIzlmQpTOpHi6L7+6Ppfl3d6p7cW8d3Xs/HYx7j3nPu57597tu955z3+Xw+6N+/f6ltFPXl23djvfmcpvu7Z8+emD17NtatW6f0PdOgQQOEhYWhXbt2arUjk8lgZ2eHFi1aQF9fH1evXkVYWBg8PT0REhLyTsckq1atAoBy/SaXRtv5XVrcUs5vVXG/D/mtKm4p5ve7/KaLoY38FhO7lHJcnbilmOPqxC3FHE9LS8Py5cvh4+OjcvF0TdJkn4uNe8GCBUo32zVr1gxBQUFKawmVRlN9rk7cz58/x5MnT5Cfnw8/Pz94enriiy++UCxk7+Pjgy1btqg8f337vQDV/V30XaPuTWnq9vewYcPw6NEjhIeHK60v0KxZM+zcuRNNmjRR6/2sra0xaNAgNG3aFAUFBbh48SIiIiJw5swZREREqP25tWnTBn369EGTJk2QlZWFs2fPYvfu3YiLi8OuXbs0WsjQZH6LjVsq+a1O3FLMb3X7W2r5LQUsYhCR1snlcpUVa23R1dWFpaUlFi5ciLFjxyIgIADfffddma+rUaOGYmjgw4cPUbNmzWJ3SAqCgGbNmqF9+/YYNWqU6Nhu3rxZ6pRcFhYWCA8PVzy2sbHB7t27Rb/PixcvcP36dWRmZqKgoKDYdjELe8fHxytONAVBwNGjR0tcULxx48ZqTfH1tnr16qksjBS5evWq0rBNKcnNzQWAEu/CL3q+aD9Ns7GxwebNm5GXl4e7d+8iJiYGWVlZyMvLg55e6T/zLi4uxUYADB06FCNGjMDOnTsxaNAgtU9w1ZWVlQUAMDIyQlhYmKJ/+vXrh379+mHXrl3w9vYuttB4EXX6W1t9bWJigqZNm6Jz587o2rUrcnNzERMTo/h+KauQ4e3tXey5wYMHY+DAgVi9ejUGDBhQYnFGinJycgCU/FkYGhpq7bMYOHAgOnTogBcvXiApKQknTpxARkaG2q+fNWuW0mNnZ2d8+umncHV1xcKFC9GrV69yjSorSVZWFl6/fg1XV1elkXVdu3ZFv379sGLFCvTr16/U0U+l9beBgQEEQdBKfzdo0ADNmjVDly5d0LJlS6SlpWHLli3w9fVFSEgIbG1ty2xj6dKlSo979+6Nvn37YvDgwfD398fBgwfLFdvPP/+Mo0ePwtnZGe7u7uVqoyTazO+y4pZqfpcUt9Tzu7T+llp+v8tvuhjayG8xsUspx9WJW4o5rm5/Sy3H582bh5o1a2LKlClqv6a8NNnnYuMeO3YsBgwYgIyMDFy8eBEXLlwQleOa6nN14i46Ns/IyMCECROUbtaxtbXFqFGjsHLlSkRERJT6XqX1d9FixUX7aCJuoPC8XyaTwcbGBs7OzrC0tMS9e/cQEhKCsWPHYsuWLTA3Ny/z/davX6/02MXFBY6OjvD19cXSpUuxYcMGteKOiopSeuzm5oa2bdti/vz5CAwMhL+/v1rtqEOT+S02bqnktzpxSzG/1e1vqeW3FLCIQURaZ29vr9acz9rw8ccfIzg4WK0ihru7u+Lk1sbGBhMnTtT43bjVqlXDpUuXis3lX+TixYuoVq2a4nF2draotQIAICAgAFu3bi115IKY9UdGjRoFd3d3yOVyODs74+uvv4aTk5PSPoIgoFq1auUeafDRRx8hKioKXl5exQ4MLl26hP3796u8ACwFRSfJJfV30fOavCD6JhMTE6U1RNzd3eHm5qYYjSSWnp4eJkyYgPHjx+PkyZMaL2IU9UO/fv2UPmt9fX30798fa9euRXx8fIlFDHX6Wxt9fePGDQwbNgyjRo3CzJkzFc+7ublh+PDhWLBgAT7++GPRd1hVr14dPj4+mD9/Ps6cOaPxu8m1qWge1pI+i5cvX2pkzl9VzM3NFQftvXv3hpOTEzw9PZGXl1fuES3169fHoEGDsGnTJiQkJKBz584ai9fQ0BDZ2dnFhvRbWlrCzs4O58+fx+3bt0u9E6q0/s7Ly4NcLtd47oeHh8Pf3x8bNmzARx99pHi+T58+6Nu3L7799lu1pnVUpWXLlujZsyeOHDmClJQUtU7C3rR161b8+OOPcHBwwMqVKzU+/Z228luduKWY36XFLeX8Li1uKea3pn/TS6KN/BYTu5RyXJ24pZjj6sQttRw/cOAAYmNjzYxA1AAAIABJREFUsXnzZq0dF79JU31enritra0Vo7RdXFxw5MgRTJ06FXp6euWeQlRsn6sbd9EFWADFcrxz584wMzPD5cuXkZOTU+oc/KX198uXL5X20UTcALBy5Ups3rwZe/fuRfPmzRXPOzo6YuDAgVi2bJnSqC8xunfvDltbW8TFxSEvL6/c6wYOGzYMgYGBiil1NUXbx4WlxS2F/FY3bqnlt7pxA+9Hflc07U1ASET0t5kzZ+LgwYM4cuRIhb93Tk6O6EUCgcILlpouYACAk5MT9u/fj+DgYKVKfU5ODoKCgvCvf/0Lzs7OiucTEhJKXNRble3bt2P9+vXo1q0bvv/+e8jlckyePBkzZsxAgwYN0KZNGwQFBYmK2djYGDKZDI0aNcKSJUvQs2dPyGQypf/MzMzeaaqkSZMmQU9PD+7u7ggICIAgCIiOjsYXX3wBLy8v1K1bF2PHji13+9pUs2ZNVK1atcThuqmpqahWrZpG14IpjYmJCXr27IlTp07h/v375WqjaG2P9PR0TYYG4L/DbevWrVtsW9FzmZmZZb6+tP7WxmiGosLgJ598ovS8IAjo06cPcnNzkZCQUK62tdnf2lTaZ5Gfn4/09PQKG1nStm1bWFlZlXkXVVmKFibU9GdRNF2eqiKXOnkPlD5Uveg5Tff3xo0bFfPmvqlOnTro2LEjrl27Vq7f2CJFua9qLaTSbN68GYsXL0aXLl2wfv36dzppLIk28ru8cVd2fpcVt1Tzu6y4pZrfb9LEb7oqFfH9LSb2ys7xN6mKW6o5XlbcUsrxvLw8LFy4EN26dYNMJkNycrLiP6BwpG1ycjKePn1a7njepok+11TcvXv3hpGRkdKI+/JQt8/FxF2zZk3FTXQl5XhBQUGZizYXTbOjqr9Lm/qovHHn5+djy5YtsLKyUrrAC/z3Ivu5c+dKfb+yyGQyxfoz5SUIAszMzDR+bKnt7xQxcVd0fpfm7billN9i4n5f8ruicSQGEWmdtbU1Fi1ahClTpqBu3bowNzcvtjiXIAjYunWrRt83MTERoaGhxb70K9PMmTORmJiIn376CUFBQahfvz4EQUBqairy8/PRokULzJgxA0DhQZogCErzH5YlMjISHTt2xNq1a/Hs2TP4+/ujQ4cO6NKlCwYPHgxXV1c8fPhQ7faio6MBFN5tLggCBEHAhQsXcOHChVJfV9qUWarUq1cPERER8Pf3R1RUFORyOWJiYgAAH374IRYsWKCV9SQ0QRAE2Nra4vz583jw4IHS4t55eXm4du0abG1ttbJIdkmKhg6XdTBWkqITBU0vQAcA7du3R3h4OB49elRsW9FzpS3Qa2pqCjMzM9y4cQO5ublKdxilpqbi0aNHGp9WBgAeP34MACqnZ3v16hWAwvV4yuPu3bsAVBd2pKx58+aoUqWKyuLN5cuX8fr1a7Rt27bC4snNzS3zIlJZtPVZtGvXDrdu3cKjR4+K/SYV5X1Z/97atGkDoHB02tsuXrwIABrv77S0NOjr60Mulxf7DivK+6L/l0d5vms2bNiAlStXwtHREWvXrlW6w06TNJ3f7xp3ZeW3OnFLMb/ViVuK+a3Ku/6mq1JR399iYpfSd/jbcUsxx9WJW0o5npubi/T0dJw+fVrltLaXLl1C79694erqipUrV5Y7pjdpos81Fffr16+Rn5//zjmubp+LjbtNmzaIj49HampqsRFFjx49gp6eXpnnYkV9eenSpWLnr0WfgSb7e/bs2cjPzy/x+PvVq1fIz88v9f3KkpycDH19fdSoUaPcbRQUFOD+/fsaP6/S9neKmLgrOr9L83bcgiBIJr/FxP3s2bP3Ir8rGosYRKR1v/76K6ZNm4aCggJkZWWJuohelrenNSqSmZmJrKws6OnpYdmyZeVq++DBgwgLC8Pdu3dVzvEoCAKuXbsmqk0TExPs2rULO3bswPHjx5GSkgKg8OTI2dkZw4YNUwzlq1KlClavXi2q/bt37+Lzzz9XxAf898KqiYkJPDw8EBERgeHDh6vV3pw5cyAIAlxcXGBgYKB4LJfLS3yNIAiiixhA4d1zGzduRHp6Om7fvg25XI7GjRujXr16otvSlpycHDx8+BDGxsZKcbm5ueH8+fPYvHkz5s6dq3g+IiIC2dnZGDBggMZjefr0qcoDvPv37yM2NhbGxsaKg7SS4n727Fmx6SJycnIUw1J79uyp8bidnJxQo0YNxMTEYOLEiahevTqAwvl4o6Ojoa+vj27dugEoXGjw8ePHqFWrFmrXrq1oY8CAAfj5558RHh4OHx8fxfObN28GUPh5aJq1tTVOnz6NPXv2KB2g5ufnY9++fdDR0VGcTKiK+9WrV8jJyYGxsbFSu+np6di0aRMMDQ2VpoWQmvT0dDx79gz16tVT/B2qVq2KXr16Yf/+/Th69KjSyeaWLVugq6uLfv36aTSOJ0+eqLw4FRsbi5SUFEXulBZ3dnY2dHV1i13UvHPnDqKiolCnTh2NT6Pm7u6OPXv2IDw8HB999JHi+zkpKQkJCQmwsrKChYWFYv/Hjx/j+fPnMDMzU9w9bm5ujg8++ADnzp3D1atXFfOYv3r1CmFhYTAyMirxN7G8mjVrhmvXruHQoUNK0wOkpKTg3LlzsLCwUPoOURX38+fPUa1aNejq6iq1feHCBfzyyy+wsbFRe82jdevWISAgAD169MDq1as1NvRd2/mtbtxSy29145Zafqsbt5TyW8xvuljazm8xsUspx8XELaUcFxO3lHK8atWq+Omnn1RumzZtGpo3b47JkyeXew08bfW52LhLyvHw8HDk5eWhffv2ZcatiT4XG7e7uzvi4+Oxfft2pWmYjx07hsePH8PR0VHp39zDhw+Rk5MDCwsL6OvrAwA6duwImUyGw4cPY+rUqYoRTC9evEBkZCRkMlmZiyeLidvU1BS1atXCnTt3kJCQoNS3CQkJuHXrFjp16qTUhqq4MzIyVF7A3r9/P27cuAEnJyfFvqVRdV4FFK5HkJGR8U7ng9r8ThETt1TyW2zcUslvMXFLLb+lgkUMItK6H374AXXr1kVQUBBsbGw02raqHzhBENC6dWs0adIEQ4cOLdfB8JYtW7Bs2TKYmJigffv2Gp3X3cDAAN7e3lpZ40FHR0dxgFA0bPLNOyIaNmyIe/fuqd1eaGgogP8uYFX0WJtq166tdMFa26KjoxWFtQcPHkAulytNuTVp0iTFn69cuYKRI0fC3d1daUGyTz/9FNHR0QgLC8Pz588V68Ds2LED9vb2xebf1IR169bh7Nmz+OijjxTTJ9y+fRvR0dHIzs7G0qVLFQdjJcXt6uoKe3t7tGjRAqampnj48KGiP8aMGYNWrVppPG5jY2N88803+PLLL+Hh4YHBgwcDAHbv3o20tDR88cUXioPCY8eO4auvvsKUKVPg5+enaGPcuHE4cuQIVqxYgQcPHqBFixb4z3/+g71796J///7o0qWLxuMeNWoUYmJiEB4ejtTUVDg6OiInJwf79u3DzZs34eXlpfiuURV3dnY2nJyc4OTkBCsrK9SsWRPJycmIiopCZmYmvv3223cu2InJZQDFppZ78OCB4jkzMzOlYuT27dsRGBiIJUuWKOXz9OnTERcXh9mzZyMpKQmNGjVCbGws/v3vf2P8+PElrm1S3rh9fX1Ro0YN2NnZwczMDNnZ2bh8+TKOHDmCmjVr4ssvv1RqW1XcycnJGDduHHr27AlLS0tUq1YNf/75J3bv3o28vDysWLFCrYvjYuJ2cHCAh4cHoqKiMGbMGDg5OeHp06cICwuDnp4evv/+e6W2AwICsHfvXoSGhiqdoMydOxcjRozAmDFj4O3tjVq1amH//v1ITEzE/Pnz1Zq2Tkzcfn5+mDx5MmbPno1z586hZcuWSE1NRXh4OHJycpTWhykp7vj4eCxZsgQ9evSAubk59PX1kZSUhJiYGBgaGmLBggVlxgwUfpYBAQEwNTVFr169cOjQIaXtRkZGStMxSiW/xcQtpfwWE7eU8ltM3FLKbzG/6YB08lts7FLKcTFxSynHxcQtpRzX19cvNiXnm+rUqaO0/fnz5wgLC1P8GShc068oz21sbJRuttFWn4uNu3///rCzs4OtrS3q16+PzMxMnDt3DidPnoRMJiu2ULW2+lxs3G5ubti/fz+2b9+O9PR0ODg4ICUlBdu2bYOxsTHmzJmj9Povv/wS586dQ2xsrCIPdXV18f3332PixIkYPnw4vLy8oK+vj507dyItLQ3BwcHFLly/a9x+fn6YP38+fHx84OnpCUtLS9y9excRERHQ09PDtGnTyow7OjoaUVFRcHR0RKNGjVBQUICLFy/i0KFDMDU1xVdffVVqzEWCg4ORkJCATp06wczMDLm5uThz5gxOnToFKysrTJ48WbGvVPJbbNxSyW+xcUslv8XEraOjI6n8lgoWMYhI6+7cuYPp06drvIABQPHjr2nbtm2Dra0tQkNDNTbXdk5ODrp16wZfX1+MHz9eI22+rWHDhnjw4AGAwsJDw4YNcenSJcXddNeuXRO1NoODg0OpjzUtKSkJR48eRXJyMgRBgIWFBXr16qW4s0Qbdu/eXWw+yTfvAHr7wq8qurq6WL9+PdauXYtDhw7hwIEDqFu3Lry9vTF58mS1DmjE6tGjB9LS0nDkyBGkp6fj1atXqFevHj7++GOMGjVKreGs/fv3x7lz5xAXF4cXL17AyMgIrVu3xpw5c9CnTx+Nx1xk4MCBqFWrFjZs2IDAwEAUFBSgefPmCAgIUOvOz+rVq2PHjh1YtWoVDh8+jIiICMhkMkyfPh2jR4/WSsxmZmaIiopCUFAQzp49i1OnTkFfXx/W1tZYsGCBohhTkipVqqB37964cuUKYmNjkZ2drbiQ4+3trZFFpMXm8tt3ut27d0/xnIODg1ojqszMzBAREYEff/xRMfLI0tIS8+bNw9ChQzUe9+DBg3Hs2DFERUUhIyMDurq6kMlkihM4deaiNTU1RZcuXXD+/HkcOHAAubm5qF27Nnr06IExY8agdevWGo8bAObPn4/mzZsjKipKcZGpQ4cOmDx5strDz1u3bo3w8HD8+OOPCAkJQX5+Ppo3b46ffvqp1JP+8sbds2dPhIaGIiQkBIcPH8auXbtQvXp1tG3bFmPHjlUrb5s0aQJbW1ucPHlSMYd1vXr14ObmBl9fXzRu3FituBMTEwEU3oX89ddfF9suk8mUihhSyW8xcUspv8X2t1TyW0zcUspvsb/pUslvsbFLKcfF9rlUclxM3FLKcbEyMzOL5XlSUhKSkpIAFN5Zrc6IYU30uRgjR47E2bNnER4ejoyMDBgYGKBx48aYNGkSvL291ToPq4w+19HRQXBwMDZs2IB9+/bh+PHjiqLv1KlT0aRJE7Xa6d69OzZt2oS1a9cqZhSwtbXFpk2bNHKs+7bhw4ejfv36CAsLQ1RUFLKysmBiYoJu3bph4sSJat2QVTTV0OHDh5Geno6CggKYmZnBy8sLvr6+ak9P16lTJ9y6dQsxMTF49uwZdHR0YGFhgYkTJ2Ls2LGK0eeAtPJbTNxSym8xcUspv8XELaX8lgpBXtqcIEREGlA0TZK2Li4ChQWCBw8eICMjQ+VURx07dhTVXps2bTBnzhy1p11Sl729PWbPni1qnQsxvvvuO1y5ckWxlsXSpUsRFhYGT09PFBQUYNeuXRg4cCAWLVqklfcvL7lcjnnz5mHnzp3FPj9BEDB48GDMmzevQteVICIiIiIiIiKiyseRGESkdR4eHti3bx9GjhwJPT3Nfu3k5ORg6dKl2LNnj8qF6YoWsrt+/bqods3MzJCVlaWpMBXatWunuMNCG0aMGIHTp08rFjz28/PDzZs3sX37dgCFRZSihcOlZP369YiIiEDXrl0xbtw4WFtbAwD++OMPbNy4UTHPpLZGsBARERERERERkTRxJAYRaV1cXBwCAgKQn5+PESNGoFGjRiqn1xE7WgIAvvrqK+zduxdOTk7o2LFjiUMY3d3dRbW7ZcsW7N69G3v37tVo4eXq1avw8fHBvHnzlBbY07bHjx9DT0+vQteaEMPZ2RkNGzZEaGhosdEWBQUF8PLyQmpqKmJjYyspQiIiIiIiIiIiqgwsYhCR1r29FsbbF6nLO1oCKCx8ODs7Y8mSJe8U49vOnTuHgIAA5ObmarTwMmHCBNy9exfJyclo0KABGjdujCpVqijtIwgCgoODyxV3UlISzM3NUaNGDZXbnz9/jnv37qk9X3BFadu2LWbNmgUvLy+V20NDQ7Fy5UpcuXKlgiMjIiIiIiIiIqLKxOmkiEjrNF1geJNcLoednZ3G2x05cqTiz3PnztVY4eXSpUsQBAEmJibIycnBjRs3iu3zLus+eHh4YPny5XB1dVW5/dSpU5gxY0a5CkbaZGZmhv/7v/8rcfvz589hZmZWgREREREREREREZEUsIhBRFondionMezt7XHz5k2Nt6utwkt8fLxW2i1S1uC6169fS3Jx7GHDhiEkJARDhw6Fqamp0rbHjx9j586d8PX1raToiIiIiIiIiIiosrCIQUTvtZkzZ8LLywsODg7o06ePxtrVZuFF20orUiQlJZW4bkhlMjU1hampKfr27YtPP/0UTZs2BQD8+eef2Lt3Lxo3bozatWvj4MGDSq+ryHVFiIiIiIiIiIio4nFNDCJ67504cQJTpkxB3bp1YW5uDh0dHaXtgiBg69atlRSd9u3YsQPh4eEAgD/++AMNGzZE9erVi+2XmZmJJ0+eYMCAAVi2bFlFh1mqt9dNUUUQBKWRJuVdR4WIiIiIiIiIiN4fHIlBRO+1X3/9FdOmTUNBQQGysrLw8OFDjbX98uVLbN68GUePHsW9e/cAAObm5ujTpw98fHxgaGhYrnYfP36Mbdu2ISEhAZmZmSgoKFDaLggC9u3bp3Z7enp6MDAwULxWV1dX8fjNNi0tLTFw4EBJTsu0YcOGyg6BiIiIiIiIiIgkiCMxiOi95ubmhufPnyMoKEitu/nV9eLFC3h5eeH69euoWrUqLCwsAAApKSnIzs5Gq1atEBoaqnLEQ2mSk5Ph6emJzMxMyGQypKSkwNzcHOnp6cjKyoKZmRlq1aqF3bt3lytuGxsbrFixosSFvYmIiIiIiIiIiN4nOmXvQkQkXXfu3MHIkSM1WsAAgLVr1+L69evw8/NDXFwcYmJiEBMTg7i4OEydOhXXrl1DUFCQ6HZXr16N/Px8REVFYefOnQCA+fPn48KFC5g1axby8vKwatWqcsd98eLF93KdiOjoaLx8+bKywyAiIiIiIiIiIolhEYOI3mv16tUrNh2TJhw7dgz9+/fH5MmTUaVKFcXzhoaGmDRpEvr164cjR46Ibjc+Ph6DBw9Gq1atlBbgFgQBY8aMwQcffICVK1eWO+5q1apBV1cX+fn5+O233xAZGYnIyEjExcUhPz+/3O1q25w5c+Do6IiFCxfi5s2blR0OERERkcasWbMGLVq0QHx8fGWHQkRERPRe4poYRPRe8/DwwL59+zBy5Ejo6WnuKy0tLQ0dOnQocbu9vT2OHj0qut2MjAxYWVkBAPT19QEAOTk5iu2dOnXCmjVrRLf7puPHj8Pf3x9//fWXYiFsQRBQp04d+Pv7w9nZ+Z3a14YlS5YgMjIS27Ztw/bt29GuXTsMGTIELi4uSkUkIiIiosrWokWLMvcJDQ1Fp06dKiAaIiIiov99LGIQ0XutXbt2iI2NhYeHB0aMGIFGjRpBV1e32H4dO3YU1W6NGjVw//79ErenpKTA2NhYdLy1a9dGZmYmAMDIyAiGhoZKi5Hn5+e/07RKFy5cwLRp02BkZITRo0ejefPmAIDff/8dkZGR+Pzzz7FlyxbY29uX+z20wd3dHe7u7rh9+zZ27dqFmJgYfP3111i8eDFcXV0xZMgQtGzZsrLDJCIiIlKYMmVKidtkMlkFRkJERET0v41FDCJ6r/n4+Cj+PHfuXKUpmgBALpdDEARcv35dVLsODg7YsWMH+vTpg7Zt2yptS0xMRHh4OHr06CE63qZNmyqmSxIEAW3btsXOnTvh4uICuVyOqKgoNGnSRHS7RYKDg1GnTh1ERUWhXr16SttGjRoFDw8PBAcHIyQkpNzvoU1WVlaYM2cOZsyYgWPHjmHXrl2IiIhAREQEbG1tMWTIEPTv3x9Vq1at7FCJiIjoH87Pz6+yQyAiIiL6R2ARg4jea0uWLNFKu35+fjh58iQ8PT3h6OiIpk2bQhAE/PHHHzh9+jSqVatW6t13JenevTs2bNiA3NxcVKlSBRMmTMC4cePQrVs3AIVFl3dZ2PvKlSsYNWpUsQIGULh+yJAhQ7B169Zyt19R9PX14eLiAjs7O6xatQoxMTFITExEYmIili9fDm9vb4wfP16jU4gRERERVaSHDx9i3LhxSE5OxqJFi+Dm5qbYlpqaivXr1+PkyZNIS0uDkZER7OzsMGnSpGI32BARERH9r+PVHyJ6r7m7u2ulXSsrK2zfvh0LFy7EyZMncfLkScW2Dh064Ntvv1WsbSGGt7c3vL29FY+7du2KrVu3Yv/+/dDV1UXv3r3RpUuXcsf98uVLmJiYlLjdxMTknaarqgivX7/GiRMnEBkZiTNnzuD169fo1KkTPD09oa+vj9DQUAQGBuLJkyfw9/ev7HCJiIiIRLtx4wbGjRuHrKwsrF+/Hh9++KFiW1JSEkaPHo3MzEx069YNvXv3xrNnz3D8+HEMGzYMa9euRffu3SsxeiIiIqKKJciLVn0lIiKV0tPTcf/+fcjlcpibm6N27dqiXn/+/Hk0bdpU9OvKw9XVFXXr1sWmTZtUbvfx8cHTp0+xf/9+rcciVnJyMiIjIxEdHY2//voLJiYmcHd3x9ChQ2Fpaam0r7+/Pw4dOoT4+PjKCZaIiIj+sYoW9i5pVK6hoSF8fX0Vj9esWYPAwEDFYt9nz56Fn58fqlatio0bN8LGxkax76tXr9C3b1+kpqYiJCQEDg4Oim1paWnw8PCAXC7HiRMnYGBgoKW/IREREZG0cCQGEVEZateu/U4FiJEjR2L58uVwdXXVYFSqubm5YeXKlZgxYwYmTZqkWF/jzp07CAoKwm+//YaZM2dqPQ6xvLy8cOHCBcjlctjZ2WHWrFno27dviSfn9vb2iIiIqOAoiYiIiP4rMDBQ5fPGxsZKRYw3xcTE4JtvvoGFhQU2btwIMzMzpe2//PIL7t27h9GjRysVMACgfv36GDt2LBYvXoy4uDiOxiAiIqJ/DBYxiIj+lpWVhalTp6J9+/alLtS4Zs0aJCYmYvXq1ahSpUqZ7VbkgDcfHx9cvnwZBw4cwMGDB6GrqwugcIomuVyO3r17Ky2GLhXXr1/HZ599Bk9PTzRv3rzM/Tt37owNGzZUQGREREREqt28eVPU/qGhoYiNjcUHH3yA4OBglVOAJiQkAChcL2PNmjXFtt+9excAcOvWLRYxiIiI6B+DRQwior9FRkYiPj4e8+fPL3U/d3d3rFu3Drt378bw4cMrKDr16OrqYs2aNYiNjcWxY8eQkpICuVwOCwsL9OrVC05OTpUdosKb02ydOnUKVatWVfu1pqamcHR01GJ0RERERJpVNOq0S5cuJa5hlpGRAQA4fPhwqW1lZ2drPD4iIiIiqWIRg4job7GxsejRowdkMlmp+zVq1AhOTk44evSoJIoYqtbccHJyklTBQpU3p9kSU8AgIiIieh8tWrQI69evR2BgIF6/fo3PP/+82D7GxsYAgKCgIMkfyxERERFVFBYxiIj+9vvvv2PixIlq7WtnZ4eff/5Z7bZ37dqFs2fPqrWvIAhYvHix2m1X5JobmlSR02wRERERVTZjY2Ns2rQJ48ePR3BwMPLy8jB79mylfdq1awegcNQGixhEREREhVjEICL6W1ZWVolD+99mYmKCFy9eqN32+fPncf78ebX2FVvEYDGAiIiI6P1QvXp1bNy4ERMnTkRISAjy8vIwd+5cxXYnJydYWFhgx44d6Ny5s8p1Ly5dugQbGxuOZCUiIqJ/DBYxiIj+ZmxsjCdPnqi179OnT1G9enW1254wYQI+/PDD8oZGRERERBKjauHtIs7OzmjZsqXKbVWrVsW6devg5+eHsLAw5OXlYd68eRAEAfr6+lizZg3Gjh0LX19f2NnZoWXLlqhSpQpSU1ORmJiIlJQUnD59mkUMIiIi+sdgEYOI6G8tWrTAqVOn4OvrW+a+v/76K1q0aKF2202bNoWDg8O7hPc/SZvTbBERERFpU2BgYInbZDJZiUUMADA0NERgYCCmT5+OnTt3Ii8vD4sXL4aOjg5sbGwQExODzZs345dffsGePXugo6ODunXrolWrVvDz80OtWrW08VciIiIikiRBznlIiIgAADt27MCCBQvwww8/wMXFpcT9Dhw4gJkzZ+K7777DZ599Vma7NjY2WLFihdbWrLCxsUHHjh3RqFEjtfaXSjHAxsZG1P6CIOD69etaioaIiIiIiIiIiKSIIzGIiP7m4eGBHTt2YPbs2UhKSoKnpyfMzc0V21NSUhAeHo7Q0FBYW1tj0KBBlRitMm2uuaFNnGaLiIiIiIiIiIhKwyIGEdHfDAwMsG7dOowfPx4hISHYtGkTjIyMUL16dbx48QJZWVmQy+WwtrbGunXrYGBgUNkhK7yvxQBOs0VERERERERERKVhEYOI6A0ymQx79uxBZGQkDh8+jN9//x1Pnz6FkZER7O3t8cknn2Dw4MGiChg3btzQYsSFWAwgIiIiIiIiIqL/RSxiEBG9xcDAAMOHD8fw4cMrOxQiIiIiIiIiIqJ/NJ3KDoCIiIiIiIiIiIiIiEgVjsQgIqJKURHTbBERERERERER0ftNkMvl8soOgoiIiIiIiIiIiIiI6G2cToqIiIiIiIiIiIiIiCSJRQwiIiIiIiIiIiIiIpIkFjGIiIiIiIiIiIiIiEiSWMQgIiIiIiIiIiIiIiKPpoU8AAAAVElEQVRJYhGDiIiIiIiIiIiIiIgkiUUMIiIiIiIiIiIiIiKSJBYxiIiIiIiIiIiIiIhIkljEICIiIiIiIiIiIiIiSWIRg4iIiIiIiIiIiIiIJOn/AWwyun6JoLYsAAAAAElFTkSuQmCC\n", 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" ] }, "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', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb23_E.inp.out_BLM-L_2020-02-10_09-08-06.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 CH3I_1-60eV_orb23_E.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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jhAxmEBEREREREREREVE5MJhBGlMoYjCDiIiIiIiIiIiIiFTHYAZpTKFIUNlZICIiIiIiIiIiIqKPEKvKk8YUQkstf+p0+vRpjB49Gu3bt4e9vT2mT5+O5OTkcqV1584dtGnTBhYWFjh+/Lha80lERERERERERET0KWMwgzRGCIFa/tQlICAAc+bMQX5+Pr777jvMmDED9+7dg6urq8oBjcLCQvzwww/Q09NTW/6IiIiIiIiIiIiI6B0GM0hjCgUCtfypQ05ODjw9PWFiYgJ/f39MmDABU6ZMwaFDhyAQCLBq1SqV0tuzZw8ePnyIr776Si35IyIiIiIiIiIiIqL/wzEzSGOEagpE5OXlKbWcoaGhwnlRUVHIzc3F5MmTYWRkJJluYmICZ2dnBAYGIi0tDebm5mX+zoMHD7BlyxYsXLgQ1atXVypvRERERERERERERKQ8BjNIY4Rq6iHKxsZGqeXu3r2rcN6NGzcUpmVjY4PAwEAkJiaWGcwQiURYtmwZLC0tMX78eBw7dkypvBERERERERERERGR8hjMII1RV8sMdXj69CmAdy0x3ieeJl6mNIcOHcKNGzcQFBQELS322kZERERERERERET0ITCYQRpTpKZ0EhISKpxGfn4+AMgdsFtfX19qGUUyMjKwYcMGTJkyBRYWFhXOExERERERERERERHJx2AGaUyBmhpmlDYWhrIMDAwAAAUFBTLz3r59K7WMIitWrEDdunUxa9asCueHiIiIiIiIiIiIiBRjMIM0Rl1jZqhDgwYNAACZmZn44osvpOZlZmZKLSPPmTNncPHiRfz444+S5QHgxYsXkv+mpqaiQYMGqFatmrqzT0RERERERERERPRJYTCDNKaoCgUzrKyscPjwYSQkJKBr165S88TdWLVr107h+unp6QDetc6QZ+3atVi7di327t2LLl26qCnXRERERERERERERJ8mBjNIY4SVnYESnJycsHr1agQEBGDSpEkwMjIC8K5VxokTJ2BnZ4dGjRoBeDd2RkZGBmrUqIH69esDAHr37i138PCYmBj4+fnBzc0NHTp04FgaRERERERERERERGrAYAZpTFXqZsrY2BiLFi3CihUr4OrqijFjxkAoFOLgwYMQiURYtmyZZNnExES4u7vDxcUFnp6eAIDGjRujcePGMunm5eUBeNeqo3///prZGCIiIiIiIiIiIqJ/OQYzSGMKIarsLEgZM2YMjI2N4ePjg3Xr1kFXVxd2dnaYP38+LC0tKzt7RERERERERERERPT/CUQiUdUqYaZ/rRVNxqslnR8f+qklHSIiIiIiIiIiIiL6OLBlBmmMsIq1zCAiIiIiIiIiIiKijwODGaQxDGYQERERERERERERUXkwmEEaU8RgBhERERERERERERGVA4MZpDFsmUFERERERERERERE5cFgBmmMEMWVnQUiIiIiIiIiIiIi+ggxmEEaUxW7mTp9+jR2796Ne/fuQVdXF3Z2dpg3bx4sLS3LXPfs2bOIiorC9evXkZGRAX19fTRu3BijRo3CsGHDoKPDy4uIiIiIiIiIiIhIHQQikajqlTDTv9LEJiPUks7+h0FqSScgIADLli1Dy5YtMWbMGBQUFMDX1xfZ2dnw9/cvM6DRtWtX6Ovro0+fPmjRogVyc3MRHh6OW7duoVevXti+fTsEAoFa8kpERERERERERET0KWMwgzRmXGMXtaRzKDWkwmnk5OTA0dERRkZGCA8Ph5GREQAgMzMTAwYMQKtWreDn51dqGleuXEHnzp2lAhZFRUVwc3NDfHw8du7ciZ49e1Y4r0RERERERERERESfOq3KzgB9OoogUstfXl6eUn+liYqKQm5uLkaNGiUJZACAiYkJnJ2dERcXh7S0tFLT6NKli0zLC21tbfTv3x8AcPfu3XLuKSIi+hi5ubnBwsKisrNRJXh5ecHCwgJXr16t7Kx8khwdHeHo6FjZ2SA1S0tLg4WFBRYvXlzZWVFKcHAwLCwsEBwcXNlZUYom7lvl+Q0+WyrGwsICbm5ulZ0N+gh9as/S1NRUWFhY4IcffqjsrCj0MeTxYzV69Gi0a9eusrNBpBR26k8ao64BwG1sbJRarrRgwo0bNxSmZWNjg8DAQCQmJsLc3Fzl/D19+hQAUKdOHZXXJSL1SElJwaFDh3D16lU8efIEb9++Ra1atdC6dWv07dsXQ4YMgb6+vmR5cSFBafcNR0dHpKenIyoqSuresHv3bly9ehUpKSnIzs6GQCCAmZkZunTpgsmTJ8PExEQqnbS0NPTp0wdmZmY4e/Zsubbv5MmTiI2NxZ07d5CcnIw3b95g8ODBWL9+fbnSE4uLi8P+/fuRkJCAly9folatWmjZsiUmTpwot6XZtWvXsG3bNty4cQNv377F559/jhEjRsDNzQ3a2trlzoeHhwfCwsKwcuVKjBs3rtRlJ0+ejCtXrsDb2xtOTk7l/s3KkJeXh8jISPz++++4ffs2MjMzIRAI0LRpUwwaNAgTJkyAnp6e1Dq5ubnYvHkzbt++jUePHiEnJwdGRkYwMzPDoEGDMHr0aBgaGpYrP1evXoW7u3uZyzFYr5h4H86ePRtz5syp7OxUiPhe5eLiAk9PT5XWFRf+lPceRx+Hf9P5TsorKirCwYMHERQUhNTUVFSrVg3W1taYMWMGbG1tVU4vJCQEfn5+SElJgZaWFlq3bo0pU6agd+/eHyD3RP/Hzc0NMTExH9V7jfh7RBHejz+cjIwMHD9+HHfu3MGdO3fw+PFjiEQimW/D9+Xn52Pnzp2IiIhARkYGjIyM4ODggLlz56JZs2ZK//6mTZuwfft2hfM///xznDlzRqVtIvpYMZhBGiMUqSeYoQ7igMP7hYwlp4mXUUVmZiaOHDkCY2Pjj65QjejfYsuWLfD29kZxcTHat28PFxcXGBoa4u+//0ZMTAyWLVsGf39/tdUUPXLkCAwNDWFvb4/PPvsMhYWFuHPnDvbt24fAwEAcPHgQrVu3VstviW3btg3JyckwNDSEiYkJ7t+/X+E0t27dis2bN6N27dro3bs36tWrh+zsbCQlJeHq1asywYzIyEjMnTsX+vr6cHZ2hrGxMc6dO4c1a9bg2rVr+PXXX8udl9GjRyMsLAwBAQGlBjPS0tLwxx9/oF69eujVq1e5f6+yxMXFYeHChahVqxYcHBzg5OSEnJwcnDt3DmvXrsXp06exf/9+qcDby5cvcfToUbRr1w69evVCnTp18Pr1a0RHR2PNmjUICAjAkSNHpFodqsrMzAwuLhXrGnL8+PEYMGAAGjZsWKF0iIio6hCJRJg/fz5OnTqFpk2bYvz48cjJycGJEycwYcIE/Prrryp9A61duxZ79uyBiYkJRo0aBaFQiIiICEyfPh3Lly/HhAkTKpzniIgIGBgYVDgd+vTs27evsrOgkLu7O2rWrCkzvWPHjpWQm09DYmIi/ve//0EgEKBRo0YwMjLC69evS13nn3/+waRJk3D9+nVYWVmhb9++yMjIwKlTp/D777/jwIEDKreGcHBwgL29vcx0Y2NjldIh+pgxmEEaUygqUks6CQkJFU4jPz8fAGRqvAKQFBqJl1HWmzdvMHPmTOTm5sLLywu1atWqcD6JSDXbt2+Hl5cXTE1NsXnzZlhbW8ssc+7cOezZs0dtvxkWFiZV2Cx29OhRLF++HJs2bcKuXbvU9nsAsGTJEpiYmKBx48aIiYlRqjZ9aU6cOIHNmzejS5cu8PLykikIFwqFUv/Ozc3F8uXLoaWlJfUSPm/ePEycOBGnTp1CeHg4Bg4cWK78ODg4oEmTJkhKSsLt27fRpk0bucsFBgZCJBJhxIgR0NH5+F5p6tWrh3Xr1qF///5Sz6Pc3Fy4u7sjISEBfn5+mDJlimSeqakp4uLioKurK5Ped999h9DQUPj7++Orr74qd77MzMwqXKuvTp06bKFIRPQvEx4ejlOnTsHGxkYq2D527FiMGzcOy5cvR6dOnZQKqF+7dg179uzB559/jsDAQElB3NSpUzFixAisXbsWvXr1KldL+ZK++OKLCq1Pn67PP/+8srOg0MSJEyt8bZBqrKys4OfnB0tLSxgZGcHV1RXXrl0rdR0fHx9cv34dAwYMwIYNG6Cl9a6n/9OnT2POnDlYunQpfvvtN5nuy0vTqVMnzJw5s0LbQvSx45gZpDHqGjPD0NBQqb/SiGvnFBQUyMx7+/at1DLKePPmDb7++mskJSVh+fLl6Nu3rwp7hojUIS0tDVu2bIGuri527twpN5ABAL1794aPj4/afldeIAMAnJ2dAbzr21XdOnXqhCZNmqj04qtIcXEx1q9fDwMDA2zYsEFuAcT7BecnT55EVlYWBg4cKFWbSF9fH99++y0AwN/fXyadwsJC+Pn5YfTo0bC1tYW1tTWGDRsGX19fFBdLt94bPXo0gHdBIXmKiooQHBwMgUCAkSNHqrbR/19BQQF27tyJwYMHw9raGra2thg3bhwiIiJkli3ZV/2DBw8wb948dO7cGZaWljJ9nxcUFGDTpk1wdHRE27Zt4eTkhC1btsg8c1q1aoUhQ4bIBNaNjIwwefJkAEBMTIzUPG1tbbmBDACSMZs+xDmnKkX9wov7Ls/KysLy5cvRrVs3tG3bFgMHDkRQUJBMOlevXoWFhQW8vLyQkJCASZMmwc7ODjY2Npg6dSpu3rypUr6Ki4vh7++PESNGwMbGBu3bt8eIESNw6NAhmXOwrPEJ3u/HfvHixZLA4pYtW2BhYSH5q0gf/IsXL4aFhQUeP36MvXv3on///mjXrh169OiBn3/+Gbm5uUqnpew57+XlhT59+gB41wVMyW0prVWb+Hilp6cjPT1dar3FixcjJycH1tbWcHJygkgkkpvGN998AwsLC9y6dQuA9HFISUnBzJkz0bFjR7Rv3x6urq64dOmSwvyEhYXBzc0N9vb2aNeuHZydnbF161a573+V4enTp9iyZQvGjh2Lrl27om3btujWrRs8PDyQkpJS6rrK7ouCggIcOHAALi4usLe3h7W1NRwdHTFjxgxcuXKl3HlX9XyPjo6Gm5sbbGxsYGtri6+//lruNpY83w8ePIjBgwfDyspKZsyDixcv4quvvoKDg4PkPrt27Vq8evVKJs3k5GQsWLBAck/u1KkTXFxcsHr1aplgvdjJkycxcuRIWFtbo2PHjpg/f77CVtsPHz7E999/j+7du0uO4ffff4+HDx+WtRulhIeHY/jw4bCyskLnzp2xcOHCcrUU/5DEz/Z58+ZJvf9YWVlhwIAByMrKwqlTp5RK6/DhwwCA6dOnS9UoNjc3x7hx41BQUKCWVrTyxswo+YxS5Vi/fPkSmzZtwqBBg2BtbQ07OzsMGTIE69evL3PMRmUkJiZi3rx5UufSlClTpO7Ryr6PqHJe5ubmwtvbG4MGDYKtrS1sbGzg5OSEefPmSe7FYlFRUZg4caLk+d2tWzdMmDABfn5+Sm+nKr8HvOsieu7cuZL7ZM+ePbFixYpyHyfxPhS/Y5W8f5U8VxSNmVHe98e0tDTMnz8fDg4OaNeuHYYPH45z584pvd9UJe8Z0717d6WeMSU9f/4ca9asQb9+/dC+fXt06NAB/fv3x5IlS+SOM/r7779j2rRpUvfnX375RaX3lfJ4+vQpVq5cid69e6Nt27bo3Lkz5syZg6SkJLnLv3r1Cj/99BO6d+8ueUfYt28fHj58KHdcjoYNG6JDhw5Kt34WiUQ4cuQIBAIBFi5cKAlkAMCXX34JGxsb3Lt3D/Hx8eXf6FIcPXoUs2bNgqOjI9q1awc7OzuF56kixcXFCAgIwOjRo+Hg4AArKyv06tUL06ZNw+nTp2WWT09Px4oVKyTPWwcHB8yaNUvhMSAqr4+vGiN9tIRqapmhDg0aNADwrluo92vrZGZmSi1TltzcXHz11VdISEjAypUr4erqqt7MEpFSgoODIRQKMXDgQLRs2bLUZeW1ylI3cV/xVX3QzmvXriEtLQ39+vVDzZo1cf78edy7dw/6+vqwsrKSO7ZQdHQ0AKB79+4y8+zt7WFgYICEhAQUFBRI9rVQKMT06dNx6dIlyZgQ+vr6uHr1KlatWoUbN25g3bp1knRcXFywadMmhIWFYfHixTIB5gsXLuDp00Pzow4AACAASURBVKfo2rUrGjVqpPJ2FxQUYOrUqYiJiUGzZs0wbtw4/PPPPzh16hTmz58vKfx636NHjzB69Gg0adIEgwcPxj///CPzUfPtt9/i5s2b6N+/P3R0dBAVFQUvLy/cunUL27ZtUyoIJW5posrYI+IP4qp+zr169Qqurq7Q09NDv3798PbtW5w6dQpLly6FlpaW3C6ubty4gR07dqBLly4YP348UlNTcebMGcTGxmLPnj3o0KGDUr+9cOFChIWFwdTUFCNHjoRAIEBkZCT++9//Ij4+Hhs2bCj3dom7VgkJCUHHjh2lunowMzMrd7piP//8M+Li4uDs7IwaNWrg0qVL2L9/P+Li4uDv768wsCqmyjnfsWNHuLu748CBA7C0tJTqNqZVq1YKf8PMzAyzZ8/G/v37AbyrOVpyPWNjYwwYMADBwcG4cuUKunbtKrV+ZmYmLl68iDZt2qBt27ZS89LS0jB27Fi0aNECY8aMwfPnzxEREYGvvvoKGzZswIABA6SWX7p0KYKCgmBiYoK+ffuiZs2auH79OjZv3ow//vgDe/furfQWXXFxcdi1axccHBzw5ZdfwtDQEKmpqTh16hTOnj0Lf39/WFpayqynyr5YsmQJwsLC0LJlSwwdOhTVqlXDs2fPEB8fj4sXL6JLly7lyrsq5/v58+cRFRWF7t27Y+zYsUhJScHvv/+OmzdvIjw8XG4rrtWrVyMuLg49e/ZEz549pe6FW7ZskbSCFne3d+/ePezZswcXLlyQ6movOTkZo0ePhkAggKOjI8zNzZGbm4tHjx7B398f8+bNkwkQHzp0CGfPnoWjoyPs7e2RmJiIiIgIJCcn4/jx41LvEImJiZg8eTLevHkDR0dHNG/eHPfv30doaCiioqKwb98+pboQ2bdvH9asWYOaNWti2LBhkmvc1dW1Qt0GqlNBQQESEhJgYGAg957bo0cPHD9+HNHR0RgxYkSZ6ZX2LtGjRw9s3boV0dHRmDt3bsUzr4Aqx/rx48eYOHEi0tPT0aZNG7i6uqK4uBgPHz7Evn37MHbs2HKPWQW8K3j8z3/+Ay0tLTg6OqJJkyZ48eIFbt26BX9/f5l7XGnvI6qclyKRCNOmTUNCQgJsbGwwatQoaGtrIzMzEzExMejQoYPkfnzkyBGsWLEC9erVQ+/evVG7dm28ePECd+/eRXBwMMaPH1/mdqryewAQFBSE5cuXQ09PD46OjjAxMUFqaioCAgJw9uxZHD16VKpLS2WOU82aNTF79myEhIQgPT0ds2fPlqxf1vO6vO+P6enpGDVqFBo1aoShQ4ciJycHERERmDlzJvbu3YtOnTqVue9UFR0djd27d8PBwQGtWrWCgYEBUlNTcfLkSZw7dw6HDx8u85spLy8PY8eORXp6Orp27QpHR0cUFxcjIyMDZ86cgbOzs1QLkc2bN2Pr1q2oVauW5By5e/cufHx8cPHiRfj7+3+Qe9qjR48wbtw4PH/+HF26dMGgQYMk3TmdP38eW7ZskeoyNz8/H+7u7rhz5w7atGmDoUOH4tWrV/D29kZsbKxa8nT//n08ffoUzZs3l9vtavfu3ZGQkIDo6Gil32NVsXz5crRr1w4ODg6oW7cusrOzcf78ecyfPx+pqamYMWNGmWmsXbsW+/btQ+PGjTFw4EBUr14dz58/x40bN3D69Gl8+eWXkmVv3LiBadOmITc3F927d0e/fv2QlZWFM2fO4MKFC9i5cyc6d+6s9u2kTxODGaQxhVVozAwrKyscPnwYCQkJMh/S4m6slPnweP36NaZNm4bExET89NNP5a4dTEQVJ67VUpGXJC8vL4Xz5NX2LCkgIACZmZnIy8vDvXv3cOXKFZiZmcHDw6Pc+dEEcQ24unXrwsXFBffu3ZOab29vj19//VWqsOnBgwcAgCZNmsikp6OjA3Nzc/z55594/PixJGC8fft2XLp0CRMmTMDSpUslBVNFRUVYvnw5goKC0K9fP0kBWZ06deDk5IQTJ07gxIkTGD58uNTviFtsiFtwqGrv3r2IiYlBjx49sG3bNkmh5uzZszFq1Cjs2LEDvXr1khnMND4+Ht98843cD1Wx+/fvIzw8XFLTdP78+XB3d8e5c+dw/PhxDBs2rMz8iVspyCvkAd61ctm2bRsAICcnB7GxsUhOToaDg0O594lYenq6wmuhWbNm5e4+TCw5ORkjR47Ejz/+KDkPJk2ahCFDhmDXrl1ygxkXL16U6T89MjISs2bNwtKlS3Hy5EmpGm/yhIWFISwsDK1bt4avry+qV68O4F0N4wkTJiAsLAy9evXC4MGDy7VdTk5OqFGjhqRwV90DcF67dg3Hjh2TFLR4eHjg22+/xenTp7F7927MmjWr1PVVOecdHBxgZmaGAwcOoFWrVkpvi7m5OebMmYOQkBAAkLveuHHjEBwcjCNHjsi8gwUEBKCoqAhjx46VWS82NhZTpkzBokWLJNPGjx+PsWPHYuXKlejRo4ekgCQ4OBhBQUHo27cv1q9fj2rVqknW8fLywpYtW+Dn5ycVbFHkzp07iIyMVGr7xSZOnCi3L/P3derUCZcvX5Yp2ElOToarqyvWr1+P3bt3y6yn7L54/fo1wsPD0aZNGwQEBMgER7Ozs1XarpJUOd8jIyPh4+Mj9XzesGEDdu7ciaCgILnd4t2+fRshISEywero6Gh4eXnBxsYGO3fulNrPwcHBWLJkCX799VcsXboUAHDs2DG8ffsW3t7eMmM55OTkyG2JffHiRQQGBkoFhj08PBAWFobIyEhJobJIJMKiRYuQm5uLdevWYciQIZLlIyIiMH/+fCxcuBARERGl3p/S0tKwfv16GBsbIzg4WFIwWPIaV0VkZCTu3Lmj9PI1atTApEmTylwuNTUVRUVFaNSokdxAYOPGjQFAqRYpeXl5ePr0KQwNDVG/fv0KpVURyh5r4F0wPD09HQsWLMA333wjlU5WVpbkmVIef/31F/773//CyMgIfn5+aNGihdR8cWW7khS9j6h6Xt67dw8JCQlwcnKCt7e3VFrFxcVSYwIcOXIEurq6OH78OD777DOZfaAMVX7vwYMHWLlyJczMzODr6ytV2fCPP/7AlClTsHr1aql0lDlO+vr6mDNnDmJiYpCenq7S87q8748xMTGYM2eOVOBk0KBBmDZtGnx8fFQOZuzfv1/mOfP+tdy1a1dcvnxZ5txMSkrCuHHjsHHjxlIHlAaAy5cvIy0tTeaZA7wL7JRs6Xj58mVs3boVdnZ22LFjB2rUqCGZFxAQgGXLlsHb21smHXVYvnw5nj9/Dg8PD3z99deS6a6urnBzc8OiRYtw7tw5yT1/165duHPnDgYPHox169ZJKhp98803Mt8c5VXa91LJ6eLllBUdHY2iItmKwiNGjJAKmpw5c0amq7S3b99i8uTJ8Pb2xujRo2Wu4/cdPXoUZmZmCA0Nlak0U/KaLygowLx581BQUIBDhw5JVYb79ttvMXLkSCxZsgRnzpxR2MKcSBUMZpDGFKLqBDOcnJywevVqBAQEYNKkSZKPyMzMTJw4cQJ2dnaSj6f8/HxkZGSgRo0aUi/br1+/xpQpU3D79m2sWbNGqcIpIvpwnj9/DkD5VlXybNmypdzrBgQE4MaNG5J/t2vXDhs2bJB8kFdVL168APCuuwdzc3Ps27cPVlZWyMjIgKenJy5duoRvv/0WBw8elKwjbiZe8iOlJPE9VRwAKi4uhq+vL+rVq4clS5ZIFahpa2tj8eLFCA4ORmhoqFRh05gxY3DixAkEBARIfVg8e/YMFy5cQN26dSVd4agqKCgIAoEAixcvliqU+eyzzzBjxgwsW7YMAQEBMh+jdevWlfoQlWfGjBlSXWbo6+tjwYIFcHd3R1BQUJnPC19fX1y8eBGtWrVSWLu1qKhI5nwdOnQoVq5cWWYN/bKkp6crvBb69OlT4WCGgYGBzHnQvHlz2NraIjY2Frm5uTKFu40bN5YZDN7JyQkdO3ZETEwM4uLiyhz0Uhwg8vDwkPqwNzQ0xMKFCzFp0iQEBASUO5jxobm7u0vVGNXS0sL333+PyMhIBAUFlRnMKO85r27t2rVD27ZtERUVhefPn6NevXoA3p3TgYGBqF69utxzrEaNGjLb2K5dOwwePBghISE4c+aMJBB24MAB6Ojo4Oeff5YKZADAzJkz4evri9DQUKWDGao+G1xcXJQKZigqRLC0tISDgwMuX74MoVAo8+Gv7L4QCAQQiUTQ09OTW5heu3ZtFbaq/AYMGCBT0WD06NHYuXOnwq7ipk2bJrfVnfhZtGrVKpl9PHz4cBw4cAChoaGSYIbY++cBoHiw1Pe7kAOAUaNGISwsDDdv3pQUcF+7dg3379+HjY2NVIEx8G6bfX19ER8fj/j4eLmDtYqFhoZCKBRiwoQJUjWcS17j73eDV5rIyEhJQFEZZmZmSgUzxIXMimpVi98Jyqr8UTItRe8RqqRVEcoe61u3biEhIQGtWrWSG3yr6BhR/v7+KCwsxMyZM2UCGQBgYmIiM03R+0h5z0t514iWlpbMdaKjoyM3mKXqPlDm9/z9/SEUCvHDDz/IvN937twZjo6OOHfunOS94UMfJ6D8z1IzMzOZmvDdu3dHw4YNkZiYqHI+Dhw4IDPt/Wu5bt26ctdt3bo17O3t8ccff6CoqEipVsDyjpeenp5U6yXx/fmnn36SubZHjRoluT+rO5iRlpaG6OhomJubS40zBwAdOnSAs7MzwsPDERkZKXnHO3bsGLS1teHh4SHVYtrMzAxubm6lVnBTlrLfS2UNIv6+q1evyu3OsXPnzlLBDHljvujr68PV1RXx8fG4evWqTIuvksTdgerq6sp9hyh5PUVGRiIjIwMzZsyQadXfsGFDTJo0CRs2bEBcXBxbZ5BaMJhBGqOuAcDVwdjYGIsWLcKKFSvg6uqKMWPGQCgU4uDBgxCJRFi2bJlk2cTERLi7u8PFxQWenp6S6ZMmTcKtW7fQp08fCAQCHD9+XOo3LCws5HYNQEQfhviFqyLjSNy9e1fhPEdHR6SnpyucL24pkJ2djaSkJGzatAnDhw/Hpk2b0KNHj3LnqaLS0tLkFmqIa6GJa/aIRCL8+uuvkvtWixYt4O3tjX79+iEmJkbSHYAqxMfiwYMHePnyJZo0aSJpTfC+atWq4f79+1LTOnXqhM8//xzXrl1DSkqKpJVHcHAwCgsL4eLiUq7aPbm5uUhNTUWDBg3kDgwqrh0nr2arpaVlmd2UyStU79ChA3R0dMqsLXv69Gn8/PPPqFevHry8vBRun76+Pu7evQuRSIRnz57hypUr2LBhA0aMGIHdu3dXaFDIjh07SgWv1K1x48