{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3706967.svg)](http://dx.doi.org/10.5281/zenodo.3706967) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: Ethylene (C2H4), orb 1 ionization (Ag), wavefn run, 1.0:2.5:100.0\n", "\n", "- *electronic structure input*: ethylene_geom_cc-pVDZ_D2h.molden\n", "- *ePS output file*: C2H4_1.0-100.0eV_orb1_Ag.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.html\n", "- Dataset: https://zenodo.org/record/3706967\n", "- DOI (dataset): [10.5281/zenodo.3706967](http://dx.doi.org/10.5281/zenodo.3706967)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb1_Ag\n", "- Ethylene, orb 1 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", "- E=1.0:2.5:100.0 (40 points)\n", "- Wed Jun 13 19:10:39 EDT 2018" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb1_Ag\n", " Ethylene, orb 1 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:39 EDT 2018\n", "\n", "*** Found orbitals\n", "1 1 Ene = -11.2385 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -11.2367 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -1.0395 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -0.7933 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -0.6450 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -0.5904 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -0.5055 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -0.3793 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 0.6612580000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.6612580000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 -1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 -0.9211580000 1.2277770000\n", "Z = 1 ZS = 1 r = 0.0000000000 0.9211580000 -1.2277770000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.inp.out\n", "Expecting 40 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 120 DumpIdy segments.\n", "Found 120 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 120 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS ethylene, batch C2H4_1.0-100.0eV, orbital orb1_Ag\n", " Ethylene, orb 1 ioinzation (Ag), wavefn run, 0.5:1:10.5, sph grid\n", " E=1.0:2.5:100.0 (40 points)\n", " Wed Jun 13 19:10:39 EDT 2018\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/ethylene/electronic_structure/ethylene_geom_cc-pVDZ_D2h.molden'\n", "Initial state occ:\t\t [2 2 2 2 2 2 2 2]\n", "Final state occ:\t\t [1 2 2 2 2 2 2 2]\n", "IPot (input vertical IP, eV):\t\t 10.51\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [1 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['AG']\n", "Orb energy (eV):\t\t [-305.81516179]\n", "Orb energy (H):\t\t\t [-11.2385]\n", "Orb energy (cm^-1):\t\t [-2466565.64471685]\n", "Threshold wavelength (nm):\t 4.0542200940076585\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb1_Ag.inp.out, pType=a, thres=3.222309376268969, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb1_Ag.inp.out, pType=phaseUW, thres=3.222309376268969, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.inp.out_BLM-L_2020-02-17_23-02-15.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb1_Ag.inp.out, pType=a, thres=0.001487785025075408, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/ethylene/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.inp.out_BLM-V_2020-02-17_23-02-15.