ZyC8PEhTWvX7+WmW9nZyf3Q0oczEhKSiozmJGUlAQtLS25y9nb20NbW1ul2syaJi/fjRo1gqmpKdLT0/Hq1SuFBegVOec/hHHjxkm6gZo+fTqAd31sZ2ZmwtXVVW4N59atW8s9bzp27IiQkBAkJSXBxcUF+fn5SE5ORu3atSXdXb1PT09P6f7Chw8frrZamvKcP38ehw8fxq1bt5CdnY3CwkKp+dnZ2TI115XdF0ZGRujduzfOnTuHoUOH4ssvv0SHDh1gbW2t0thwFfV+l2EAYGpqCuBd6wh5rKys5E6/fv06dHV1cfLkSZw8eVJmvlAoRFZWFrKzs1G7dm0MGDAABw4cwKxZs9CvXz906dIFtra2pQ7sK691trz8ivsAd3BwkJtOp06dEB8fj6SkpFKDGeJ05C1T8hpXlqenp9Q3i6ao4z3sfepMSx5lj7W4skq3bt3KbAVYHtevXweguDWmPIreR1Q9L5s3b45WrVohLCwM6enp6NOnD+zs7NC2bVuZ9AcPHgxPT08MHDgQAwYMQMeOHWFraysTJJDXOqhVq1ZwcnJS6ffE+yUmJkZu4PPFixcoKirCw4cP0bZt2w9+nCr6/igvaGBiYiLZTlVERUUp9a4XFRWFI0eO4Pbt23j58qXMMyYnJ6fUII+DgwPq1auHbdu24ebNm+jZsydsbW3RqlUrmX2ckJAAPT09hIeHy02rsLAQz58/x+vXrxUW8JeHeH/b29vLDbR16tQJ4eHhSEpKwuDBg5GTk4P09HSYm5tLrveS7Ozs1JY3Zah6n/v222+VGgD88ePH2L17N6Kjo5GZmYl//vlHav6zZ8/KzNegQYNw9OhRDBo0CP3790eHDh1gY2Mj8w4i7t3k8ePHcgNB4neu+/fvM5hBasFgBmlMYXHVCWYA72r8Ghsbw8fHB+vWrYOuri7s7Owwf/58pYIQ4q5ZoqKiEBUVJTN/9uzZDGYQaVD9+vVx//59uU3xNal27dro2rWrZCA5cbNmeTWaNEFRLXtxMENcA65Ro0Yy96xq1aqhW7duCAwMRGJioiSYUVZNovdrIr18+RLAu+4iSqvh/ObNG6l/CwQCjBo1Chs2bEBAQAAWL14MkUgkqRU3atSo0jdeAXH+xDXC3ycuOJRXI1RRLbeyltHW1katWrUkLWHkiYyMxIIFC1CnTh0cOHBAqbFABAIBGjRoABcXFzRt2hRjxozBqlWrsGPHjjLXrSyKCtzFH6Dyms4r2u/i6coMKvn69WsYGxvLLfzR0dGR9P1dVSmqxV+3bl2kp6fj9evXpQYzgPKd8x/CwIEDsXbtWhw9ehRff/01tLS0cOTIEQCQ28UUoPw58OrVK4hEImRlZVWotZ0mHDhwAKtXr4axsTG6dOkCU1NTGBgYSMZySU5OljtYuSrXw//+9z/s2rULYWFhkgIGfX199OvXD4sWLVLqnlZR8s5L8fWuqMWBonyJC+PKOrZ5eXmoXbs2rKys4Ofnh+3bt+PUqVOSykdNmzbF7NmzMWjQIJl15RWyiQshS+ZX/AyU100S8H/XW1m1bsXzSzuuqgQzPhTxflF0vy2rFrK8tBTtm7JabqiLssdafG+sSOvf0oi3V5X0FZ0vqp6X2tra2L9/P7y9vXHq1CmsX78eAFC9enW4uLhgwYIFkgDz5MmTUbt2bRw6dAgHDx7E/v37IRAIYG9vj++//14SHJLXOsjFxQVOTk4q/Z74/dHHx6fUfSEefP1DH6eKPEtLe/dRpeWVKvbu3QtPT0/UqlVLUmu/WrVqEAgEOH36NO7duyf3GVNSzZo1cfToUXh5eeHcuXO4ePEigHe18sePH4/p06dL7uc5OTkQiURK3Z/VeW2Lz2VFx+X9c76se25ZXS8pS9nvpQ8xhsj9+/cxZswY5Obmwt7eHt27d4eRkRG0tbWRmpqK0NDQMo89AKxYsQJNmjTBsWPHJF2S6erqolevXli8eLEkoCa+VsPCwkpN7/1vPaLyYjCDNKaoCnUzJda/f3/079+/1GUcHBzk1tYurQY3EWmenZ0doqOjER0dXe5CbnWqWbMm2rdvj8jISPz5559KjcPzISi6h4k1bdoUgOICA/HH19u3b6XWuXXrlqQmXEmFhYVIS0uDjo6OpDBenHbfvn1VLlwcPnw4fv31Vxw7dgwLFixAfHw8Hj16hE6dOpW7Cy/xR8Pff/8td764ppK8faJM7am///5bZqC/oqIivHz5UuEHy4kTJ/Ddd9+hbt262L9/v8L+dUvTvn171KxZEzExMSqvW9UpOlbi6cp8CNaoUQM5OTlyu+0pLCxEdna2VDriGofv12IU01TBv9iLFy/QrFkzmenifVBawUBFzvkPoVq1anBxccG+fftw6dIltGzZEhcvXoS1tbXCiiDKngPi/7Zu3VqlrnYU+VBjZhQWFsLLywv16tVDcHCwTMFjaTV1VbkeqlWrhjlz5mDOnDl48uQJYmNjERISgt9++w3p6ek4dOiQspulUYrutUZGRhCJRCrd52xsbLBjxw4UFBTg1q1buHjxInx9feHh4YE6deqUexB08fUi7ubyfeLpZd2fxOn8/fffcrsYUnS8FflQY2Y0btwY2traePz4MQoLC2VqQKempgJQ3D98SYaGhmjQoAGePn2KZ8+eyZz/qqSlCeLr+enTpx8kffE58PTpU6ULNhVdI+U5L42NjbF06VIsXboUqampiImJwZEjR+Dr64tXr15h3bp1kmWHDRuGYcOG4dWrV0hISMCZM2cQFBSEadOmISIiAp999lmZrYOU/T1xHuPj45XaLx/6OFW1Z2lphEIhvLy8UL9+fYSEhMgU3MfFxSmdVsOGDbFmzRoUFxfjr7/+QnR0NPz8/CQBcnF3Z0ZGRtDV1cUff/yhvg1RQsl7qDzic168XFnLq6tii/gbS9HYP+Lp4uXUycfHB69evcLGjRtluu4MCgpCaGioUuno6upi6tSpmDp1Kv7++2/ExcUhNDQUZ86cQUpKCkJDQ6GjoyPZpz4+PujWrZvat4fofQxmkMYIq1jLDCL6dxk+fDh27tyJU6dOYcaMGWjevLnCZQsKCsrsKkgdxB9T8po8VxXi7o9SU1Pl7pc///wTAKT66u/UqRNCQ0Nx8eJFmVqtsbGxyM/Ph729vSStZs2aoWbNmrh+/brcguTS1K1bF46Ojjh16hQiIyMlhYpjxowp1/YC7z62Pv/8czx+/BgPHz6UKSwR90PbunXrcqUfExMjMy5GXFwcCgsL0apVK5nlxf0HN2jQQOkWGfLk5uYiNze3QoOQVlXXrl1DcXGxTJcG4gJNZY5Vq1at8Mcff8jtrzc2NhZFRUVS6YgLReS19srNzZX7cVpyYHt1i4mJkemG5vHjx3jy5AnMzMxKLTwvzzlfkW3R0tKCUCgsdRlXV1fs378fR44cgaWlJYqKikq9rpOSkuSOp/L+OVC9enW0aNECf/75J16+fIlatWqpnP+SPtSYGdnZ2Xj16hW+/PJLmYLcN2/e4Pbt2wrXVXZfvM/U1BRDhgzBoEGD4OzsjPj4eEl3TOXxIc93Rdq3b4/z58/jzz//lFvwXxo9PT3Y2trC1tYWjRs3xqJFixAVFVXuYIb4fq4osCKe3qZNm1LTad26NU6fPo3Y2FiZe5P4GlfFhxozQ09PDzY2NoiLi0NcXJzMgMUXLlwAAKUHMu7UqROOHz+OixcvyowPpWpaH5q1tTUA4NKlS1iwYIHauzBq3769JNAmr/siVVT0vGzcuDEaN26MwYMHo3PnznJ7IADePSN79uyJnj17ori4GEFBQYiLi0O/fv1Uym9pv9e+fXvcvn0bcXFx6NWrV5lpqXqcxPOVHTfiQ78/qtOLFy/w5s0b9OjRQyaQkZubW65uJbW0tNCyZUu0bNkSvXv3hpOTEyIjIyXBDGtra1y6dAn379+XW/niQxGf83FxcXKP5fvHxdjYGA0bNsSTJ0/w5MkTma6m4uPj1ZKvZs2aoUGDBkhJSUFGRoZMRSdxK5cPcZ979OgRBAIB+vbtKzMvNja2XGnWrVtXUhl47NixSEhIwIMHD9CiRQtYW1vDz88PcXFxDGaQRqi/I0EiBQpFRWr5IyKSx9zcHLNnz4ZQKMTXX3+tcFDRCxcuYNq0aWr5zfT0dDx+/FjuvMOHD+PmzZswNTVFy5Yt1fJ7H0KdOnXg7OyM169fw9vbW2re5cuXcenSJdSoUUOqH+f+/fujdu3aCA8Pl9rPb9++xebNmwG8K6gU09HRwYQJE/D8+XP89NNPMn22Au9qs/31119y8yhuabN3716cOXMGtWvXlhoovDxGjBgBkUiEX375RaogLisrC1u3bpUsUx7btm2T6mv77du32Lhxo9w0Q0JC8P3338PU1BS+vr5lBjLu3Lkjt0VAQUEBVq1aheLiYvTs2bNc+S6PrKwspKSkICsr64P+zsOHD2VqkEdGRiImJgaNGzdGhw4dJNPz8/MlH44liff9hg0bkJ+fL7X8hg0bAAAjR46UTDcyMkKzZs1w7do1qXOzqKgIa9askXseiwvOSyt8dHR0hIWFBdLS0src7pIOHDgg1dVMcXExfvnlFxQXFys1poOq53zNmjUhEAhULkgF3u2HrKwsuftIrEmTJujcubNkzIiaNWuWOhClvHvUzZs3ERoaiho1akh9sE+aNAlCoRBLly6Ve73k5OSUGiwoafjw4bh7965Kf8r0Y/7ZZ5/BwMAAt2/flup2QSgUYvXq1cjOzla4rrL7IisrS9KHfEl5eXl48+YNdHR0pILLXl5esLCwUHrgU2XOd3UTF7ovX75cbu3rvLw8qVYtcXFxcrv4ENe8rUgXkHZ2dmjatCni4+Nlxu84efIkYmNj0aRJkzL7Xx88eDB0dXXh6+srdV8oeY2rwtPTU6Xz9ezZs0qnLX62/+9//5NqsZmYmIiIiAjUqVNHpjD72bNnSElJkTkO4i7ltm/fLvXMTEtLw6FDh6Cnpydzb7t69SosLCzg5uamdJ7VoW3btrCxscGdO3ewa9cumfnZ2dlS+0PVZ6Orqyt0dHSwdetWue9CqnShqup5+fjxY0nFlZLELRlLXiMXLlyQ21pRvJ3KXE+q/N748eOhq6uLNWvW4MGDBzLrFBQUSLUwUPU4ie9h778vlOZDvj+qU7169aCvr4+bN29KuuEC/u99UdF4Re+7e/eu3G7u5N1DJ0+eDABYtmyZ3PEY3rx5I/NMCggIgIWFBX744Qel8iOPubk5HBwc8OjRI5kx3+Lj4xEREYFatWqhT58+kulDhw5FUVERNm7cKBnvB3h3Lqhr3DiBQIAxY8ZAJBJh/fr1Ur9z+vRpJCQkoGXLlh9kjA4zMzOIRCKZwMXZs2dlxnpVJC8vD1evXpXKN/DuHBLfz8XHv3///jA1NcX+/ftx+fJlmbREIhHi4uKU6tqKSBlVt6oo/esUFsvvpoGISF2mT5+OwsJCeHt7Y+TIkbCxsUHbtm1RvXp1SdNYeV0jldedO3cwe/Zs2NjYoEmTJqhbty5evnyJ69ev4969ezA0NMQvv/yiVG0vVZRsoSBuOn39+nUsXrwYwLtxOxYtWqR0ekuWLEFiYiK2b9+OuLg4WFlZIT09KulxcQAAIABJREFUHZGRkdDW1saqVaukahkbGRnhp59+wty5c+Hu7o4BAwbA2NgYZ8+exYMHD9CvXz+ZQsmZM2ciOTkZhw8fxrlz59CpUyc0aNAAL168QGpqKq5du4b58+fLbVHTrVs3mJubIzExEQAwYcKECresmTJlCi5cuICoqCgMHToUPXr0wD///IOTJ0/ixYsXmDZtmlQBuSqaNWuGgQMHon///tDR0UFUVBQePXqEXr16YejQoZLloqOjsXTpUhQXF8PBwQHBwcEyab3f/UdwcDCOHj2Kjh07omHDhqhZsyaePXuGy5cv4/nz52jatKlKx16e9PT0UgszS3ah4+fnhy1btmD27NmScVg+hO7du8PT0xMXLlyApaUlUlNTcebMGejr62P16tVStS8TExPh7u4uM5D54MGDERUVhRMnTmDgwIFwcnKSjE2QlpYGZ2dnDBkyROp3p06dih9++AGurq7o378/9PX1cfXqVQiFQlhaWiI5OVlq+aZNm6JBgwYIDw+Hrq4uTE1NIRAIMHToUEnrJnHBpKottmxtbTFs2DA4OzujRo0auHTpEpKTk9GmTRt89dVXZa6v6jlfvXp1WFtbIy4uDh4eHmjatCm0tLTg6OhY5phgnTt3xs2bNyVp6unpwdLSEo6OjlLLjRs3DleuXMHff/8NNze3Ugeltre3l4zfY2tri+fPnyMiIgLFxcX48ccfpVopjBw5Erdv38ahQ4fQt29fdOvWDaampsjJyUFaWhpiY2MxfPhw/Pjjj2Xutw9FS0sLbm5u2LlzJwYPHow+ffpAKBTi6tWryMnJgYODg6Q26fuU3RdPnz7F6NGj8cUXX6B169YwNTVFbm4uzp8/j+fPn8PNzU1qv4nPTWWfWcqc7+rWuXNneHh4YOPGjejXrx969OgBc3Nz5OXlISMjA7GxsbC1tZX0sb9nzx5cvnwZHTt2RKNGjWBoaIi//voLFy5cgLGxcYVa+QkEAqxduxaTJ0/G/PnzERYWhmbNmuHBgweIjIxE9erV8csvv5RZO9zc3BweHh7w9PSEi4uL1DX++vVrWFhYVJnubQcOHIjTp0/j1KlTGDZsGHr37o2XL1/ixIkTKC4uxqpVq2RaDG3cuBEhISFYs2aNVHDC1tYWkydPxt69ezFkyBD069cPQqEQERERePnyJZYvXy4TGFT1HFWndevWwd3dHRs3bsSpU6fg4OAAkUiEhw8f4vLlyzhx4oQkv6o+G5s3b46VK1di5cqVGDZsGPr06YMmTZogOzsbt27dQvXq1ZUuYFX1vLx79y5mzZqFNm3aoGXLlqhfvz6ysrIQFRUFoVAo9XxZsGAB9PX1YWdnJyksjYuLw82bN9GmTRulWjmp8ntffPEFVq9ejR9++AGDBg1C9+7d0aRJExQWFiIjIwPx8fGoXbu2VNBGlePUuXNnnDx5EnPmzEHPnv+PvTsPjKq6+z/+mUySCVmBQFgEBRRFQBBZy6YiqCgqIu5iFSuouGtta+1T9XGr21OpgKIgFWqtIqiIuIEbWkDRgqiAS1EEkwiE7MkkM/P7w5Jfs0AScu6cyeH9+ot77+R7P5dZMpnvnHOOVSAQUMeOHWuNrv1vXr5/NMnv9+vCCy/U3Llzddppp2nUqFEKBoNatWqVioqKNGjQoAZN17dy5Uo9+OCD6tevn7p166bWrVvrxx9/1PLlyxUXF1ftC2LDhw/X9ddfr0ceeUQnnXSSRowYUfX6vG3bNn300UcaPHhwtXXdTD2n77zzTl1wwQW699579f7776tXr17avn27XnvtNfn9ft13331KTk6uuv2UKVO0fPlyvfzyy/rmm280dOhQFRQU6LXXXtPAgQP11ltv1XrtDofDuvXWW6u290yHd//991fVPvfcc6vWGJR+fh/57rvvaunSpdq6dasGDx6s7du36/XXX1dycrLuueeeRi8A3hAXXnihlixZoiuvvFInn3yyMjMztXnzZn3wwQc6+eSTtWzZsnprFBcX6+KLL1bnzp3Vp08fdejQQeXl5Xr//fe1ZcsWjR07tupLWIFAQI8++qguv/xyTZ48Wf3791ePHj0UCAT0448/av369VWPgWjMjgD30cxA1IQisbdmBgD3XH311Ro7dqyeeeYZrV69WosWLVIwGFTLli3Vo0cP/epXv6r2gXJT9OzZU5dccok+/vhjvfvuu8rPz1diYqI6d+6syZMn6+KLL641dNmEL7/8stYUElu3bq0aJXLQQQc16gPtzMxMPffcc5o1a5befPNNrVu3TikpKTr22GM1depUHX300bV+ZvTo0Zo/f74ee+wxvfHGGyovL9chhxyi3/3ud5o0aVKtN+YJCQmaOXOmXnrpJS1evFjvvPNO1QKtnTp10nXXXafTTjutznw+n08TJ07Un//8Z0kysiZKYmKinnrqKT311FN65ZVXtGDBAvn9fvXo0UO33nprnYvCNtQjjzyiGTNmaMmSJcrNzVW7du10zTXXaMqUKdX+X7Zv3171R9wLL7xQZ62a03+cfPLJVd9s+9e//qXi4mKlpqbq0EMP1aWXXqoLLrhgnx8IN8TeFo3foyFT6JjWt29fTZs2TY888ogWLFigSCSiIUOG6Prrr1efPn0aXOfhhx/WwIED9cILL1QtOH3ooYdq8uTJ1UYT7TFx4kRFIhHNmzdPixcvVkZGhk444QTdcMMNuvbaa2vd3u/369FHH9VDDz2kZcuWqbi4WJFIpOqDn/z8fOXk5OiYY45R+/btG/V/cOutt+rNN9/Uc889p23btqlly5a6+OKLdd111ykQCNT78/vzmL///vt17733auXKlVq6dKkikYjat29fbzPjyiuvVEFBgd5++2198sknCoVCOvPMM2s1M0aNGqVWrVopLy+v3g+VO3XqpDvuuEMPPvignn32WQWDQfXs2VPTpk2rNnJsjz/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7o6+vr9AcBzOcfjFx4sTYbrvtRrS9tWvXxn333Re77rrrS6Zlf+hDH4pWqxVz587drNhF9PEX7wQabj/K8zx6e3uj1WqNOIeI4dVy2223xbJly+Liiy+OsWPHxvr164fdp5999tmYN29eHHLIIbHffvttfL+rqytOOeWU6O3tje9///vDivmi4dTS29sbES/tR9tuu22MGTNm2Ev5tdvt6O3tjXa7Pax/N5j99tsvttlmm5e8f9xxx0VExOOPP77xvbr3leHU8nLq0leGU0vd+8pwaqlzX3klg12r1L2/vJzhXHfVpb+8nMFqqXt/eTmD1dJJ/WXOnDmx5557ximnnDLo55MnTx70ODEco9Uur1bLy3mxv7zwwgvD+ndVtstNN90UrVYrLr744mg0GrF27dph95d58+bFokWL4thjj41ddtll4/sTJ06M973vfbFo0aKYN2/eiOqIePVaXq6/7LTTThERw+4v/f390dvbG3meb0a2r2zDhg0b8x1MJ/WXV6vl5dStv7xaHZ3UVyJevZ5O6i+jyTJTwCauv/76aDQaG3+4ffbZZ+PCCy+MCRMmxLbbbhu33HJL7LHHHjF9+vQhxfvKV75SZrobffKTn4w777wzjj766DjkkENGfFFRhTzP4xe/+EVMmTLlJUsxjR07NvbZZ5+N6zVmWVZ6Pn19fbFq1apotVrxu9/9Lm6++eZYvXp1vP3tbx9yjI9+9KMbT8B77LFHzJgxI0466aRRyT/ij2t/Rvzxx85zzz03fvSjH0VfX19MmTIlTj755DjzzDOj0Xj5cf2lS5fGokWL4sADD4xx48Zt8tlOO+0UO++8cyxYsKDUGl500EEHxfjx4+OLX/xi7LjjjnHAAQfE+vXr47vf/W789Kc/jfPOO2/IgxnHH3989Pb2RqPRiKlTp8YZZ5wR7373u0uuYHT893//d6xbty4OOOCAl3y2//77R7PZHLU2i/jjD2Br166N9evXx69+9au45pprIiKG1Y8i/jgNube3N7q6uuLAAw+MWbNmxWGHHVZCxi/14x//OCZMmBDr1q2L6dOnxyOPPBIRET09PXHeeefFO9/5zleN8eLffLB1XV98b8GCBTFt2rQCM3+pI444Iv7pn/4pLrvssrjoootit912i6VLl8aXv/zlaLVa8dGPfnTIsZYsWRIHHnhgrFu3LsaOHRuHHnpofOxjH4s3vOENhea8ZMmSiIgR/xg7UBV95ZVq6bS+MlgtndpXBqulU/pKEdcqQzEa/WU4tdS9vwyllk7pL0OppVP6y9e//vWYN29efPOb33zF69+RGo12GU4tq1evjvXr18eaNWvisccei89+9rPR3d095GVzI6pvl3/7t3+L3XffPebPnx+f+cxn4sknn4xGoxH7779/fPzjHx/SGv7z58+PiIgDDzzwJZ+9+N6CBQviLW95S6m1HHHEEfGjH/0oPv7xj8d5550XO+20Uzz33HPxd3/3d7HNNttsvGFsKObPnx8HHHBA9PX1xYQJE+LP/uzP4vzzz4/Xv/71m13Di+6777749re/Ha1WK17zmtfEO97xjjj//PNj++23H3Hs/7/R6C/DqaXO/WUodXRKXxlqPZ3SX0abwQxgE48//nicfPLJG1/ffffdkWVZfOtb34qdd945PvzhD8ftt98+5MGMN7/5zWWluonvf//78d73vjc+9alPjcr2yrBixYpYs2bNyz67YKeddop58+bFypUr4zWveU3p+fz85z/fZDbL1ltvHR/5yEdi1qxZr/pvx40bF8cdd1wcdthhsf3228dzzz33/7V351FVlfsfxz9HwCHE2exyktQcsNDSzKEcUgwr59SlVzNQ0TSh0mVW1/qVaDY4ljjkLKRgkYplOUTlNXU5pKg5dJOSVIQyxKsCgsLvD9c51yMHOAc5A/p+rcVK9t5svl+evufss5/9PI9iY2M1efJkHT9+XBEREY4M3SwpKUmSNGnSJPn5+Wnq1KmSrj8NOHv2bKWkpBQZS2pqqqT/Pflws3vuuUf/+c9/Sjlq62rXrq3IyEhNnjxZ48aNM2+vUKGCpk6dalNN+vj4aMCAAWrZsqWqVaum5ORkRUdHa9y4cTp9+rRGjRrlyBScoqg28/LyUo0aNczHOMOSJUssFl03Go364IMPbL5ZVLNmTQ0dOlTNmjWTt7e3fv31V61cuVLDhg3T9OnT1bNnT0eFbpaUlKS8vDwNHz5cXbt21ciRI3Xu3DktXLhQYWFhmjlzpnr06FHkOUx/85ufKrpxmzPapUuXLpo4caI++eQTi9e3e+65R9HR0XrooYdsOo/RaFSLFi3UpEkTeXl56eeff1Z0dLQGDRqkpUuXlup735w5cyRJ/fr1K7VzSq6plaJyKWu1Yi2Xslor1nIpK7VyK9cq9nBGvdiTi7vXiy25lJV6sSWXslAvaWlp+vDDDzVs2DCrC7GXJke3i725TJkyxWLB+0aNGmn+/PkW6x0VxdXtcvHiRf3111/Kzc1VeHi4Bg0apHHjxik5OVkLFy7UsGHDtGLFCrVq1arY3yVZbxfTa5vpGEflIkmDBw/W2bNnFRMTY7FeQKNGjbRmzRrVr1/fpt/XsGFD9evXT/fff7/y8vK0f/9+xcbGaseOHYqNjbW5fa1p1qyZunXrpvr16+vy5cvauXOnvvjiC+3atUufffZZqXZo95LmngAAG+xJREFUOLpe7M3FXevFljzKSq3Ymo9UNurFFejMAGDh/PnzFm9oe/fuVatWrcyLAnXp0kUff/yxq8IrVH5+vtWe87IkOztbkgp9ut603XSco/n7+2v58uXKycnRyZMnFR8fb54yytOz6LePZ555psCT/gMHDtRzzz2nNWvWqF+/fjZ/sLsVpimlvL29FR0dbf4bdu/eXd27d9dnn32mkJCQAouUm9jSJs5qD0mqWrWq7r//frVt21aPP/64srOzFR8fr//7v/+TpGI7NEJCQgpsGzBggPr06aOPP/5YvXr1KrTjpqzIysqSVHibVahQwalt1qdPHz3yyCO6dOmSjhw5ou+++04ZGRk2//yrr75q8X3Xrl317LPPqmfPnpo6daqefPLJAqOGStvly5d17do19ezZ02LB+8cff1zdu3fX9OnT1b179yJHXBXVLuXLl5fBYHBau9xzzz1q1KiR2rVrp6ZNmyotLU0rVqzQqFGjtHTpUgUEBBR7jvfff9/i+6CgID399NMaMGCA3nnnHX399delEuvChQu1ZcsWde3aVX379i2Vc5o4u1aKy6Us1UphuZTFWimqXcpCrdzKtYo9nFEv9uTi7vViSy5lpV5sbRd3r5fJkyerWrVqCgsLK/E5bOXodrE3l9DQUPXq1UsZGRnav3+/9u3bZ1e9uLpdTJ9nMjIyNHr0aIuHmgICAhQcHKwZM2YoNja2yN9VVLuYFhw2HVMStraLh4eHjEaj/P391bVrV9WrV09//PGHli5dqtDQUK1YsUJ169Yt9vctWrTI4vtnnnlGHTp00KhRo/T+++9r8eLFJc4lLi7O4vvevXurefPmioiIUGRkpN55550Sn/tmjq4Xe3Nx13qxJY+yUiu25iOVjXpxBTozAFioXLmy+c3q2rVrSkxMtFi/wdPT06k3Am3VqlUrm+bgdmemD42Fzelo2u7oG5cmVatW1WOPPWb+vm/fvurdu7dOnTqlJUuW2H0+T09PjR49Wi+88IK2bdvmlM4M09+qe/fuFhcjXl5e6tGjh+bNm6fdu3cX2plhS5s4qz2OHz+uwYMHKzg4WBMmTDBv7927t4YMGaIpU6boiSeesPtJocqVK2vYsGGKiIjQjh07Sv3pb2czzRtaWJtduXJF1atXd1o8devWNV9gBgUFKTAwUIMGDVJOTk6JR8LUqVNH/fr107Jly5SYmKi2bduWZsgFVKhQQZmZmQWGt9erV08tWrTQ3r179dtvvxX5RE9R7ZKTk6P8/Hyn1FJMTIzeeecdLV68WB07djRv79atm55++mm99dZbFk+j2aNp06bq0qWLNm/erFOnTtn0waIoK1eu1OzZs9W6dWvNmDGj1Kfnc2at2JJLWamVonIpa7VSVC5lpVZK+1qlMM6oF3tycfd6sSWXslIvtuTi7vWyceNGJSQkaPny5U55r3Vku5Qkl4YNG5pHvj/zzDPavHmzXnrpJXl6epZ4mlVntovp5qmkAvXStm1b+fr66uDBg8rKyipy/vyi2uXKlSsWx9jLnnaZMWOGli9frnXr1qlx48bm7R06dFCfPn30wQcfWIw8s0enTp0UEBCgXbt2KScnx671BIszePBgRUZGmqcxLi2uuEYuKhd3rRdrbs6jLNRKUay1S1mtF0djAXAAFho1aqT4+Hilp6crNjZWmZmZFkPWU1JSVKNGDRdGaN2ECRP09ddfa/Pmza4OpcSqVaumSpUqFTqMNDU1VXfddZfL1gOpWrWqunTpou3bt+v06dMlOodpLZD09PTSDK1QplEGtWvXLrDPtO3ChQvF/nxRbeKskQwrV65UTk6OnnrqKYvtBoNB3bp1U3Z2thITE0t0bme3iyMV1Wa5ublKT0936eiT5s2bq0GDBsU+EVQc02J8zmgz08g8ax1lttSRVPSQbNM2Z7TLkiVLzHPE3qhmzZp69NFHdfToUbsX0L2RqZbOnz9/S3EuX75c06ZNU7t27bRo0SKHfGByVq2UNBd3rJXicilLtVJcLmWlVm5WGtcq1rjivcWeXNyxXm5kLZeyVC83spaLO9dLTk6Opk6dqvbt28toNCo5Odn8JV0fhZycnKxz586VOL6bOapdSiuXoKAgeXt7KyYmxu4YbuSsdqlWrZruuusuSYXXS15eXrELNJumzLHWLkVNdVSaueTm5mrFihVq0KCBxY1Z6X830ffs2WN3DDcyGo3mtW5Kk8FgkK+vb6m/PrridcyeXNyhXgpzcx7uXivFuTmfslwvjsbIDAAWRowYoTFjxpgXeAoICNAjjzxi3r99+/ZSX9y0NDR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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb23_E.inp.out_BLM-V_2020-02-10_09-08-06.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 CH3I_1-60eV_orb23_E.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 (0.8148360242397713+1.0455770350614692e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0008148360242397713, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 0.6233292550952538\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: 2019-02-11 22:37:12.713 (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 11 09:48:38 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 11 09:48:38 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 11 09:48:38 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: 2020-02-10_09-08-06\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2019). *ePSproc: CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660712. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb23_E.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), 1 - 60 eV,\n", " title = {ePSproc: CH3I wavefn test run, orb 23 ioinzation (Iodine 4d, E), 1 - 60 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3660712},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb23_E.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.3660712.svg)](http://dx.doi.org/10.5281/zenodo.3660712) [![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 }