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data C2H4_1.0-100.0eV_orb1_Ag.inp.out, pType=a, thres=0.001458700221404701, with Seaborn\n" ] }, { "data": { "image/png": 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4OM6ePYv169crZSICs9mM2NhYdOjQAQAqvYEtHUdtYsnOzi5TUQBFk/bcTETKLa9MTY65eX8pnvyssvPU5Bhrz1PVOaw5Rq/XIysrq1qx0O2F9cyfMd6KeqYmXnnlFeX7Ll26AAAWLlxoUV5iy5YtSE9Px9/+9rcy26pTz3z66aeYPHmyxed35513Yu3atXjuuecwf/58qNVqPPvss/Dy8oJarQZQdIOcn5+PDz/8EMOHDwcAbNy4Ed7e3ti1axdGjBihnG/z5s1IT0/HsWPH8OKLL+K9997DvHnzysSyePFibNy4Ebt371biMZvNAICxY8di7ty5ymcTFhaGjz/+GAMGDLA4R3Z2NjZs2FAmIRo+fDiWLFmC6dOnY8qUKdBqtXj11Vexb98+5T1R41DSeFjaSy+9VGESXJXSjYcA0KZNG3z44YcYMGAAVq5cqfxbLGk8rMz06dPx8MMPV7qPn59fhdvKazysqVGjRuGhhx5CYGAgYmNj8eqrr2Lw4MEIDw+HVqsts395DVXlNeC5urrCwcGh3Ea8uLg4bNu2DRs2bFDKDAYD+vbtizfffBMdOnSAl5cXNm7ciN9//x1t2rQBYNmw9tZbb+Hdd9/F9u3bMW7cOOzatcvi//m///1vzJs3D5mZmWjfvj1CQ0Ph4OBQ7mdw4MABfPHFF/jhhx+UsnPnzmHfvn3Q6XTYunUrEhMTMWPGDNy4cQOffvppmXMcPHgQkZGRCAkJUcrat2+PwMBAzJ8/H5988gmcnJywdOlSxMfHWzTgzZ07F/369cPYsWPLjc9gMGD37t0YO3as0gDetm1b/PTTT7C3L0oPR4wYgblz52LatGkYNGgQzp49i+XLlyufd4sWLax6T+fOncMvv/yCyZMn48cff0R0dDSeeeYZFBQU4LXXXis3vqaGCfdtzsnJqcKeHzu7ogEQJQkeAIsZXstjNpvx9NNP49lnny2zrXnz5hbXrUpwcHCFPSwltm3bhv79+5e7zcPDAxERERZl3t7euHbtWpl9r1+/XqZiL31MSU9L6d6nhIQEiz8OVfH29i7zRyIhIQH29vZwd3ev1jFA2R7ryq4LFP3x8vHxsThPRefw8PCAWq0u99o3H3Pjxg00a9bMqljo9sR6psitqGfqSp8+fZCWloZr166Vifk///kPRo8eXabXpKL6qrz3vHfvXpw+fRqbN28us23SpEmYNGkSrl27BicnJ6hUKixduhQtW7YEAKUe69ixo3JMs2bN4OHhocweXqKk96ljx44oLCzEU089heeff94i0X3vvfcQHByMnTt3onPnzkq5h4cH7O3tLa4DAB06dLDoSSrx1VdfISsrq9yGiOeeew5z585FXFwcXF1dcf78ecyfP195T9Q43I6NhzXxyCOPKN8HBQWhR48eCAwMxA8//GAxoqXkuuU1VAHVa7j87LPP4OLiggceeMCi/L///S8ee+wx+Pn5Qa1Wo1u3bpg0aRIOHz4MoHoNa5MnT8awYcMQFxeH9957Dw8//DD2799f5nM7ceIExo4di9deew3Dhg1Tys1mM1QqFdavXw+TyQQAWLp0KcaPH49//etf0Ov1FucJCQlBUFAQevXqpZRpNBp8/fXXePzxx+Hm5ga1Wo2hQ4di1KhRyj7ffvstfvnlFxw5cqTM51QiOzsbjz32GO6++25l9M17772H++67D4cOHYJer8eTTz6JmJgYjB49Gvn5+TAajZg9ezYWLFhg0QBa1Xsym83w9PTEqlWroFar0b17d1y9ehVLliy5bRJuDimnCpUkUaVbzI4ePVrpMd26dcOJEyeUIZylXxW1AlaktkM9u3btilOnTlncyPft2xepqakWS7/8/vvvSE1NrfCmtnv37tBoNAgNDVXK4uLiEBkZWa0b4b59+1qcAwB27NiBHj16QKPRVHjMr7/+ajFMcseOHfD19UWLFi2sum7Lli3h7e1tce28vDzs2bOnwvgdHBzQvXv3MvGGhoaWOSYyMhJdu3a1Khaim7GeKVJX9UxdOXLkCHQ6HVxcXCzKY2NjsWvXrjLDyYGK67jy4g8JCUH37t1x1113VRiDl5cXnJ2dsXnzZuh0OuXGtWT5tdOnTyv73rhxA4mJicpQyPKICPLz8y1+V0uWLMGbb76J7du3l/k9Ozg4oGfPnhbXAYAzZ86Ue52QkBCMGTOmwgZIlUqlLM24ceNGBAQEoFu3bhXGSw1PSeNh6VdJklubxsPS9c2xY8cQHR2NO+64w+K6VantkHIPDw8kJydXeZ2a8PHxQWBgIKKjo8tsq6ihqrwGvOTkZOTn55dpxBMRfPrpp5gyZUqZvwF33HEH9uzZg4yMDFy6dAkHDx5Efn6+0thVWcPazQ14JpMJbdq0wb333ouvvvoKp06dKrP0YVRUFAYPHownn3yyzAghHx8f+Pn5KYlpyXVEpMwSkFlZWdi0aROeeOKJMp9Z9+7dcfToUaSkpCAuLg7bt29HUlKS8p5++eUXxMTEwMXFBfb29kqP9YMPPoiBAwcCADZs2IDz589jzZo16NmzJ/r06YMNGzYgNjYW//vf/wAU1VnvvvsuMjIycOHCBcTHxyvJf8k9qDXvycfHB23btrVo6OzQoQPi4+PLPAbUZN3C58Wpgaloxs3r168r+5TMhHjixAnZs2eP9OrVq9IJQI4dOyZ6vV5mzJghR44ckTNnzsj//vc/i1klAwMDZdmyZfX+/kqWrIqIiLAoHzlypHTu3FkOHDggBw4ckE6dOlks13P58mVp166d/P7770rZ9OnTxd/fX3bu3CmHDx+WwYMH13hZsLlz50pUVJSEhISUWRbs5iU5UlJSxMvLSyZOnCgRERGyZcsWMRqNNVoWzGQyyZYtWyQiIkImTpxYZlmwwYMHW8w8WbIsWEhIiERFRcmcOXPEyclJmYykRGBgoHz++efVioduH6xnbm09I1I0q/eRI0eke/fuMmnSJDly5IicOHFC2b5lyxZp166d8vO3334rq1atkoiICDl79qysXr1ajEZjmUkeRUReeeUV8fX1LTem/fv3i1qtlnfeeUdOnjwp77zzTpllwUSKljt0dHSUlStXlhv/ihUrJDw8XE6fPi0fffSR6PV6+eCDDyz2GTt2rNx5552yf/9+iYiIkNGjR0vHjh2VSXnWrVsnmzdvlqioKImJiZEvvvhC/Pz8ZPLkyco53n33XXFwcJCvvvrK4t9mySzJJZ+VRqORVatWSXR0tKxYsULUarXs3bvXIp7o6GhRqVSybdu2ct/T4sWL5fjx4xIZGSkLFy4UjUZjMYFRef8epkyZYrEqxM2/N7q1qpoILCsrSwBYLHW0Y8eOSuuySZMmlVmG62bW1mVJSUnKBJEVvUov9XezL7/8UlxdXStcAaU6k6bdLDExUZno8GYDBgwos+yfyJ+Tpl29elUp27RpU7mTppV8rjfXw+W5ceOGmEwm+eSTT5Syvn37lpk07YEHHpCJEydWeJ7c3FzR6/XKZI4iIpGRkeLp6Skvvvhiucd88sknotfrLeqYb775Ruzs7Mr8btasWSNarVYSExOrfE9nzpwROzs7+emnn0SkaPnFiIgIixcA+eCDD5QJdz/88EPx9va2+H3n5+eLk5OTxUSWN5syZYr07du3Wu9p/vz5EhgYaDER5/Lly8XHx6fK99ZUMOG+jVW0fmHpP+hRUVHSp08f0ev10qVLlyr/eIgUres3bNgwcXZ2FicnJ+ncubO8/fbbyvZbdSMsIjJhwoQyy1glJSXJ5MmTxWAwiMFgkMmTJ1vEXzLTaOnZY7Ozs2XmzJni5uYmer1eRo8eXWZG3MDAQIulKMqze/du6dq1qzg4OEiLFi3K3HC+/vrrEhgYaFF2/Phx6d+/v2i1WvH29pYFCxZYVJAlv4PY2NgKr2s2m+X1119X1j+89957y/xhKi/+f/3rXxIYGCgODg7SrVs32bNnj8X2sLAwcXFxqfSPON3eWM/c+nqmvM+7dL2yZs0aKd3evm3bNunSpYs4OzuLo6OjBAUFyfLlyyU/P9/ivIWFheLv7y//+Mc/Krz2l19+Ke3atRONRiPt27eXr7/+usw+JTdoKSkp5Z5jypQp4ubmJg4ODtK5c+dyG/RSU1PlscceExcXF3Fzc5O//vWvFp/Vpk2bpFu3bsq/j44dO0pwcLBkZ2cr+wQGBpb7Wd38+YaEhEjr1q1Fp9PJXXfdJd98802ZeObPny/+/v4Vzuw+aNAgMZlMotPppHfv3vLjjz9abC/v38OAAQMs1jm/+fdGt9bt2nh44cIFOXLkiLzxxhvi7OysNOiVTrDatWunrGqSnp4uzz//vISFhUlsbKzs2rVL+vbtK35+fmWWwausoapkWbAhQ4bI4cOHZefOneLv72/x2ZR49NFHLdb5Lm379u2ybds2OXfunOzYsUPuuusu6dWrl8WM2VU1rMXExEhwcLD88ccfcuHCBQkLC5OxY8eKm5ubsnRYZGSkNGvWTCZPnmzx7yMhIUG5Tnp6uvj7+8v48eOVfyNt2rSRJ554okzc99xzjzzyyCPlvqcvvvhCdu3aJTExMfLNN99IYGCgjBs3rtx9S+CmWcpPnjwpWq1W/v73v0tUVJRERkbKo48+KiaTSWnkuH79uqxcuVJOnjwpR44ckWeffVZ0Op1Fw6A17+nixYvi7OwsM2fOlNOnT8v3338vnp6e8tZbbyn73NzhZE0jZGPCmpuatOPHj4unp2e9r3WalZUlOp1Ofvnll3q9TnnWrFkjrVu3tslyC+PHj7dIcohuR7dDPUN0u7tdGw8ret+lG4dQatm+rKwsZRk9jUYjzZs3l6lTp5a7bF9VDVUXLlyQ+++/X/R6vbi5ucnMmTMlJyfHYp+UlBTR6/WyatWqcs+xefNmadWqlTg4OIi3t7c888wz5Tb2VdawduXKFRk1apR4enqKRqMRf39/mTRpkpw6dUrZ5/XXX6+ysVOkKNEdOnSo6PV68ff3l+eee65Mp0XJ0l87duwo9z198MEH4u/vr3y+r7zySpXrs9+ccIsUjcC4++67xWQyiaurqwwePFgOHDigbL9+/br06dNHnJycxNHRUYYMGVJmxJK17yksLEx69+4tWq1WWrVqJW+//bbFSKmbO5ysaYRsTFQipR42IWqC1q5di27duqFTp071do3t27djxYoVFrNR3ioTJkzAgw8+iIceeuiWXjc3NxdLlizB888/X2aiD6LbTVOvZ4io6YuIiMDQoUNx9uxZGAwGW4dD1GQw4SYiIiIiolvSeEh0u2HCTURERERERFQPuCwYERERERERUT1gwk1ERERERERUD5hwExEREREREdUDe1sHUN/MZjOuXr0Kg8EAlUpl63CI6DYiIkhPT4evry/s7OqvfZP1HBHZEus6ImrqalPPNfmE++rVqwgICLB1GER0G7t06RL8/f3r7fys54ioIWBdR0RNXU3quSafcJesI3jp0iUYjUYbR0NEt5O0tDQEBATU+3qmrOeIyJZY1xFRU1ebeq7JJ9wlQ46MRiMrZyKyifoe+sh6jogaAtZ1RNTU1aSe46RpRERERERERPWACTcRERERERFRPWDCTURERERERFQPmHATERERERER1QObJtwFBQV45ZVX0LJlS+j1erRq1QoLFy6E2WxW9hERLFiwAL6+vtDr9Rg4cCBOnDhhw6iJiIiIiIiIqmbThPvdd9/Fxx9/jI8++ggnT57E4sWLsWTJEqxYsULZZ/HixVi6dCk++ugjHDp0CN7e3hg2bBjS09PrJab8QjPCYhKxPTIeIlIv1yAiIiIiIqKmz6YJ94EDBzB27Fjcf//9aNGiBcaPH4/hw4fjjz/+AFDUu718+XL885//xLhx4xAUFIS1a9ciKysLGzZsqJeYcgvMmLT6d0xfF47s/MJ6uQYRERERERE1fTZNuO+55x78/PPPOHPmDADg2LFj2LdvH+677z4AQGxsLOLj4zF8+HDlGK1WiwEDBiAsLKzcc+bm5iItLc3iVR1ODmqo7YrWV0vLLqjJ2yIiqle1reeIiBoD1nVE1BTYNOF+6aWXMHHiRLRv3x4ajQZdu3bFnDlzMHHiRABAfHw8AMDLy8viOC8vL2XbzRYtWgSTyaS8ArMiZPkAACAASURBVAICqhWTSqWCUWcPAEjLya/uWyIiqne1reeIiBoD1nVE1BTYNOHevHkz1q1bhw0bNuDw4cNYu3Yt3nvvPaxdu9ZiP5VKZfGziJQpKzF//nykpqYqr0uXLlU7LqNeAwBIzWbCTUQNT13Uc0REDR3rOiJqCuxtefEXX3wRL7/8MiZMmAAA6NSpEy5cuIBFixZh6tSp8Pb2BlDU0+3j46Mcl5CQUKbXu4RWq4VWq61VXKbihDuNCTcRNUB1Uc8RETV0rOuIqCmwaQ93VlYW7OwsQ1Cr1cqyYC1btoS3tzdCQ0OV7Xl5edizZw/69etXb3EZdezhJiIiIiIiotqxaQ/3X/7yF7z99tto3rw57rzzThw5cgRLly7FY489BqBoKPmcOXMQHByMNm3aoE2bNggODoajoyMmTZpUb3Gxh5uIiIiIiIhqy6YJ94oVK/Dqq69ixowZSEhIgK+vL55++mm89tpryj7z5s1DdnY2ZsyYgeTkZPTu3Rs7duyAwWCot7iM+pJJ0zhLOREREREREdWMTRNug8GA5cuXY/ny5RXuo1KpsGDBAixYsOCWxcUh5URERERERFRbNn2Gu6Eyckg5ERERERER1RIT7nJwWTAiIiIiIiKqLSbc5VAmTcthwk1EREREREQ1w4S7HEZd0aPtqdmcNI2IiIiIiIhqhgl3OfgMNxEREREREdUWE+5ycEg5ERERERER1RYT7nKULAuWnlOAQrPYOBoiIiIiIiJqjJhwl8Oo/3N58owcPsdNRERERERE1ceEuxxaezV0mqKPhkuDERERERERUU0w4a4An+MmIiIiIiKi2mDCXYGS57g5UzkRERERERHVBBPuCpQsDcYh5URERERERFQTTLgrwCHlREREREREVBtMuCtg1BXNVM4ebiIiIiIiIqoJJtwVUHq4s7ksGBEREREREVUfE+4KGDmknIiIiIiIiGqBCXcFTJw0jYiIiIiIiGqBCXcFuCwYERERERER1QYT7goY9Zw0jYiIiIiIiGqOCXcF/nyGm5OmERERERERUfUx4a4Ah5QTERERERFRbTDhrgAnTSMiIiIiIqLaYMJdgZIh5bkFZuTkF9o4GiIiIiIiImpsmHBXwKC1h0pV9D3X4iYiIiIiIqLqYsJdATs7FQzaopnK07I5cRoRERERERFVDxPuSvw5Uzl7uImIiIiIiKh6mHBXghOnERERERERUU0x4a4ElwYjIiIiIiKimmLCXYmSHm4m3ERERERERFRdTLgrYdQXT5qWw0nTiIiIiIiIqHqYcFeiZEg5n+EmIiIiIiKi6mLCXQkOKSciIiIiIqKaYsJdCS4LRkRERERERDXFhLsSXBaMiIiIiIiIaooJdyWUSdOyOWkaERERERERVQ8T7kqwh5uIiIiIiIhqigl3JUpmKecz3ERERERERFRdNk+4r1y5gkcffRTu7u5wdHREly5dEB4ermwXESxYsAC+vr7Q6/UYOHAgTpw4cUtiM5aapVxEbsk1iYiIiIiIqGmwacKdnJyMu+++GxqNBtu2bUNUVBTef/99uLi4KPssXrwYS5cuxUcffYRDhw7B29sbw4YNQ3p6er3HVzKk3CxARi6f4yYiIiIiIiLr2dvy4u+++y4CAgKwZs0apaxFixbK9yKC5cuX45///CfGjRsHAFi7di28vLywYcMGPP300/Uan9beDg5qO+QVmpGWUwBD8RBzIiIiIiIioqrYtIf722+/RY8ePfDQQw/B09MTXbt2xerVq5XtsbGxiI+Px/Dhw5UyrVaLAQMGICwsrNxz5ubmIi0tzeJVUyqVShlWnprF57iJqGGoy3qOiKihYl1HRE2BTRPuc+fOYeXKlWjTpg1++uknTJ8+Hc8++yw+//xzAEB8fDwAwMvLy+I4Ly8vZdvNFi1aBJPJpLwCAgJqFaOyNBgnTiOiBqKu6zkiooaIdR0RNQU2TbjNZjO6deuG4OBgdO3aFU8//TSefPJJrFy50mI/lUpl8bOIlCkrMX/+fKSmpiqvS5cu1SpGU6mJ04iIGoK6rueIiBoi1nVE1BTY9BluHx8fdOzY0aKsQ4cO+PrrrwEA3t7eAIp6un18fJR9EhISyvR6l9BqtdBqtXUWY8nSYFyLm4gairqu54iIGiLWdUTUFNi0h/vuu+/G6dOnLcrOnDmDwMBAAEDLli3h7e2N0NBQZXteXh727NmDfv363ZIYlaXBcjhLOREREREREVnPpj3cc+fORb9+/RAcHIyHH34YBw8exKpVq7Bq1SoARUPJ58yZg+DgYLRp0wZt2rRBcHAwHB0dMWnSpFsSo6n4GW72cBMREREREVF12DTh7tmzJ7Zu3Yr58+dj4cKFaNmyJZYvX47Jkycr+8ybNw/Z2dmYMWMGkpOT0bt3b+zYsQMGg+GWxFgypJzPcBMREREREVF12DThBoDRo0dj9OjRFW5XqVRYsGABFixYcOuCKkWZNI2zlBMREREREVE12PQZ7sbAyFnKiYiIiIiIqAaYcFfhz2XBOGkaERERERERWY8JdxW4LBgRERERERHVBBPuKhiLZynnM9xERERERERUHUy4q1AypJw93ERERERERFQdTLirUDKkPCuvEPmFZhtHQ0RERERERI0FE+4qGHR/rpyWnsOJ04iIiIiIiMg6TLirYK+2g7O2KOnmsHIiIiIiIiKyFhNuKxiLe7m5FjcRERERERFZiwm3FYycOI2IiIiIiIiqiQm3FUoSbi4NRkRERERERNZiwm2FkqXB0rI5aRoRERERERFZhwm3FUqWBuOQciIiIiIiIrIWE24rmDiknIiIiIiIiKqJCbcVjHouC0ZERERERETVw4TbCiVDyrksGBEREREREVmLCbcV/hxSzknTiIiIiIiIyDpMuK3AdbiJiIiIiIiouphwW6GkhzudCTcRERERERFZiQm3FThpGhEREREREVUXE24rlF4WTERsHA0RERERERE1Bky4rVAyS3l+oSAn32zjaIiIiIiIiKgxYMJtBUcHNdR2KgAcVk5ERERERETWYcJtBZVKZTGsnIiIiIiIiKgqTLitZNRx4jQiIiIiIiKyHhNuKyk93Ey4iYiIiIiIyApMuK1k5JByIiIiIiIiqgYm3FYqSbhTs5hwExERERERUdWYcFupZGmwtJwCG0dCREREREREjQETbisZ9Zw0jYiIiIiIiKzHhNtKnDSNiIiIiIiIqsO+Ngfn5ORg8+bNyMzMxLBhw9CmTZu6iqvBKRlSzh5uIiIiIiIisobVCfeLL76IvLw8fPDBBwCAvLw89O3bFydOnICjoyPmzZuH0NBQ9O3bt96CtSUTZyknIiIiIiKiarB6SPm2bdswZMgQ5ef169fjwoULiI6ORnJyMh566CG89dZb9RJkQ6AsC5bNSdOIiIiIiIioalYn3BcvXkTHjh2Vn3fs2IHx48cjMDAQKpUKs2fPxpEjR+olyIbAqOOkaURERERERGQ9qxNuOzs7iIjy82+//YY+ffooP7u4uCA5Obluo2tAOKSciIiIiIiIqsPqhLt9+/b47rvvAAAnTpzAxYsXMWjQIGX7hQsX4OXlVfcRNhAlQ8rTcwpQaJYq9iYiIiIiIqLbndUJ94svvoiXX34ZQ4YMwZAhQ3DfffehZcuWyvYff/wRPXv2rHEgixYtgkqlwpw5c5Sy3NxczJo1Cx4eHnBycsKYMWNw+fLlGl+jNkpmKQeAjBw+x01ERERERESVszrhfvDBB/Hjjz+ic+fOmDt3LjZv3myx3dHRETNnzqxREIcOHcKqVavQuXNni/I5c+Zg69at2LRpE/bt24eMjAyMHj0ahYWFNbpObTjY20GvUQPgsHIiIiIiIiKqmtUJ92uvvYaBAwdi2bJleOmll+Do6Gixfdq0aTWapTwjIwOTJ0/G6tWr4erqqpSnpqYiJCQE77//PoYOHYquXbti3bp1iIiIwM6dO6t9nbpQ8hw3J04jIiIiIiKiqlidcH/22Wfo1asXIiIiymwr6Z22t7d6WW/FM888g/vvvx9Dhw61KA8PD0d+fj6GDx+ulPn6+iIoKAhhYWEVni83NxdpaWkWr7pi1Be9vzQm3ERkQ/VZzxERNRSs64ioKbA64Y6MjERQUBB69uyJRYsWwWw24+LFixg6dCjmzZuH999/H9u2bavWxTdt2oTDhw9j0aJFZbbFx8fDwcHBotcbALy8vBAfH1/hORctWgSTyaS8AgICqhVTZUqe42YPNxHZUn3Wc0REDQXrOiJqCqxOuI1GIz7//HNs3rwZH3zwAbp164ZOnTrB3t4eEREReOKJJ6p14UuXLmH27NlYt24ddDqd1ceJCFQqVYXb58+fj9TUVOV16dKlasVVGS4NRkQNQX3Wc0REDQXrOiJqCqo9Brx3797o1KkTfv75Zzg5OWHevHk1anEMDw9HQkICunfvrpQVFhbi119/xUcffYSffvoJeXl5SE5OtujlTkhIQL9+/So8r1arhVarrXY81ihZGiwtm7OUE5Ht1Gc9R0TUULCuI6KmwOoebgDYuHEj7rzzTpjNZpw8eRJ///vfMWrUKMyePRvZ2dnVuvCQIUMQERGBo0ePKq8ePXpg8uTJyvcajQahoaHKMXFxcYiMjKw04a5PnDSNiIiIiIiIrGV1D/f48ePx008/ITg4GLNmzQIALF68GH/9618xbdo0bNu2DWvXrkXfvn2tOp/BYEBQUJBFmZOTE9zd3ZXyxx9/HM8//zzc3d3h5uaGF154AZ06dSozwdqtYtQVT5rGIeVERERERERUBasT7ri4OBw5cgStW7e2KO/bty+OHTuGl156CQMGDEBeXl6dBbds2TLY29vj4YcfRnZ2NoYMGYLPPvsMarW6zq5RHUb2cBMREREREZGVrE649+7dCzu78keg63Q6fPDBB3jwwQdrFczu3bvLnHfFihVYsWJFrc5bV/58hpsJNxEREREREVXO6me4K0q2S7v33ntrFUxD51KccF/PyLVxJERERERERNTQVWvStNtdBx8jAOBUXDqy8jhTOREREREREVWMCXc1+Lvq4W3UocAsOHoxxdbhEBERERERUQPGhLsaVCoVerZ0AwAcOp9s42iIiIiIiIioIWPCXU29WrgCAA6dv2HjSIiIiIiIiKghY8JdTSU93IcvJqOg0GzjaIiIiIiIiKihYsJdTW09DTDpNcjKK8SJq2m2DoeIiIiIiIgaKCbc1WRnp0KPQA4rJyIiIiIiosox4a6BkmHlB2OZcBMREREREVH5mHDXQM8WRQn3HxeSISI2joaIiIiIiIgaIibcNdDJzwSdxg43MvMQcz3D1uEQERERERFRA8SEuwYc7O3QJcAFAHAwlutxExERERERUVlMuGuoZFg5J04jIiIiIiKi8jDhriEm3ERERERERFQZJtw11C3QFXYq4HJyNuJSs20dDhERERERETUwTLhryFlrjzt9TQC4PBgRERERERGVxYS7FjisnIiIiIiIiCrChLsWerV0BQAc4kzlREREREREdBMm3LXQo7iH+/S1dKRk5dk4GiIiIiIiImpImHDXgoezFq2aOQEA/jjPXm4iIiIiIiL6ExPuWurF57iJiIiIiIioHEy4a6lk4rSDTLiJiIiIiIioFCbctdSrZVHCHXE5Fdl5hTaOhoiIiIiIiBoKJty15O+qh5dRiwKz4OilFFuHQ0RERERERA0EE+5aUqlUXI+biIiIiIiIymDCXQdKhpUz4SYiIiIiIqISTLjrQEkP9+ELySgoNNs4GiIiIiIiImoImHDXgXZeBhh19sjMK0RUXJqtwyEiIiIiIqIGgAl3HbCzU6FHcS/3r2eu2zgaIiIiIiIiagiYcNeRUUHeAIDVe2ORkpVn42iIiIiIiIjI1phw15Fx3fzR3tuA1Ox8fPBztK3DISIiIiIiIhtjwl1H1HYq/PP+DgCA/x64gHPXM2wcEREREREREdkSE+461L9NMwxq1wwFZsE7207ZOhwiIiIiIiKyISbcdewf93WA2k6FHVHX8Nu5JFuHQ0RERERERDbChLuOtfEyYGKvAADAWz9EwWwWG0dEREREREREtsCEux7MGdoWBq09Iq+kYeuRK7YOh4iIiIiIiGzApgn3okWL0LNnTxgMBnh6euKBBx7A6dOnLfbJzc3FrFmz4OHhAScnJ4wZMwaXL1+2UcTW8XDW4pnBrQEAS346jey8QhtHRERERERERLeaTRPuPXv24JlnnsFvv/2G0NBQFBQUYPjw4cjMzFT2mTNnDrZu3YpNmzZh3759yMjIwOjRo1FY2LCT2Gn9WsDPRY/4tBys3nvO1uEQERERERHRLWZvy4tv377d4uc1a9bA09MT4eHhuPfee5GamoqQkBD897//xdChQwEA69atQ0BAAHbu3IkRI0bYImyr6DRqvDyqPWZtPIKVu2PwSM8AeBl1tg6LiIiIiIiIbpEG9Qx3amoqAMDNzQ0AEB4ejvz8fAwfPlzZx9fXF0FBQQgLC7NJjNUxurMPujZ3QXZ+Id7fcbrqA4iIiIiIiKjJaDAJt4jgueeewz333IOgoCAAQHx8PBwcHODq6mqxr5eXF+Lj48s9T25uLtLS0ixetqJSqfDK/R0BAF+GX8Yvp67ZLBYiajoaUj1HRFRfWNcRUVPQYBLumTNn4vjx49i4cWOV+4oIVCpVudsWLVoEk8mkvAICAuo61GrpHuiKCT0DIAL8fd1hHIjh2txEVDsNrZ4jIqoPrOuIqCloEAn3rFmz8O2332LXrl3w9/dXyr29vZGXl4fk5GSL/RMSEuDl5VXuuebPn4/U1FTldenSpXqN3RpvPhCEoR28kFtgxhNrD+HopRRbh0REjVhDrOeIiOoa6zoiagpsmnCLCGbOnIktW7bgl19+QcuWLS22d+/eHRqNBqGhoUpZXFwcIiMj0a9fv3LPqdVqYTQaLV62plHb4aNJXdHvDndk5hVi6qcHcSqew6KIqGYaYj1HRFTXWNcRUVNg04T7mWeewbp167BhwwYYDAbEx8cjPj4e2dnZAACTyYTHH38czz//PH7++WccOXIEjz76KDp16qTMWt5Y6DRqrP5bD3Rt7oLU7Hw8+p+DiE3MrPpAIiIiIiIiapRsmnCvXLkSqampGDhwIHx8fJTX5s2blX2WLVuGBx54AA8//DDuvvtuODo64rvvvoNarbZh5DXjpLXHZ9N6oYOPEYkZuXj0P7/jakq2rcMiIiIiIiKiemDzIeXlvaZNm6bso9PpsGLFCiQlJSErKwvfffddo540w+SoweeP9UIrDydcScnGo//5HYkZubYOi4iIiIiIiOpYg5g07XbTzKDFuid6w89Fj3OJmZiw6jfEXM+wdVhERERERERUh5hw24ivix7rn+gNL6MWZxMyMPaj/fgxIs7WYREREREREVEdYcJtQy08nPDdzHvQq6UbMnILMGP9YSz8Lgr5hWZbh0ZERERERES1xITbxjyNOmx4ojeeHtAKAPDp/lhMWPUb4lNzbBwZERERERER1QYT7gbAXm2H+aM64JMp3WHQ2SP8QjLu/3Av9p9NtHVoREREREREVENMuBuQEXd64/tZ96CDjxFJmXmYEvI7Fm8/hey8QluHRkRERERERNXEhLuBCXR3wtYZ/fBQd3+YBfj37hgMX74Hu04n2Do0IiIiIiIiqgYm3A2QTqPGkofuwidTusPXpMOlG9n4vzWHMGN9OJ/tJiIiIiIiaiSYcDdgI+70RuhzA/Bk/5ZQ26nwY0Q8hi7dgzX7Y1FoFluHR0RERERERJVgwt3AOWnt8c/7O+K7mfega3MXZOQW4I3vojD2X/sQxknViIiIiIiIGiwm3I1ER18jvp7eD2//NQhGnT0ir6Rh0n9+x6TVvyH8QrKtwyOiRiYtJx9XUrJtHQYRERFRk8aEuxGxs1Nhcu9A/Pz8QEzr1wIOajuExSThwZVh+L81BxF5JdXWIRJRI7E8NBpD3t+ND3+ORk4+V0IgIiIiqg9MuBuhZgYtFoy5E7+8MAATegZAbafCrtPXMXrFPvx9XTjOXEu3dYhE1IAVmgWn4tOQk2/G0tAzGLp0D7ZHxkOEc0MQERER1SUm3I2Yv6sj3nmwM3Y+NwAPdPGFSgVsi4zH8GW/Ytqag9gbfZ030ERUhtpOhfVP9MaHE7vC26jD5eRsTF8XjkdDfmeDHREREVEdYsLdBLT0cMLyCV3x05x7MSrIGyoVsPv0dUwJOYiRy/di86GLHDJKRBZUKhXG3OWLX14YgFmDW8PB3g77zyZh1Ad78cZ3J5CanW/rEImIiIgaPZU08S7QtLQ0mEwmpKamwmg02jqcW+J8YiY+CzuPL/64hKy8okTb3ckBk3s3x+Q+gfAy6mwcIdHt4VbVP3VxnYtJWXjrhyjsiLoGAHB0UOPeNs0wrKMXBrf3hKuTQ12GTERNSGOq64iIaqI29Q8T7iYsNTsfmw9dxNqwC8psxHYqYEDbZnioRwCGdPCE1l5t4yiJmq7GeBO6N/o6Fn4XheiEDKVMbadCzxauGN7RG8M6eiHAzbG2IRNRE9IY6zoioupgwl0JVs5AQaEZP524hjX7Y/FHqSXEXBw1eKCLH8Z390eQn8mGERI1TY31JlREEHElFaFR1xAadQ2n4i2f6w5w0yPI14Qgv+KXrxHuztpaX5eIGqfGWtcREVmLCXclWDlbirmega/DL2PL4SuIT8tRyjv4GDG6sw9GBXmjVTNnG0ZI1HQ0lZvQi0lZ2BEVj9Coazh0/gbM5fzV8DXp0NHXhLZezmjt6Yw7mjnjDk9nOGvt6zweImpYGmNddyMzD9HX0mFy1MDdSQtXRw3s1ZzaiIjKx4S7Eky4y1doFuyNvo4vwy8j9MQ15BWalW3tvAwYGeSNUZ280c7LAJVKZcNIiRqvxngTWpXU7HycuJKKiCupiLyahhNXUnEuMbPC/X1MuqLku5kTWno4oYVH0Vc/Fz1vbomaiMZQ1+UVmBF+IRl7o69jb3QiIq+movQdsEoFuOg1cHfWwt3JAV5GHQLdHRHo7oQW7o5o7u6IZs5a3hMR3aaYcFeCCXfVUrLy8GNEPLZFxuFATBIKSnVftfRwwog7vTGwXTN0D3SFhjfIRFZrDDehdSE9Jx9RV9Nw4moaYq5n4GxCBmKuZyIxI7fCYzRqFQLcHNHS3QmB7k4ILL6hbe7mCH9XPeeXIGpEGmpdd+lGFnaevIa90Yn47VySMpFsCX9XPbLzCnEjKw/W3A07OqgR6O6E5m56BLgW1VkBro4IcNPD39UROg3rLaKmigl3JWx9I9rYpGblI/TkNWyPjMOv0YnIK/iz59tZa4++d7hjQNtmGNC2GSdOIqpCQ70JvVVSsvIQcz0TMQkZiEnMwPnETJxPzEJsUqZF3XIzlQrwNekR4KYvTsD/vKENcHWEp0ELOzv2MhE1FA21rvtkTwwWbTul/Ozh7ID+bZqhfxsP3NPaA57Fq7YUmgXJWXm4kZmHxIxcJGbkIT41G+eTsnAxKQvnkzJxNSW73MdpSmtm0MLXpIO3SQdvow7eJj18TDp4GYvK3J0dYNDas5ecqBFiwl2Jhnoj2hhk5Bbgl1MJ+OXkNfwanYgbmXkW21t5OOGeNh7o2cINvVq6cbkxops01JtQWzObBXFpOTifmIlziZm4mJSJC0lZuHij6HVzL9TNHNR28HXRwc9VD1+THr4uevi5FH31ddHB10XPniaiW6ih1nUn49Lw9g8n0b+NB/q3aYb23oYaN9blFhTicnI2LiRl4tKNbFwqrq8uJRd9n5FbYNV5HOzt4OHkUDR03dkB7k5auDlp4OLoAKNeAxe9Bi6OGrjoHWDSa2DU28NZa89HcIhsjAl3JRrbjWhDZTYLTlxNw54zCfj1TCLCLyaj8Kam3kB3RyX57tXCDYHujmzFpdtaQ70JbchEBIkZebh4oygJv1x8M3s5ORuXkrMQl5pTpu4pj6ujRuld8jbp4GPUwcdFD2+jDl5GLTyNOhh17Gkiqgu3e10nIkjJysel5CzEp+YgPi2n6GtqDuJSc3AtraisqsbEyug1ahh09jDo7OGs08CoK0rEnbRFX5219nDWlfr+5p+Lv9fa27HeI6oBJtyVaKiVc2OXlpOPsLNJ+D02CQdjb+BkXFqZoVZuTg7o7G9CZ38X3FX8tZmBSwfR7eN2vwmtDwWFZsSl5uBycjbiUrNxNSUbV1JycDWl5Ptsq29q9Rq1knx7GXXwNGjRzKBFM2ctPI1F33sadHDRaziEnagSrOusk51XiKTMXCRl5CEps2joemJGLlKy8pGSlYfU7HykZOUjNTtf+T47v+ZJenk0ahUMxQm7QVfUg27QFn016Yt62k2letldHDUw6TVwd3aAowNXnaDbV23qH/7PoRox6jQYGeSNkUHeAIoS8PALyTgYewOHYm/g2OUU3MjMw+7T17H79HXlOD8XPTr7m9DBx4j23gZ08DHCz0XPm1kisoq92g4Bbo4VziEhIkjLLkBcWjbiSvUwxadmKz1N19JykZpddCN7PikL55OyKr+mnQruzg7wcNb++TI4oFnx925ODqWGhjrAwZ5DP4moLL2DGv4ORfNSWCu/0IyMnAKk5xQgLScf6TkFSC/+mplXgIzcAmTkFCAztwDpucVfi3/OyC21vbghMr9QcCMzr8xjglbFr1GXqu8c4Ob0Z13YzPBnI2Uzg5YjiIhKYcJNdcKo02BQO08MaucJAMjJL8TJuDQcv5yKY5dTcPxyKmKuZ+BKcQ/Utsh45VhnrT3aeRvQ3tuAdt4GtC5ev9fTwOU3iKh6VCoVTI4amBw1aO9dcQt0Tn4hEtJycS29eLhnag6uZ+TielourmfkIqH4643MPBSYBdfScnEtreJZ10sz6OyLb0b/fLk6OcDNsfTXop4k1+LeJDUbHYmoHBq1HVyL65DaMJsFGXkFNyXvRYl7WnY+0nIKinvVuKQQjQAAGc1JREFU84p63LPzkZqVj5TsPCRn5iOv0Izs/ELlPq4qDvZ28DRoix/j0cHTWPZ7b5OOveZ0W+C/cqoXOo0aXZu7omtzV6UsPScfkVfSEHklFafi03EyLg1nEzKQkVuA8AvJCL+QbHEOZ6097mjmVLSGr6czWpRaOsio09zqt0RETYhOoy5ahsy98p6mvAJz0dDP9KKhn9czcotmMS7++c/hoUU9RoVmKe6BKqiy57yESlXUaOnm5FA8jFNTdmhn8bDOkpex+CuXTyMia9jZqWDUaWp0/yQiyMwrRFJGblFdVzwkPikzD4npeUWNlek5uJ6ei4T0XKTnFCCvwIzLydm4nFx5cm7Q2SvJt5exaHZ3r+JZ3r2KE3N3Zy0bJalRY8JNt4xBp0HfO9zR9w53pSy/0IzYxEycjEvDybh0nE1IR8z1TFwsnvHz2OVUHLucWuZcro4aNHd3QqCbIwLdi9bt9XNxhJ9r0SRJnKGYiOqCg70dfEx6+Jj0Ve5rNgvScvKRmJGHpIzc4mWG8pXlhkpeyVlFr5TMfKTnFkAEyjOb1aXT2BUl4LqiJLz0c5lGnQYGnUaZaMmofP9nmZODPR/pIaJKqVQqZfK1QHenKvfPyS8sTr5zikcHFU0al1Dq+2upOcjMKyxuoMxAdEJGhedT26nQzFkLL6MWzQxFPeSexcPXPQ1/zrnh7qTlIz3UIDHhJpvSqO3Q1suAtl4GjO3yZ3luQSEuJmUh5nqGso7v+aSiRDwxIw/JWflIzkrBsUsp5Z7Xw1kLP1c9/F308DLqitbBNBV99S4ezsSeISKqS3Z2Krg4OsDF0QGtPZ2tOia/0KxMmFRUrxVNnFQylLP00M6SpDw1Ox9pOfkQAXLyzcjJt364+81UKsDZodRsxsVfS5Jx53JmQnbS2sNJq7Yod9Law1GjZvJORNBp1JXOtVEiPScf19JylPk2lGS8JDFPzUFiRu7/t3fvwVGVdx/Av+eyu7myLyRvEsKtWLGogUqDtVSol7Y0itrqa0dsDNjLH3SKJdJWae1MHaoNM506TGcKrU6HP2orjiMy1nHUWJUWQekEaKOM2loEpMQIhNyzl3N+7x/nsnuSAJuQze45+/3MZHbznLPJ8yvx2/Oc85znwDDFWvm9ZwjAyIsw6aLFIVSWWY9ds9bZsO41n1Zm3c7judWnJMTHrdGk4ICb8lJE1zCvuhzzqstHbOuLJXH01ID72KAjpwdwvMu6p+h41yAGE4Y15bMvdtYBOWCtou6uRlwWwf9OcVYnLrLCutR6RubUkjCnMhFRVoQ01V1saCxMU9Abs+69dAbgPYNJ+9W6H7PHbk9fZKnPXlCpdyiBhCEQAXrtxZYmQklYQ0nYGpCXhHWUhjWURKzX4rCG0rCOkoiGkpC1T3FYQ0lYQ3FItz/rtOnu++KQhhAPiokCp9yehXNx1chjPUfSMHGyL25fIR9Cpz1t/eNe64p5p30l/VSftd6Gc1Ly/Y/7M+tDREe0JO3Z52m39aTPFkqfQVRun4gsCWtca4gywgE3+U5ZRMdltVNwWe3IBZFEBF0DidQA/Myge5a0I+01njTd6Z3vftR7zt+nKMC0Eu8qxFNLQ5hqL3jkLIg0NS2syyOcpklE2aOqins/96xxfF5EEEua7iC8zxmUj7LCcb9npeMk+mIG+tPa+2NJ97GQA3EDA3EDJ88+O3RcQpqCopAzONdQHNZRHFJRHNZQpGsoctpD1iC9KKShKKS6bUWhVFuRp836vkjXEAmpfEYxUZ7RNRU1Uese73Mx7cG2s9bGKfuRayf7Yjjdn8Dp/pjn1p4zgwnPCcfz3Ws+GlUBSiM6yu3ZQaURa2ZQSVhzZwJZ31ttRWENJXaOOe+dk4pORlmZpvLKe8BwwE2BoiiKO1VowczoqPs4g/JO++zox+7ZUmd14iGc6nfuwbQC+VS/tSgSkNlRpKrAs+hRaqEj3XO/pXUGVR9xnyUP+ogomxRFcQ/wxnp1fTgRwVDCRF8sicG4gf54EgPxJPpjBgbsAfpg3Hos0UAsiYG4gf54qm0wbu03EDcwmLAG7ENxAwMJA4Y9kk8YgoRhnQzIJkUBIro1CHdencF4alA+/Hu7TVdT23W7PZT23t4/rKkoCqkIaxrC9jbnlQfZROOjqoq7mvtosyOHM0xJPfs87Tae7oEEugZGnzXUO2RdPXdOMpoCd5HM88x0H7OQptgZk8qW0TNHQ1hT3WyJhFRENCtTwrqKkPNeS+VMSEu1h7T0NsXT7n6vqbyIdIE44KaCkz4on19z7n2ThonTA3FrFWJ7Vc6u/jhODyTs1zjOOAsj9cfdZ/uaAvt+zLEvggRYQVteFHLvmUy/t9K6Z1Jz7510pm8678siujV10562WRLhdEwiyh5FUayrNOGJXRdDRBA3TAzFTQwkkvbA3MBQIvU6mLBf4wYGEyYG40kMJU0MDts+lDAxEE9a97wnDcQSpt1uuJlt/U7nvnhzQmvJlKrAPijW3IPk9AF5KO1AOjzae817kD3y4FoZ9YA7rKkI6amD6ylF1qP1iIJKUxVUlEVQUTb2E44igsGEYc0MGvYc9PSTjeknHa3cSro55Zxg9GZVKnfck4wTdLvPhVIVuLnhDMSd97qmQlcVhHXr1dmmawp0NbVPSFWsNve9tU9ItV/tn6c5n3Hb036OqkLzfMba3/m91u/0/g5NTf0MXVVycvKAA26ic9A11V4F89xTmdINJQz02GdMz9iLIKU/47LHvd/SOlPam/ZMzD57xeKEIe60p4kQ1tTUvZL29CXrvTUtsySsu9Msi8PWWdTUtEx72qXuTHeyDgad9vSrPSFN4ZV5IpoQiqLYV3E0RJG9wZ+IIGGIZyAeS1oHv2d9TRgYSpqI2W2xpP2aMBFLWj8jbqS2p96ntsWT1lfSGe3DumKWywG/Y+WVs7Dp/xbmtA9E+UpRFHuauI6qCfy5zq0+zgB8MO5kS3rmGCNyJGZnUdww7NdUvsQME4lkqi3hbDME8aRhD+xT25zv03MJsLLJ6YvfqYp1fP+/ZRG8vuH6SfmdHHATTTBnkFo1JfNBusM0Bf3xpDsI99xDmXYmtS+WQH/cuY/Sfo0nU1M67WmbTmDGDRPxQXNcjx0aC2c6Zvr0SusKzcipkyOv0DhXdBTPFZrhV1/c7zXvGVHn7Gd6u3uWU1OsM5wqp0URkZeiKAjrVu5g7LF9wQxT7INmI3XwnHQOiq0D7PQDaPd9ept9sBwbflCdtA6g454D6tQBt/O994Bc+GhNohxIv9Xnf3LcF9MUJEw7P5ImkoaJhClIpA3M44bdbgiSZqo9mZYtSVOQNKy8SdrfJwzT2se0Xp2fnXTbBYbp/Kzhn7G2JdNODCTt3++0Gaa4P2/YeQOrNoGbtZOFA26iPKKqirtq50SI21MrnXsqB+PWtMoBZwqmfZ/koD3VMnVG1UhN37TPpMbs6U5DydQUTedqjyPX0zEz4ZzZ1NXUtCNrMK5Ac6Yr2du8rypUFdhww6W4Ylau/6+QiIJCU7MzJZ+IaLxUVUFE1RDRAVzYMh85ZZpiDcrTBvDOgFxklNF4lvhiwL1lyxb88pe/xIkTJ3D55Zdj8+bNWLZsWa67RZT3nKvH2bwXz7nPMuYOzNOnWKamOzlXcGIJ+wqL4d02crqTc2bVcKddOq/Dpz+lnx1Nnw5ljHJq0zmzOd7J+j1ZniVARERERBdOVRWEVQVh5HYto7wfcD/55JNobm7Gli1bcPXVV+N3v/sdbrjhBhw6dAizZ8/OdfeICl76fZZTJujK/ERJP7PpTjuyB+eGPQXJMK37N420/QzT+T41dcn5fv70869+SkREREQE+GDA/cgjj+Db3/42vvOd7wAANm/ejBdffBFbt25FS0tLjntHRPksX85sEhEREVFhyuuj0Hg8jra2NixfvtzTvnz5cuzZsydHvSIiIiIiIiI6v7y+wn3y5EkYhoHq6mpPe3V1NTo6Okb9TCwWQywWc7/v6enJah+JiCYbc46ICgGzjoiCIK+vcDuGP9dXRM76rN+WlhZEo1H3a9asWZPRRSKiScOcI6JCwKwjoiDI6wF3ZWUlNE0bcTW7s7NzxFVvx49//GN0d3e7X8eOHZuMrhIRTRrmHBEVAmYdEQVBXk8pD4fDqK+vR2trK2699Va3vbW1FV/96ldH/UwkEkEk4uMHxhERnQdzjogKAbOOiIIgrwfcALB+/Xo0NTVh8eLFWLJkCR599FEcPXoUa9asyXXXiIiIiIiIiM4q7wfcd9xxB06dOoWNGzfixIkTqKurw/PPP485c+Zk9HkRAcCFNoho8jm54+RQtjDniCiXmHVEFHQXknOKZDsdc+zDDz/kIhtElFPHjh3DzJkzs/bzmXNElA+YdUQUdOPJucAPuE3TxH//+1+Ul5efdWVzwDprMWvWLBw7dgxTpkyZxB5mF+vylyDWFcSagMzqEhH09vaitrYWqpq9NSozzTkgmP8eQawJYF1+U8h15VvWFfK/hR8Fsa4g1gQUdl0XknN5P6X8QqmqOqazEFOmTAnUH5CDdflLEOsKYk3A+euKRqNZ78NYcw4I5r9HEGsCWJffFGpd+Zh1hfpv4VdBrCuINQGFW9d4cy6vHwtGRERERERE5FcccBMRERERERFlgfbggw8+mOtO5AtN03DttddC14M10551+UsQ6wpiTYB/6/Jrv88liDUBrMtvWFf+8GOfM8G6/COINQGsazwCv2gaERERERERUS5wSjkRERERERFRFnDATURERERERJQFHHATERERERERZQEH3LYtW7Zg7ty5KCoqQn19Pf72t7/luksZa2lpwZVXXony8nJUVVXha1/7Gt59913PPrFYDPfccw8qKytRWlqKW265BR9++GGOejw+LS0tUBQFzc3Nbptf6zp+/DjuuusuVFRUoKSkBFdccQXa2trc7SKCBx98ELW1tSguLsa1116Lt99+O4c9Pr9kMomf/vSnmDt3LoqLi3HRRRdh48aNME3T3ccPdf31r3/FzTffjNraWiiKgp07d3q2Z1JDV1cXmpqaEI1GEY1G0dTUhDNnzkxmGaPyc84BhZF1zLn8yoPhmHMpzLnsYM75r6agZR1zLmXCck5Itm/fLqFQSB577DE5dOiQrFu3TkpLS+XIkSO57lpGvvKVr8i2bdvkrbfekoMHD8qKFStk9uzZ0tfX5+6zZs0amTFjhrS2tsr+/fvluuuuk09/+tOSTCZz2PPM7du3Tz7xiU/IwoULZd26dW67H+s6ffq0zJkzR+6++25588035fDhw/Lyyy/Lv//9b3efTZs2SXl5uTz99NPS3t4ud9xxh0yfPl16enpy2PNze+ihh6SiokKee+45OXz4sDz11FNSVlYmmzdvdvfxQ13PP/+8PPDAA/L0008LAHnmmWc82zOpoaGhQerq6mTPnj2yZ88eqaurk5tuummyS/Hwe86JBD/rmHP5lwfDMeeYc9nGnPNXTUHMOubcxOccB9wi8tnPflbWrFnjaZs/f75s2LAhRz26MJ2dnQJAdu3aJSIiZ86ckVAoJNu3b3f3OX78uKiqKi+88EKuupmx3t5emTdvnrS2tso111zjBrRf67r//vtl6dKlZ91umqbU1NTIpk2b3LahoSGJRqPy29/+djK6OC4rVqyQb33rW5622267Te666y4R8WddwwM6kxoOHTokAOSNN95w99m7d68AkHfeeWfyOj9M0HJOJFhZx5zL/zwQYc4x5yYfcy6/awpi1jHnJj7nCn5KeTweR1tbG5YvX+5pX758Ofbs2ZOjXl2Y7u5uAMC0adMAAG1tbUgkEp4aa2trUVdX54sav/e972HFihX40pe+5Gn3a13PPvssFi9ejK9//euoqqrCokWL8Nhjj7nbDx8+jI6ODk9dkUgE11xzTV7XtXTpUvzlL3/Be++9BwD4xz/+gd27d+PGG28E4N+60mVSw969exGNRnHVVVe5+3zuc59DNBrNWZ1BzDkgWFnHnPNHHjDnmHOTjTmX3zUFMeuYcxOfc8F6Yvk4nDx5EoZhoLq62tNeXV2Njo6OHPVq/EQE69evx9KlS1FXVwcA6OjoQDgcxtSpUz37+qHG7du3Y//+/fj73/8+Yptf6/rPf/6DrVu3Yv369fjJT36Cffv24fvf/z4ikQhWrVrl9n20v8kjR47kossZuf/++9Hd3Y358+dD0zQYhoGHH34Yd955JwD4tq50mdTQ0dGBqqqqEZ+tqqrK2d9l0HIOCFbWMedS8j0PmHPMucnEnMvvmoBgZh1zbuJzruAH3A5FUTzfi8iINj9Yu3Yt/vnPf2L37t3n3Tffazx27BjWrVuHl156CUVFRRl/Lt/rMk0Tixcvxi9+8QsAwKJFi/D2229j69atWLVqlbuf3/4mn3zySTz++OP405/+hMsvvxwHDx5Ec3MzamtrsXr1anc/v9U1mvPVMFo9+VBnEP63dwQl65hz/vqbZM4x5yYTcy5/a3IEMeuYcxOfcwU/pbyyshKapo04U9HZ2TnirEe+u+eee/Dss8/i1VdfxcyZM932mpoaxONxdHV1efbP9xrb2trQ2dmJ+vp66LoOXdexa9cu/PrXv4au66iurvZlXdOnT8dll13mabv00ktx9OhRANa/FwDf/U3+6Ec/woYNG7By5UosWLAATU1NuPfee9HS0gLAv3Wly6SGmpoafPTRRyM++/HHH+esziDlHBCsrGPO+etvkjnHnJsszLn8rskRxKxjzk18zhX8gDscDqO+vh6tra2e9tbWVnz+85/PUa/GRkSwdu1a7NixA6+88grmzp3r2V5fX49QKOSp8cSJE3jrrbfyusYvfvGLaG9vx8GDB92vxYsXo7Gx0X3vx7quvvrqEY/4eO+99zBnzhwAwNy5c1FTU+OpKx6PY9euXXld18DAAFTVGymaprmPkfBrXekyqWHJkiXo7u7Gvn373H3efPNNdHd356zOIOQcEMysY875Kw+Yc8y5bGPOWfK9JkcQs445l4WcG9MSawHlPEbi97//vRw6dEiam5ultLRUPvjgg1x3LSPf/e53JRqNymuvvSYnTpxwvwYGBtx91qxZIzNnzpSXX35Z9u/fL9dff70vHrcwXPqqliL+rGvfvn2i67o8/PDD8q9//Uv++Mc/SklJiTz++OPuPps2bZJoNCo7duyQ9vZ2ufPOO/PucQvDrV69WmbMmOE+RmLHjh1SWVkp9913n7uPH+rq7e2VAwcOyIEDBwSAPPLII3LgwAH3sTKZ1NDQ0CALFy6UvXv3yt69e2XBggV587gcv+acSOFkHXMuf/JgOOYccy7bmHP+qimIWcecm/ic44Db9pvf/EbmzJkj4XBYPvOZz7iPX/ADAKN+bdu2zd1ncHBQ1q5dK9OmTZPi4mK56aab5OjRo7nr9DgND2i/1vXnP/9Z6urqJBKJyPz58+XRRx/1bDdNU372s59JTU2NRCIR+cIXviDt7e056m1menp6ZN26dTJ79mwpKiqSiy66SB544AGJxWLuPn6o69VXXx31v6fVq1eLSGY1nDp1ShobG6W8vFzKy8ulsbFRurq6clCNl59zTqRwso45l7+YcynMuexgzvmvpqBlHXMuZaJyThERGds1cSIiIiIiIiI6n4K/h5uIiIiIiIgoGzjgJiIiIiIiIsoCDriJiIiIiIiIsoADbiIiIiIiIqIs4ICbiIiIiIiIKAs44CYiIiIiIiLKAg64iYiIiIiIiLKAA24iIiIiIiKiLOCAm2gUiqJg586due4GEVHWMOeIKOiYc5QPOOCmgnT33XdDUZQRXw0NDbnuGhHRhGDOEVHQMefID/Rcd4AoVxoaGrBt2zZPWyQSyVFviIgmHnOOiIKOOUf5jle4qWBFIhHU1NR4vqZOnTrqvhs3bkR1dTUOHjwIAIjH47jvvvswY8YMlJaW4qqrrsJrr702ib0nIjo/5hwRBR1zjvIdr3ATnYOIoLm5GTt37sTu3bsxb948AMA3v/lNfPDBB9i+fTtqa2vxzDPPoKGhAe3t7e4+RER+wJwjoqBjzlEu8Qo3FaznnnsOZWVlnq+f//zn7vZkMolVq1bhpZdewuuvv+4G7/vvv48nnngCTz31FJYtW4ZPfvKT+OEPf4ilS5eOmNJERJRLzDkiCjrmHOU7XuGmgnXddddh69atnrZp06a57++9915EIhG88cYbqKysdNv3798PEcEll1zi+WwsFkNFRUV2O01ENAbMOSIKOuYc5TsOuKlglZaW4uKLLz7r9i9/+ct44okn8OKLL6KxsdFtN00Tmqahra0NmqZ5PlNWVpa1/hIRjRVzjoiCjjlH+Y4DbqKzuOWWW3DzzTfjG9/4BjRNw8qVKwEAixYtgmEY6OzsxLJly3LcSyKi8WPOEVHQMeco1zjgpoIVi8XQ0dHhadN13TPd6NZbb8Uf/vAHNDU1Qdd13H777bjkkkvQ2NiIVatW4Ve/+hUWLVqEkydP4pVXXsGCBQtw4403TnYpRESjYs4RUdAx5yjfccBNBeuFF17A9OnTPW2f+tSn8M4773jabr/9dpimiaamJqiqittuuw3btm3DQw89hB/84Ac4fvw4KioqsGTJEoYzEeUV5hwRBR1zjvKdIiKS604QERERERERBQ0fC0ZERERERESUBRxwExEREREREWUBB9xEREREREREWcABNxEREREREVEWcMBNRERERERElAUccBMRERERERFlAQfcRERERERERFnAATcRERERERFRFnDATURERERERJQFHHATERERERERZQEH3ERERERERERZwAE3ERERERERURb8P0jyKuNbRqBVAAAAAElFTkSuQmCC\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 (0.30020640466619675+0j)\n", "Plotting data (No filename), pType=a, thres=0.00030020640466619673, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 4.448650518460442e-16\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2018-06-13 19:12:37.398 (GMT -0400)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Tue Feb 18 00:47:14 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Feb 18 00:47:14 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Tue Feb 18 00:47:14 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-17_23-02-15\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2018). *ePSproc: Ethylene (C2H4), orb 1 ionization (Ag), wavefn run, 1.0:2.5:100.0*. Dataset on Zenodo. DOI: 10.5281/zenodo.3706967. URL: https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{Ethylene (C2H4), orb 1 ionization (Ag), wavefn run, 1.0:2.5:100.0,\n", " title = {ePSproc: Ethylene (C2H4), orb 1 ionization (Ag), wavefn run, 1.0:2.5:100.0}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3706967},\n", " publisher = {Zenodo},\n", " year = {2018},\n", " url = {https://phockett.github.io/ePSdata/C2H4_1.0-100.0eV/C2H4_1.0-100.0eV_orb1_Ag.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.3706967.svg)](http://dx.doi.org/10.5281/zenodo.3706967) [![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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }