{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676903.svg)](http://dx.doi.org/10.5281/zenodo.3676903) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: xef2 wavefn test run, orb 24 ioinzation (Iodine 4d, E2G/DG), 1-60eV\n", "\n", "- *electronic structure input*: xef2_SPKrATZP_rel_geom_v2.molden\n", "- *ePS output file*: xef2_1.0-60.1eV_orb24_E2G.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.html\n", "- Dataset: https://zenodo.org/record/3676903\n", "- DOI (dataset): [10.5281/zenodo.3676903](http://dx.doi.org/10.5281/zenodo.3676903)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS xef2, batch xef2_1.0-60.1eV, orbital orb24_E2G\n", "- xef2 wavefn test run on AntonJr, orb 24 ioinzation (Iodine 4d, E2G/DG), sph/ grid\n", "- E=1.0:2.5:60.1 (24 points)\n", "- Tue Feb 12 10:54:55 EST 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS xef2, batch xef2_1.0-60.1eV, orbital orb24_E2G\n", " xef2 wavefn test run on AntonJr, orb 24 ioinzation (Iodine 4d, E2G/DG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 10:54:55 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1276.2548 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -202.4761 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -181.5792 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -181.5770 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -43.1198 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -36.1973 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -36.1881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -26.3038 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -25.8711 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -25.8673 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -25.8578 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -8.5562 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -6.2727 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -6.2547 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.8143 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.8032 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -2.7810 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -1.5681 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -1.5619 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -1.0877 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.7372 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.6738 Spin =Alpha Occup = 2.000000\n", "32 32 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "33 33 Ene = -0.6426 Spin =Alpha Occup = 2.000000\n", "34 34 Ene = -0.5518 Spin =Alpha Occup = 2.000000\n", "35 35 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "36 36 Ene = -0.4994 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 54 ZS = 54 r = 0.0000000000 0.0000000000 0.0000000000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 -1.9373220000\n", "Z = 9 ZS = 9 r = 0.0000000000 0.0000000000 1.9373220000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 4 CrossSection segments.\n", "Found 4 CrossSection segments (sets of results).\n", "Processed 4 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.inp.out']\n", "\n", "*** Reading ePS output file: /mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.inp.out\n", "Expecting 24 energy points.\n", "Expecting 3 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 72 DumpIdy segments.\n", "Found 72 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 72 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS xef2, batch xef2_1.0-60.1eV, orbital orb24_E2G\n", " xef2 wavefn test run on AntonJr, orb 24 ioinzation (Iodine 4d, E2G/DG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 10:54:55 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/xef2/electronic_structure/xef2_SPKrATZP_rel_geom_v2.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 4 2 2 2 2 4 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 2 2 4 4 2 2 4 2 4 3 2 2 2 2 4 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 12.35\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['DG']\n", "Orb energy (eV):\t\t [-75.67486452]\n", "Orb energy (H):\t\t\t [-2.781]\n", "Orb energy (cm^-1):\t\t [-610358.94985608]\n", "Threshold wavelength (nm):\t 16.383801699570324\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[10. 0.81998167]\n", " [11. 0.80599244]\n", " [26. 0.9860914 ]\n", " [27. 0.98404896]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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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 xef2_1.0-60.1eV_orb24_E2G.inp.out, pType=a, thres=2.4653963431578423, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb24_E2G.inp.out, pType=phaseUW, thres=2.4653963431578423, with Seaborn\n" ] }, { "data": { "image/png": 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DeXl5MueJpmtra3/MIhERERERERERERF9NhjoIJWQr6T1KHPsDXk1bdoUsbGxyMvLk0pflZSUJF6GiIiIiIiIiIiIiJRPvaoLQAQABWrK+asKnTt3RlFREe7evSs1LyIiAnp6ehyfg4iIiIiIiIiIiKiSMNBBKiFfTTl/VcHe3h4AsH//fonp/v7+eP78OYYNG1YVxSIiIiIiIiIiIiL6LDB1FamEfAiruggSzpw5g8TERACAQCCAUCjEzp07xfNnzpwp/nePHj0wZMgQ+Pr6Yvr06bCxsUFCQgK8vLzQpk0bODs7f/TyExEREREREREREX0u1IRCoWrVMNNnaWWr/yhnPc8PK2U9jo6OCA0NLXX+48ePJf4/Pz8f+/fvx6lTpyAQCKCrqwtra2vMnz8f9evXV0qZiIiIiIiIiIiIiEgaAx2kEn5oPU4p6/kl9ohS1kNEREREREREREREnwamriKVoGqpq4iIiIiIiIiIiIjo08BAB6kEBjqIiIiIiIiIiIiIqCIY6CCVUMBABxERERERERERERFVAAMdpBIY6CAiIiIiIiIiIiKiimCgg1SCKqauMjAwKHXe7du3UbNmzY9YGiIiIiIiIiIiIiKShYEOUgkFKKrqIshkbm6O0aNHS02vXr16FZSGiIiIiIiIiIiIiN6nXtUFIAKAfKFQKX/K1qJFC9jb20v9aWgwRkhEH1dQUBDGjh0LCwsLGBgYYObMmVVdJCIJp06dgoGBAU6dOlXVRfksGRgYwNHRsaqL8Vnisf/vtWTJEhgYGCAhIaGqiyIXa2trWFtbV3Ux5PYxrluKbiMkJAQGBgbYtm1bJZaKRBISEmBgYIAlS5ZUdVHoE8Rnn6qzbt06GBgY4P79+1VdlH+VqKgoGBgYwM3NraqL8slibS2phEIV7dEBAHl5ecjLy0OtWrWquihE9JlKSEjAzJkzUadOHQwfPhy1atVCmzZtIBQKERgYiOvXryMsLAyJiYnIyclB8+bNYWVlhe+++w4NGzas8Hbv3buHP//8E1FRUYiKikJKSgqaNGmCv/76q0Lry8nJgYeHB86fP4/ExETUqlULlpaWmDt3Ltq2bVuhdb558wZ79+5FQEAAEhMToaWlBX19ffTs2RMLFy6UWj4tLQ07duyAv78/Xr16BV1dXfTu3Rvz5s1D06ZN5d6usr+bkoKCgjBlyhR07twZx48fL3PZc+fOYeHChbCxscHOnTs/eNsfW3h4OPz9/RESEgKBQIB3796hcePG6N69O6ZNm4ZWrVqVu45nz57BwcEB2dnZGDp0KDZs2FDh8pSVtlLE29sbXbt2BVD8MuLn54cbN24gISEBaWlpqFevHiwsLDBlyhR06tSp1PVkZWXh1KlTCAgIwOPHj5GWlgZNTU00btwYnTp1grW1Nezs7KCpqVnh/fkcODo6IjQ0FI8fP67qonywJUuW4PTp0/D394e+vr7cnzt16hRcXV2xZs0aDB8+vBJLSFXt33S8U/levnyJK1eu4Pr163j69ClevXqFmjVromPHjvj2228xYMCAD1r/jh07sHXrVgCAp6cnevToITHf2toaAoGgzHXMnTsXs2bN+qByEJVGFLi9evVqFZekfPI8Q5bEe3bFXb9+HTdu3EBUVBQePXqE9PR09OrVC/v27Svzc1FRUdi+fTvCwsKQlZUFfX19DBs2DFOmTIGWlpbc2+/atSvS0tJKnb9o0SJMmTJF7vWRcjHQQSohX0mBjqysLLmW09HRkWu5y5cv49y5cygsLISuri5sbW3h4uLyQRWHRESKCg4ORm5uLhYvXoyhQ4eKp+fm5mLq1KnQ1NSEhYUFevTogcLCQty8eRPe3t64cOECDh8+jNatW1douz4+PvD29oampibatGmDlJSUCu9DXl4eJk2ahNu3b8PQ0BBOTk5ISkrCpUuXcP36dXh5eaFLly4KrTMyMhJTpkxBWloaevbsCVtbW+Tm5iI+Ph4XL16UCnSkpqZi7NixiI2NRbdu3TB48GA8ffoUp06dwvXr13Hs2DG0aNFCrm0r87t5X8+ePaGvr4979+7h0aNHaN++fanLigIhstIsfgrmzp2LN2/ewMTEBEOHDoWGhgbu3LmDEydO4MKFC9i/fz9MTExK/XxBQQEWLVoENTU1pZZr9uzZpc7T09MT//vHH3/E3bt30alTJ/Tv3x86Ojp49OgRzp8/j8uXL2Pz5s3o37+/1Dpu374NFxcXJCUloWHDhujWrRuaNm2KoqIivHjxAiEhITh//jw8PT1x8uRJucp84cIFaGtrK76zRESkkg4ePIi9e/dCX18fXbt2RcOGDZGYmIgrV67g77//xsSJE+Hq6lqhdT98+BC7du2Cjo5Oqe/QTk5OyMjIkJouFArh4eGB/Px8WFlZVWj7Ik2aNMGFCxdQu3btD1oPfZ5U6dlH1rOjl5cXMjIy4OTkhDp16kjM69Chw8cq2r+Op6cngoODoa2tDX19faSnp5f7mdDQUHHwYeDAgWjcuDGCgoKwefNmhIaGYu/evQpnbpkyZYrM46+sdxeqfAx0kErIFyon0CHvBUWeVlBGRkaws7PDF198gczMTPz99984efIkgoOD8ccffzDYQUQfzcuXLwEAjRs3lpiurq6O+fPnY9y4cahbt654elFREVauXIljx45h7dq12L17d4W2O3z4cDg4OKBdu3bQ0tJSuKVSSZ6enrh9+zbs7OywefNmqKsXZ88cNGgQZs2ahaVLl8LHx0c8vTxv377F9OnTkZ+fj6NHj8LY2Fhifn5+vtRnNm3ahNjYWKmKAW9vb7i5uWHlypXltgQSUeZ38z41NTWMGjUKmzZtwokTJ/DDDz/IXO758+e4desWmjVr9sEVDVVlwoQJsLe3R5MmTSSm7969G5s2bcKKFSvg4+NT6ud3796NqKgoLFq0SKldvOfMmSPXckOHDsX69eulep6Ietr88MMP6NOnj0QrsX/++QfOzs7Izs6Gi4sLJk+eLNWKrLCwEH/++ScOHz4sd5kr2iuKiIhUU+fOnXHw4EFYWlpKTI+JicHo0aNx4MABDB06FIaGhgqtNzc3F4sWLYKhoSFatmyJs2fPylxu4sSJMqcHBgYiPz8fHTt2hJGRkULbfp+mpibvX1RhqnTsyHp2PH36NDIyMjBhwgSFempS2WbPno3ly5fjiy++QHR0tERDQFny8vLg6uqKgoIC7Nu3T9x7zcXFBTNmzMBff/2F33//HePHj1eoHM7Ozqhfv36F94MqB8foIJWQjyKl/CnTiRMnMHXqVNja2sLe3h7r1q3D8uXLIRAIsH37dqVui4g+XTNnzoSBgQEOHjwoNW/z5s0wMDDAsmXLpOYFBgZi6tSp6Nq1KwwNDWFra4t169ZJtEh5P0+0k5MTDAwMYGBggJCQEGhqamLGjBkSQQ6gOAAiSiMQEhJS4X3r0KEDOnbsqFBXXlmEQiF+//13AMDChQslghm2trYwNzdHdHQ0QkND5V7ngQMH8PLlS7i4uEgFOQBIpfvJysrC2bNnoaOjI/UiMn78eOjp6SEoKAjx8fFybb+i383du3cxd+5c9OzZE4aGhujTpw9WrFghDmaJjBgxAhoaGjh37hxyc3Nlruv48eMQCoUYOXKk3AGi9wUHB2PKlCmwtLQUB/g3bNggswWno6MjDAwMkJeXh+3bt8POzg6GhoYy82pfu3YNY8eOhbGxMSwsLDB37lzExsZKLTdt2jSpIAcATJ06FTVq1MCTJ0+Qmpoqs+z379/Hrl27xOdgVXB0dJSZXmvYsGFo3bo10tLS8OTJE4l5q1atQmZmJqZNm4bp06fLPIaqVauGgQMHwtPTU+6yyMpTvW3bNvH14tKlSxg5ciS6dOkCS0tLuLi4SB13on0S/c6bNm2CtbW1+Bq1fft25OXlyV0mAIiNjcWiRYvQu3dvGBoaolevXli0aJHM46Gs8RDevx6K8rqLrhuia+OH5usumS8+JiYGM2fOhKWlJYyNjfHtt98iKChIofU9ePAAc+bMQffu3WFoaIh+/fph5cqVePXqlcRyBgYGOH36NADAxsZGvC/ljbfg6OgoDty6urpKfA8JCQnYsGEDDAwMcObMmVLLZ2BggOnTp4uniX6H+Ph4eHp6YuDAgTAyMoKVlRVWr16Nd+/eyVxXUlISVq1aBRsbGxgaGqJr166YPn067t27J/f3Vdn8/Pzw/fffw87ODsbGxjAxMcHw4cPh7e2NoqLS3yWEQqHc38WjR4/w3//+V3zudOvWDQ4ODnBzc5MZhJeHosd7dnY21q1bh759+8LQ0BD9+/eHh4cHhO+NaVjyeH/27Bnmz5+P7t27o3379hLPD2lpaXB3d8egQYPQuXNnmJmZYcKECTLPh7y8PHh7e8PBwQEWFhbo0qULrK2tMWPGDPz9998y9+/NmzdYvnw5evXqBUNDQ3z99del9mYrKirC0aNHMWLECJiYmMDY2BgjRozAkSNHyvwN35eSkoKlS5eiR48e6Ny5M+zt7cXnoKoYMGCAVJADKK7cHTx4MAAo9Owk4u7ujoSEBKxZs6ZCzw9//PEHAGDMmDEKf/Z9pY3RUfJ+8Pvvv2Po0KEwMjJCjx49sHz5cpnPKUDxdeiXX37BgAEDYGRkBEtLS4wcORI7duz44LICxelFp0+fLr6m9+nTR+rYLnm/unfvHqZNmwZLS0up+5u89weg+Hhdt26d+Nplbm4OOzs7LFmyROLZVSgU4vTp0xg7diy6desGIyMj9OnTB1OmTMGFCxfk3k95tyciz3tNSeX9TqLvUCAQQCAQSFzzSh4rpV0DMzIy4O7uDjs7OxgZGYlTisq6BpX8vaKiojBt2jSYm5ujS5cuGD9+PG7fvi3391YRw4cPh4mJCXJycrBp0yb0798fhoaGWLVqFYCyx8J48uQJDAwMxMuWlJmZie3bt2Po0KHo0qULTExMMG7cOFy5cqVS9wcoTi01ceJEmJubw8jICAMHDsSWLVuQmZkpc/mwsDA4OTnBxMQE5ubmmDJlCh4+fFjqvpubm6Nt27ZyX78CAwORkJCA3r17S6To09DQwIIFCwAAR48ereDeli0hIQGbN2/G6NGj0aNHD/F1Y/HixXK/dwLF58zPP/+MAQMGoHPnzrCwsMDgwYOxbNkymc/zfn5+mDRpEiwtLWFoaAg7Ozts2rRJ7iw4nzL26CCVUKikgcTv3LmjlPWUZty4cdi+fTuuX79eqdshok/H6tWr4eDggF9//RVmZmbo2LEjgOIK5D179qBdu3ZSLfK3b9+Obdu2QVdXF3379kX9+vXx5MkT7N+/H3/99ReOHTuGWrVqQU9PD7Nnz0ZoaChCQ0Ph4OAgTptTMn2OLKKKfkW74FaGuLg4JCYmonXr1jJTQ1lZWSEsLAw3b95Et27d5Fqnr68vqlWrBnt7e0RHRyM4OBjZ2dlo2bIlevfujZo1a0osHxERgZycHPTq1UtqzCV1dXX06tULx44dw82bN+VOX6WokydPYvny5dDS0oK1tTWaNm2K58+f4/jx47h69Sr++OMPNG/eHADQqFEj9O3bF35+frh8+TKGDRsmsa6CggKcOXMG6urqGDFiRIXK8/vvv2PlypXQ1tbGwIED0aBBA3HX7YCAABw9elSqmz1QnG7q/v37sLKygq2tLRo0aCAx/8qVKwgMDIStrS0sLS0RFRWFy5cvIyQkBEePHkWbNm3KLZuamhqqVasGAOL/lpSTk4PFixejffv2mDZtGsLDwyv0HVQm0blX8hyMi4tDaGgoatSoAWdnZ7nX8aGOHDmCq1evwtraGhYWFrh37x4uXLiAR48e4ezZszKDLfPmzcP9+/cxcOBAaGhowN/fH9u2bcODBw+wa9cuudKF3bt3D5MmTUJmZiasra3Rrl07PH36FD4+PvD398eBAwcq3Bq4Tp06mD17Nk6fPg2BQCCRMqK866M8EhISMHbsWHz55ZcYM2YMkpOTceHCBUydOhXu7u7iSsayBAQEiAOrdnZ2aN68OR4+fIijR4/C398fR48eFbfwnD17Nvz8/PDo0SOJFBflpXNxcHBA7dq14e/vDxsbG4lUGHXq1MHYsWOxb98+/P777/jmm2+kPn/s2DEAsissV69ejRXCRWEAACAASURBVLCwMAwaNAi1a9dGUFAQvLy8EBYWhqNHj6J69eriZR8+fIjJkyfj7du36NWrFwYMGIDU1FT4+flh3Lhx2LFjB/r06VPud1bZNmzYAHV1dXTu3BlNmjRBRkYGbt68CTc3N9y/fx/r16+X+Tl5v4tHjx5h9OjRUFNTg7W1NfT19fHu3TvExcXh6NGjmD9/foXG3VHkeM/Pz8fkyZPx6tUrWFlZoVq1avDz84O7uzvy8vJkpleJi4vD6NGj0bp1awwdOhQ5OTnie6VAIICjoyMEAgHMzc3Ru3dvZGdnIyAgAM7Ozli1apVE+kRXV1f4+vriq6++gr29PWrUqIFXr14hPDwcgYGBUuNApKen49tvv4WWlhbs7OyQm5uLy5cvY+nSpVBXV4eDg4PE8gsXLoSvry+aNWuGkSNHQk1NDX5+fvjpp58QHh4Od3f3cr9PUSrL+Ph4mJmZwczMDMnJyfjxxx/Rs2fP8n8QFSC6P8i6R5ZFlN7U1dUVX3zxhcLbTUlJQUBAAHR0dDBkyBCFP6+o9evXIygoCP369UPPnj0REhKCP/74A8+fP4e3t7fEsvfv34ezszPS0tJgYWGB/v37IycnB9HR0di+ffsHjyWydetW7NixAzo6OrC1tUWzZs3w6tUr3LlzB+fOnZM6tiMiIrBnzx6YmZlhxIgRSE1NFZ//itwfsrOz8e233yIuLg49e/aEtbU1hEIhEhMT4e/vDzs7O/Gz66ZNm7Bnzx7o6+uLr1fJycm4f/8+Ll26JNe9S5HtAfK/1yjyO4negby8vAAU9wAWKS/lk+iaEh0dDSMjI0yYMAGpqam4ePEiJk+ejJUrV2Ls2LFSn3vw4AF+++03GBsbY9SoUeI0cRMnTsSZM2fken6tqKKiInz33Xd49uwZevXqBV1d3Q96lnnz5g0cHR0RHR2Nzp07Y9SoUcjPz0dgYCDmzJmDBQsWYNq0aUrcg//z9PTE2rVrUbt2bQwcOBB169ZFcHAwdu7ciWvXruHQoUMS72mBgYGYMWMGgOJzQU9PDw8fPsS4ceNgbm6ulDLdvHkTANC7d2+pee3bt0fjxo0RHR2NlJQUpWduCQwMhJeXF7p27QojIyNUr15d/CwcEBCA48ePlzsmYXp6OkaNGoWUlBT07t0btra2KCgogEAgwMWLF+Hg4CDRcGzNmjU4cOAAGjZsCBsbG+jq6uLBgwfYvXs3goKCcPjwYdSoUUOp+6lKqr72gwhAgbBQKeuRd+yNilJTU0Pz5s0RHR1dqdshok+Hrq4u3N3d4ejoCBcXF5w6dQo5OTlYuHAhtLS0sHnzZoncnTdv3sS2bdtgYmICDw8PiYpk0YCyW7duxdKlS6Gvr485c+Zg27Zt4kCHaBDk8pw4cQKA7Ae6j+3Zs2cAUOoLtejhTlYLb1nevn2LuLg4tG7dGtu2bYOXl5dEK1VdXV38+uuvEpVqojKUNl6JomVQ1LNnz/Djjz9CT08Phw4dkngYDQ4OxuTJk+Hm5ibR4nD06NHw8/PD8ePHpQIdAQEBSE5ORt++fdGsWTOFyyMQCPDLL79AR0cHx48fl+j6v3LlShw9ehTr16/Hzz//LPOzPj4+pXbVDggIwO7du9GvXz/xNC8vL6xevRo//fST+KW1LJcuXUJmZiaMjY1lBls2bNiA+Ph4nD59ulKCeaJeA++rXr26XC+Gd+/eRXR0NJo0aYIvv/xSPF3UKrBTp04fNR95YGAgTpw4IdHzZcGCBfD19YWfn5/Mio+nT5/i/Pnz4h5jLi4ucHJyQkBAAM6ePSuz0rwkoVCIxYsX4927d1i/fr3EMXzhwgW4uLhg4cKFuHDhQoVaFNepUwdz5sxBaGgoBAKB3OnG5HXr1i1MnjwZixcvFk/7z3/+g7Fjx+LHH3+ElZWVVNC0pMzMTCxZsgSFhYU4ePCgxMu6h4cH3N3dsWLFCuzfvx9AccoLgUCAR48eKZTiQjSQqb+/P2xtbaUGNq1Tpw6srKxw7do1PH78WOIYyMzMFFcYy0p/d/v2bZw5c0Zc2bJgwQLMmzcPV65cwW+//SauNCwoKMD8+fORlZUFb29viRboL1++xMiRI7Fs2TJcvXpVrl5wBw4cKLW1tiwdOnSAra2tXMt6eHigZcuWEtOKiorg6uqKM2fOYPz48TLHi5L3uzhz5gxyc3OxY8cOqTK9ffu2wrnkFTneX716hfbt28PT01NckTF79mzY2dnhwIED+O6776SCLeHh4fjuu+/w3//+V2p9S5YsQWJiIjZu3Iivv/5aPD09PR2Ojo745ZdfYG1tjYYNGyIjIwPnz59Hp06dcPz4calKeFk99B49eoSRI0di1apV4uUnTpyIYcOGYe/evRKBDl9fX/j6+qJjx44SlWXz58/H+PHj4evri759+5abxmTjxo2Ij4/HhAkTsHTpUvF00TmuiPT0dLnuayXZ2tp+UH7+d+/e4cqVK1BTU0OvXr3k/lxGRgZcXV1hbm4OJyenCm375MmTyM/Ph4ODQ5nXQGW5e/cufHx8xA1BCgoKMGHCBISEhODevXvo3LkzgOKeRPPmzUNaWho2bNggdQy8ePHig8oRFBSEHTt2QF9fH0eOHJHqjZqUlCTzMz/99JPUMaXo/SE4OBhxcXFSx6tov0v2tDx27BiaNGkCX19fqevNmzdv5NpXRbanyHuN6PPy/E6idyBRLytF7vEbNmxAdHQ0xowZg59++kncMGPq1KkYMWIEfvnlF/Tq1UvqPnvt2jWpAcJ///13/Pjjj/D29sbKlSvlLoOicnJyxPdkWc+9ilq5ciWio6OxYsUK/Oc//xFPz87OxtSpU8VjyFUk2FmWmJgYrF+/Hrq6ujhx4oQ4ICYUCrFkyRKcOXMGW7duFfdEzc/Px7Jly1BQUCD1/LBv3z78+uuvSilXee+BrVu3xqtXrxAbG6tQoOO3336TOs/q168v8Z3b2Njgm2++kVru9u3bcHJywpYtW7Bx48Yyt3P16lW8evUKc+bMkWqskJubi8LC/9en+vn54cCBA+jZsye2bdsmEVQ6cOAA1qxZg99++63M8Qg/dUxdRSohX1iolL/KVlRUhISEBI7PQUQSTE1NMW/ePMTGxmLFihVYuHAhkpOT8cMPP0hUcgIQp7j6+eefpR5khw8fjg4dOpQ5JoE87t27hx07dqBmzZqYP3/+B61LGUQVVqW9EIsqfOWt2Hr9+jUAID4+HocOHcL333+PGzduICgoCIsWLcK7d+8wZ84cxMTEVFoZFHX06FHxw/z7L8fdu3eHtbU1AgICJNKg9O7dG3p6eggNDZUKwHzoIOTnzp1Dfn4+xo8fL5Xf2MXFBTVr1sTZs2dlpimaN29emflou3XrJhHkAIrTg7Vs2RI3b96EQCAos2zx8fH4+eefoaGhIVHJLBIcHIxDhw5h7ty5aNeuXZnrqqjt27fL/PPw8Cj3s2/fvsWiRYsAFFcQlqzoS05OBgCZ6bqA4heQbdu2SfzJSuOkKFE6qpJGjRoFADJTIQCQSotXvXp1cSWoPAOk3759G0+fPoWJiYlUoG7w4MEwMzPDs2fPVLI3DlB8TXi/9a+RkRGGDh2K9PR0/Pnnn2V+3t/fH2lpaRg8eLBUi8TJkydDT08PN27cQGJiotLL/r5vv/0WwP/TzYj4+PggKysLI0eOlNkq3MnJSaJFqbq6OhYtWgR1dXWJY+DatWuIi4vD+PHjpdLsNGnSBM7OzkhOTkZwcLBc5fX29i71HJT15+fnJ/d38X6QQ7RfokrfwMBAmZ+T97sQkdVSsm7duhVOM6ioH374QaIMDRo0gI2NDTIyMsQVPiU1bNhQZqXHo0ePEBoaigEDBkgEOYD/B19EPTCA4kZhQqEQWlpaMve1Xr16UtO0tbXh6uoqcQy2a9cOpqamiImJkbgvir7rBQsWSFTe6OjoYOHChQD+f38sTX5+Pnx8fFCzZk2pylPROa6I9PR0hY7X7du3IyoqSqFtlCQUCrFs2TKkpKTg22+/VWiMgp9//hlpaWlYs2aNXL3yZG37Q58/FDVr1ixxkAMo7skiqogumRYvICAAAoEA1tbWMn/DijQKKenQoUMAiu/rsu7hTZs2lZrWoUMHmYGzit4fZF1XtLS0pJ5tNTQ0ZF7TFR1LQJ7tKfpeU9m/U35+Ps6dOwcdHR3897//lTjOW7duDUdHR+Tn58tM52hqairVWECUSvZjpGBcsGCBUoIcSUlJuHLlCiwtLSUq3IHi662LiwsKCwtx/vz5D97W+86cOYPCwkJMmjRJotePmpoavv/+e1SvXh2nTp0SpxkMDg7Gy5cv0bdvX6nnBycnpw8+HkRE95HSGhmJjml5BjUvad++fVLX9/dTYDVu3FhmIwdTU1N06dJFoZSoJXvSlpxWssG3KPC+evVqqQwHEydOhL6+/gfXNag69ugglaDs8TU+VGpqqswHcQ8PD6SlpUm9sBMRTZ06FSEhIfD19QUADBkyRFyRWFJERAQ0NTVx6dIlXLp0SWp+fn4+3rx5U+p1qDzPnj3DjBkzUFBQgI0bN8qs1FE17+cMB2S36BW1gBQ9HBcWFmLy5MkSKYCmTJmC5ORkeHp6wsvLS2bOWnnLoEwREREAinNpy6pYfv36NQoLCxEbGyseVFRdXR3Dhw/Htm3bcPz4cXElTlJSEgIDA9G4cWP07du3QuWJjIwEAJmpwurWrYuOHTvi1q1bePr0Kdq3by8xX9R6sjQWFhZS06pVqwYzMzPExcUhKiqq1O74r1+/xtSpU/HmzRusWLECpqamEvPT09Ph6uqKLl26YPLkyWWW40M8fvy4Qp/LysrCjBkzEBsbC2dnZ6meEqLjrLQKJm9vb6lAkKWl5QcPYCkrPZTo5fHt27cyPyMrL7y5uTk0NDTkqqQTHWOl9ULr1q0bwsPDERkZKfOYqWodO3aUGRi1tLTE6dOnERkZKZVSp6SyzjENDQ1YWFhAIBAgMjJSohKvMlhZWUFfXx9nz57F999/L37h/uOPP1CtWjWZ9ypA9jHQokULNGvWDAKBAOnp6ahTp474+paYmCizN5QoUBsTEyNX+qqrV6/Ku2sKS01Nxb59+3D9+nUkJCRI5aqWlRsfkP+7GDx4MLy9vTFr1izY2dmhR48eMDU1/aj34tq1a8tMgyGqiJVVkdO+fXuZvW1EaYHfvXsn87cVtRB/+vQpgOLKon79+iEgIAD29vYYMGCAONd9ab1ZWrVqJfNcE5U3IyNDPD8yMhLq6uoyfw8LCwtUq1at3OvT06dPkZ2dDXNzc5mVXqJzXF76+voVvmdUxNq1a3Hp0iWYm5uLW0XL48qVKzh79ixWrFhR4RSdf//9N+Lj49GpU6cPHoRcXrIGWpd1/xJdh2T1TlOGiIgIqKmpKdRTurTnJUXvD5aWlmjSpAk8PDzw8OFD9OnTB6ampujQoYNUQGPo0KE4ePAgvv76awwcOBAWFhYwMTGROtZPnTol83mja9euCm1P0feayv6dROe3qakpdHV1peZ369YNu3btknmdkHWsaWpqokGDBgpXgFeEss6piIgICIVCFBQUyLxui+57ouu2MpV1bDdq1Ajt2rXDw4cPkZCQgJYtW4p/BzMzM6nlNTU10blz5w/ujSWP8p7PSxMcHCxXAPHSpUs4fvw4oqKi8PbtWxQUFEjMz8nJKTOVVO/evaGrq4uNGzciPDwcvXv3hpmZGb766iupRgV3795FzZo1Sw36q6mpITY2FgUFBSqR4roy/Dv3ij45hULVCnTs2rULERER6Nq1K5o3b46cnBzcuHEDgYGBaNOmzQfn9ySifx81NTX0799f3CqjZC7ZktLS0lBQUIDt27eXub6srCyFAx2xsbFwcnLC27dvsXHjRtjY2Cj0+coierkqbQBbWa1sZFX46unpoUOHDhKtnWSlK7G1tYWnp6dE66uKlEGZ0tLSABS3/CnL+5Vuo0aNws6dO3HmzBlxbvcTJ06gqKgII0aMUDg3t4goiNSoUSOZ80XTZb3YlfYZkdJ6PYqml9Zr5vXr15gwYQKePXuGZcuWSbVCA4pzzqampmL//v0V3vfKkpWVhe+++w7h4eGYNGmSODBVUuPGjQFA5qCBgGQF7/fff6+0FleyjmvR91fa4L2yfsdq1apBV1dX3KuqLKLfWbTP7xMdR5XVi+pDlXccl3YtEZH3HPsY+6+uro4xY8bA3d0dFy5cwIgRI/DgwQM8fPgQtra2pfYwen/8HZGGDRtCIBAgIyMDderUEV/fZFVylVTVA2Cmp6dj5MiRSEhIEA8+XbduXWhoaCA9PR3e3t4ye7EB8n8XnTt3xuHDh7F7925cvnwZZ8+eBVCcunH27NkfZUyD0loEiyo0Sqa4ECnteBf9tjdu3MCNGzdK3WbJ33bz5s3Yu3cvfH19xZVs1atXh52dHRYvXiy1LUXKm5GRgbp168oMymhoaKBevXrlXp9E51xZv6mqWrduHQ4cOAALCwvs2bNHrlRwQPHvuGLFCnTr1g3jxo2r8PZFY/p8rN4cgPz3L9HvWtr17EOJjj1F8tqXdiwpen+oVasW/vjjD2zduhVXr14Vv2vUq1cP48aNw4wZM8Tp6FxdXdGiRQucPHkSHh4e8PDwgIaGBqysrLBkyRJxEPT06dNSA9nPnj0bXbt2VWh7ir7XfIzfCajY821Z16LSnpWURVtbW2mp4ETX7du3b5c5kHpl3JMV/f5Fy5f3zPWhRN9tac9cokHSK+M9UDSGTf369dG9e3c0bdoUNWrUgJqaGs6fP49nz54hLy+vzGtLgwYNcOLECWzduhXXr19HQEAAgOLv08nJCc7OzlBXV0dWVhZyc3ORm5tb7jmZnZ39UdPofkwMdJBKUNYYHcrStWtXxMTE4OzZs0hNTYW6ujpatmyJGTNmwNnZ+aPkIyWiT0tsbCzWrVuHunXrIiMjA8uWLcOJEyekupjWqlULQqFQ6uXiQ8XExGDChAlIS0vD5s2b5c5X/jGI8r/KSpcBAM+fPwcgmTe1rBa9jRs3Rq1atfDu3TuZLyWidDs5OTlSZShtDA5ZZVAm0X0jPDxcoXtIkyZNYGVlhYCAAAQEBMDW1hanTp2Curp6qa2w5SF6sE1JSZFKrwb8P8WSrAfg8lo7paSklDld1jpfvXqFiRMn4unTp1L5hEuKjIxETk4OBg0aJHO+j48PfHx80L59e3EF48fw7t07fPfddwgLC4Ozs7PMIAcAcQ+VBw8e4N27dyr9PJGSkiLV06CwsBBpaWlylVv0O4uOpfeJppdcl+jYklUR+7EDIuUdx+V9B/Lu/8d6yRw5ciS2bduGY8eOYcSIEWUOQi7y+vVrmYOvvn8ui/67c+dOpQTYK2uMjuPHjyMhIQGzZ8+WSll0584dqYGNS5L3uwAAExMT7NmzB3l5eXjw4AECAwNx6NAhLFiwAPXr15casFgVlHZdF+3XsmXL5B7ToUaNGpgzZw7mzJmDFy9e4NatWzh9+jTOnTsHgUCAI0eOVLictWvXxtu3b5Gfny81zkhBQQFSU1PlPjdLC4iUdu6X5mON0bF69WrxgLZ79uxRaLyXFy9eIDU1FTdv3pTqpSkyadIkAMUV5RMnTpSa//r1a1y9evWjDUKuKNHvWlpDAmWsPy0trdyW1yWVd14pcn9o2rQpVq9eDaFQiOjoaNy8eROHDx/Gjh07UFRUJE5VW61aNUyYMAETJkzA69evER4ejvPnz+PSpUuIjo7G+fPnoaWlJU45VRp5t6foe83H+J2A0s/jj33vlVdZz9ZlPRvJCtiI9m3mzJmYN2+ekkoon5Lfv6ze2+9//6LrdXnPXB/qiy++QGBgIGJjY2X2yhK9Hyr7PTArKwt79uxBixYtcOLECaleRn/99Zfc62rRogXWr1+PwsJC/PPPP+JUvu7u7tDQ0MDkyZOhra0NTU1NNGnSBP7+/krdl08JAx2kElQt0GFjY6MyLaGJSPXl5eXBxcUF2dnZ2LZtG27duoXdu3fDzc1NKnWSsbExrl27hn/++UdmBXNFPH78GJMmTUJGRga2bdsmNT5CVWvZsiWaN2+O2NhYxMfHS6VMED3kyermXJpu3brBz89P5vf4zz//AIDEA3aXLl1Qo0YN3L59W6qCuaioSNxaTZEyKMLY2BgPHz5EWFiYwummxowZg4CAABw/fhza2toQCATi8TsqqkOHDrhy5QpCQkLQvXt3iXnp6emIiopC9erVFcr9LXLr1i2paYWFheKxGN6v3ElKSsKECRPw/Plz/PTTT2VWvPbv319maoHk5GRcv34dLVu2hKWlpdJy+sojIyMDzs7OiIiIwPTp0+Hi4lLqsqLyhYaG4rffflOJMXRKExoaKjXgeFhYGAoKCuSqoBMtU1rlh2h6p06dxNNEQcoXL15Ipd4pbSwRUZf9wsJCpfbyiYyMlBmMEpW7Y8eOZX6+5P6/H5QsKCgQnw8l1yPaF0Vbjpb8DkpTv3592NnZwcfHB+Hh4fD19YWenl6ZAxmHhoZKpRWLj4/HixcvoKenJw40iwbvDgsLU8rzs6wefWVxcHCQK9AhCmgPGDBAap6s61ZJ8n4XJWlpacHU1BSmpqZo1aoVFi9eDH9//w8KdFTW8V6akr9tRQavbtasGYYNG4YhQ4Zg0KBBCA8Pr3BqTqD4vAoODkZYWJjUvevWrVsoLCws99xs06YNtLW1ERUVhYyMDKkKT0UboojG6FCEqIeqPIRCIVatWoUjR46gZ8+e2Llzp0K9CgBAV1cXI0eOlDkvLCwMsbGxsLKyQuPGjfHVV1/JXO5jD0KuKGNjYwDFz5SicYmUvf6AgAAEBgaif//+H7SuitwfRNTU1PDll1/iyy+/hK2tLfr27Qt/f3+ZzxMNGjTAgAEDMGDAAEyYMAE3b97EkydPZD5Hlaa87Sn6XqPo76Suro78/Hy5y/vFF1+Iz++3b99KjDUGACEhIQDKv4erkpLPRqLvT+TBgwdSy5e8bn9sHTp0QFBQEEJCQsTlEElJSUF0dDRq164tfhcUnQvh4eGYOnWqxPL5+flKGxulW7du8Pb2RmBgIBwdHSXmPXr0CK9evUK7du2U3qPvxYsXyMvLg6WlpVSQIzU1FdHR0Qqvs1q1amjfvj3at2+PHj16YNiwYfDz88PkyZOhpqYGIyMj3LlzBy9evPio70OqhIORk0rILypUyh8RUVVYt24dIiMj4ezsjF69emHu3LkwNTXFsWPHcOHCBYllRa3kli9fLrM1U1ZWljh/rTyioqLg5OSEzMxM7Ny5s8qDHHFxcYiJiZF4KVFTUxMPxrh+/XqJSjw/Pz+EhYWhXbt2MnNul0bU4n/Xrl0SrZnS09Oxc+dOAJAYOLVmzZqwt7dHVlaWVIXEoUOHIBAI0KtXL6kgjKz9qYj//Oc/0NTUxJo1a2T2bMnLyyv1hcTKygpNmzZFUFAQduzYAeDD00YMGzYMmpqaOHTokLjyT2TLli149+4dhg0bJndajJJu3rwp7lItcujQIcTFxaFr164SAZrExESMHz8ecXFxcHNzKzPIARSnVXBzc5P6mzJlCoDilzs3NzeZg+pWhrdv32LixImIiIjAnDlzygxyiCxfvhw6OjrYs2cPPDw8ZB5bRUVFpaZGiomJQUxMzAeXvTy7du2SyH+em5uLjRs3AigenLOkxMRExMTEIDs7WzzNzMwMX3zxBcLDw6VSGl26dAm3bt1C69atJfIyi/KZv59X+PHjx6W2the9OJY2qPepU6dgYGCAJUuWlLm/78vIyBCfbyL379+Hj48PateuXW5Fl62tLXR1dXH+/Hmpa7qXlxfi4+PRo0cPiV4z5e1LaUSVxuXlsRZVKrm4uCArKwtjxowpc3Ds9wMORUVF+PXXX1FUVCQxYKuNjQ1atmyJI0eO4Pr16zLXdefOHYnjoyxXr17F48eP5f5bu3atXOsVjXXzfkV2ZGQk9uzZU+Zn5f0uwsLCZPZGEfUeeL+C2sDAAAYGBnKVH6j4MVJRRkZGMDc3x59//okTJ07IXObx48fi/Xvz5g3u3r0rtUxWVhYyMzOhoaEh1RNDEaJrj7u7u8TxlJ2dDXd3dwAotUJfRFNTE0OHDkVmZqZU/nrROa4I0Rgdivy9P+BxaYRCIZYvX44jR47AysoKu3btKjfIkZ2djZiYGIljpFmzZjLvnW5ubjAxMQFQ3KPDzc1NZiBOKBSKf//y7tMVveZ+qH79+kFPTw9Xr14Vj5dX0vvP3K9evUJMTIzcvcfGjx8PoHiMFFnP74r0UFD0/vDkyRMkJCRIrUfU2l10TOTl5SE4OFhq3Ln8/Hzx/VyenkDybg9Q/L1G0d9JV1cXb968keilXRYtLS0MHToUWVlZ2Lp1q8S8uLg4HDx4EJqamrC3t5drfapA9GwkSl0rEh8fDw8PD6nl9fX10b9/f4SGhsLT01Nm44lnz55JPTMMHz4cBgYGpTYskYeDgwOqVasGT09PifULhUK4u7sjNzcXw4cPFz979OjRA40bN8a1a9ekGhx4e3srbXwOUQOxwMBABAcHi6cXFBSI7x2VESBt3rw51NXVcffuXYnUmLm5uVi5cqXc6cMiIyNlnl+ie2/J83rSpEkQCoVYunSpeBytkt69e6e0AJKqYo8OUgmqNkYHEZG8/Pz8cOjQIXTp0kWi2/jGjRvxzTffYPny5TAyMhJXoHfv3h0LFizAxo0bYWdnJx4kNisrC4mJibh16xZMTU3LHcsB+H8la1paGrp3746IiAiZQZIJEyaUmne2LDExMdi7d6/EtPT0dImX10WLFkkMwjZx4kQIBAL4+/tLDKA8adIkBAQE4PLlyxg1ahS6d++OFy9e4NKlS9DW1sbq1avLrHB7X48ePeDo6IiDBw9iyJAh4gDPtWvXkJSUBFtbW6nW6C4uLggJCYGnpyeioqLQuXNnxMTEwN/fHw0aNMCPP/4otZ3S2o85mAAAIABJREFU9kfR76Zt27Zwc3PDsmXLMGTIEPTu3RutW7dGQUEBEhMTER4ejnr16snMcV+tWjWMGDECO3bswJ07d9CoUSNYW1vL/V3Joq+vD1dXV6xatQoODg4YNGgQ6tevj1u3buHOnTto06YNvv/++wqtu1+/fpg9ezZsbW3RqlUrPHr0CNevX4eurq7Udzx+/HgIBAJ06tSp1IGMHRwcPngwbkXJKodIyZQjs2fPxoMHD9CyZUsIhUKZn3s/RclXX32Fffv2Yd68eXB3d4e3tze6du2KZs2aobCwECkpKQgJCcHLly+hr68v1RpLNMB5ZQ9+26ZNG/FgphoaGvD390dcXBz69u0rVUGwePFihIaGivcFKA5wrlu3DpMmTYKLiwt8fX3Rpk0bPHv2DH5+fqhZsyZ+/fVXifPexsYGrVu3hq+vL5KSksSDUPr7+8PGxgYXL16UKmf37t1x6dIlzJkzB3369EH16tXRvHlz8fkvesFXtPW7hYUFTpw4gXv37sHU1BTJycm4cOECioqKsGrVqnJbNNesWRNubm6YP38+xo8fj4EDB6J58+Z4+PAhgoKC0KhRI6kef927d8e+ffuwfPly2NnZQUdHB3Xq1BFXsJXG2NgY2tra8PLywtu3b8VjDzg6Okq0VjczM0P79u3x6NEjaGpqSgWs3mdqaopvvvkGgwYNQu3atREUFIRHjx6hU6dOEi0vNTU1sW3bNjg7O2PatGkwMTFBhw4dUKNGDSQlJeH+/fuIj49HUFCQQul2lM3e3h779u3D6tWrERISglatWuH58+e4du0a+vfvL9UwoSR5v4v9+/fjxo0bsLS0RIsWLaCjo4Po6Gj89ddfqFu3rkQlsagyUpFjs7zjvTK4u7tjwoQJWLZsGQ4ePIguXbqgdu3aSEpKwpMnT/DkyRMcO3YMDRo0wMuXLzF69Gi0bdsWHTt2RLNmzfDu3Ttcu3YNycnJcHR0/KDeAEOHDoW/vz8uXryIr7/+Gra2tlBTU4Ofnx8SEhIwaNAgDBs2rNz1uLi4IDg4GF5eXnjw4AHMzMzE57iVlVWZ6TM/ph07duD48eOoUaMGOnToILNS8/3Ubffu3YOTkxMsLS3LTU8kr5s3b+L58+fo1KlTub0BKnrN/VBaWlrYsmULpkyZggULFuDYsWPo0qULcnNz8fTpUwQHB4sHSgaAjRs34vTp01izZo1cgadevXph5syZ2LlzJwYNGgRbW1s0a9YMKSkpCA8Ph7GxsdxBV0XvD3///TfWrl0LExMTtGnTBg0aNEBSUhL8/f2hrq4ubuyRk5ODiRMnQk9PD126dEHz5s2Rm5uLv//+GzExMbC2tparp6682wMUf69R9Hfq3r077t+/D2dnZ5ibm0NLSwvt27cv8zl4wYIFCAsLw6FDh3D//n107doVqampuHjxIjIzM7F8+XKphk2qrGvXrjA0NERQUBBGjx4NCwsLvHr1ClevXkWfPn1kPhv9/PPPSEhIwNq1a3H8+HGYmJigXr16ePXqFaKjo/Hw4UPs3r1b4hlTdE/6kAGq27ZtCxcXF2zYsAHDhg3DoEGDUKdOHQQHB+PBgwdo37495s6dK15eU1MTv/zyC2bOnIlJkyaJz4XIyEjcunULvXr1QlBQkNQ7YnBwsDhFrajB25MnT8TvYVpaWhLnkJaWFtasWfM/9u49wKqy3h//Z88MIAjDXUAFRSTvmqhAIiAqGeCVvJBKKopkZiae+pmZWaeyOkonUhHxguih4JilCKQpeMELECreELEUFVQUuc4AM8zs3x8e5hsNImz2Zs2C1+uvvdfe+3neLNZc9rz3Wk/N7yn9+vWL1q1b1/wsP/roo2s+lJdPDRs2jLPOOiv++Mc/xsknnxzHHntsrFmzJp577rmorKyMww8/PF588cUvHOfxxx+PUaNGxRFHHBF77713NG/evOb9aUlJSc2lByM+O2t12LBhMXr06Ojbt29NybNq1apYtGhRzJ49O44//vj47W9/m/d/b12h6KBOqGuXrgLYEosXL45rrrkmmjRpUnN9zA02fHrusssuiyuvvDLGjx9f8+n4Sy65JLp06RL33ntvzJkzJ6ZNmxaNGzeONm3axFlnnbXF1z5etWpVzYJzzz333EafUPlXp59+ek5FxyeffBJ//vOfN9q2Zs2ajbZ95zvf2ajo+Dz169ePsWPHxu233x4PP/xwjB07Nho3bhzHH398fPe734199913q/Nde+21cfDBB8f48ePjoYceiqqqqthnn33i4osvjnPOOafWL8XNmzePCRMmxM033xyPP/54zJkzJ5o1axYDBw6MK664Itq2bbvFc+eyb0499dTYf//94+67746ZM2fGjBkzolGjRrHbbrvFiSee+LnrTkR8tij5qFGjaj49vC1vQjY499xzY6+99oq77rorHn300VizZk20a9cuLrroovjWt76V0zET8dkv2GeffXbcdttt8eSTT0ZJSUl89atfjeHDh9eslbLBhk9Iv/baa/Haa69tcryuXbtu96Jjc5ch+ddLjmzI/+67737uazZ1iZIuXbrEI488En/6059i+vTp8fzzz8eKFSuipKQkWrduHV26dIm+fftG3759czqrJh9+97vfxS233BKTJk2KJUuWRJs2beLyyy+PSy655AvXadngsMMOi/vvvz9GjRoVzz33XEyfPj2aN28eAwYMiG9/+9u11jxo0KBBjB07Nn7961/Hs88+G6+88kp07tw5brrppmjatOkm38yfeeaZsXjx4pg8eXLccccdsX79+ujatWvNH37ffPPNiNj4DK8tseeee8ZPf/rTuPHGG+OPf/xjVFRUxIEHHhiXXXbZJq/vvCknnHBCjB8/PkaPHh0zZsyI1atXR6tWrWLQoEHx7W9/u9ZirD179oyrr746Jk6cGGPHjo3KysrYY489vrD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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.inp.out_BLM-L_2020-02-13_16-08-09.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb24_E2G.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.inp.out_BLM-V_2020-02-13_16-08-09.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 xef2_1.0-60.1eV_orb24_E2G.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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XCvuICAaDAenp6ejevTsANPoCWzOOW4mlrKysTkEBGBftqY2I6t3fmJu5pvb5VL34WWP3uZlrmnqfG92jKddoNBqUlpY2KxbWvnA580+M1ihnbsYbb7wh/Pftt98OAHj33XfN9pts3rwZxcXFeOyxx+oca045880332Dq1Klm31+PHj2wZs0aPP/881iwYAFkMhnmzJkDDw8PyGQyAMYX5MrKSnz++ecYNWoUAGD9+vXw9PTE7t27MXr0aOF+GzduRHFxMU6cOIGXXnoJn3zyCV5++eU6sXz88cdYv3499uzZI8RjMBgAAOPHj8f8+fOF7yYuLg5fffUVhgwZYnaPsrIyrFu3rk6FaNSoUVi8eDFmzpyJadOmQaVS4c0338S+ffuEz8RaB1PjYU2vvPJKg5XgG6nZeAgAgYGB+PzzzzFkyBAsX75c+LdoajxszMyZMzFp0qRGz/Hx8WnwWH2Nhzfr7rvvxkMPPQR/f3+kp6fjzTffxPDhw3H06FGoVKo659fXUFVfA56LiwuUSmW9jXg5OTnYvn071q1bJ+xzdHREeHg43nvvPXTv3h0eHh5Yv349Dh06hMDAQADmDWvvv/8+PvroI+zYsQMTJkzA7t27zf4///LLL/Hyyy/j+vXrCA4ORkxMDJRKZb3fwYEDB/D999/jt99+E/alpaVh3759UKvV2LJlC65cuYJZs2bh2rVr+Oabb+rc4/Dhw0hMTER0dLSwLzg4GP7+/liwYAG+/vpr2NvbY8mSJcjNzTVrwJs/fz4iIiIwfvz4euNzdHTEnj17MH78eKEBPCgoCL///jvkcmMVcfTo0Zg/fz5mzJiBYcOG4dy5c1i2bJnwfXfu3LlJnyktLQ1//vknpk6dim3btiElJQXPPvssqqqq8NZbb9UbX1vCFW4Ge3v7Bnt+pFLjIAhTBQ+A2Qqv9TEYDHj66acxZ86cOsc6depk9twbiYqKarCHxWT79u0YPHhwvcfc3NyQkJBgts/T0xOXLl2qc+7ly5frFOw1rzH1tNTsfcrLyzP743Ajnp6edf5I5OXlQS6Xo0OHDs26BqjbY93YcwHjHy8vLy+z+zR0Dzc3N8hksnqfXfuaa9euoWPHjk2KhbVPXM4YWaOcaSkDBw5EUVERLl26VCfm//u//8PYsWPr9Jo0VF7V95n37t2LM2fOYOPGjXWOTZkyBVOmTMGlS5dgb28PiUSCJUuWICAgAACEciwkJES4pmPHjnBzcxNWDzcx9T6FhIRAr9fjqaeewgsvvGBW0f3kk08QFRWFXbt2oVevXsJ+Nzc3yOVys+cAQPfu3c16kkx+/PFHlJaW1tsQ8fzzz2P+/PnIycmBi4sLMjIysGDBAuEzsdahPTYe3oyHH35Y+O/Q0FCEhYXB398fv/32m9mIFtNz62uoAprXcLl69Wo4Ozvj/vvvN9v/v//9D48//jh8fHwgk8nQt29fTJkyBceOHQPQvIa1qVOnYuTIkcjJycEnn3yCSZMmYf/+/XW+t1OnTmH8+PF46623MHLkSGG/wWCARCLB2rVrodVqAQBLlizBgw8+iP/+97/QaDRm94mOjkZoaCj69+8v7FMoFNi0aROeeOIJuLq6QiaTITIyEnfffbdwztatW/Hnn38iPj6+zvdkUlZWhscffxyDBg0SRt988sknuOeee/D3339Do9HgySefRGpqKsaOHYvKyko4OTlh7ty5WLhwoVkD6I0+k8FggLu7O1asWAGZTIZ+/frh4sWLWLx4cbuocPOQctYoUyWqZovZ8ePHG72mb9++OHXqlDCEs+bWUCtgQ251qGefPn1w+vRpsxf58PBwFBYWmqV+OXToEAoLCxt8qe3Xrx8UCgViYmKEfTk5OUhMTGzWi3B4eLjZPQBg586dCAsLg0KhaPCav/76y2yY5M6dO+Ht7Y3OnTs36bkBAQHw9PQ0e3ZFRQViY2MbjF+pVKJfv3514o2JialzTWJiIvr06dOkWBirjcsZo5YqZ1pKfHw81Go1nJ2dzfanp6dj9+7ddYaTAw2XcfXFHx0djX79+qF3794NxuDh4QEHBwds3LgRarVaeHE1pV87c+aMcO61a9dw5coVYShkfYgIlZWVZr+rxYsX47333sOOHTvq/J6VSiXuuOMOs+cAwNmzZ+t9TnR0NMaNG9dgA6REIhFSM65fvx5+fn7o27dvg/Ey22NqPKy5mSq5t9J4WLO8OXHiBFJSUnDbbbeZPfdGbnVIuZubG/Lz82/4nJvh5eUFf39/pKSk1DnWUENVfQ14+fn5qKysrNOIR0T45ptvMG3atDp/A2677TbExsaipKQEWVlZOHz4MCorK4XGrsYa1mo34Gm1WgQGBuKuu+7Cjz/+iNOnT9dJfZiUlIThw4fjySefrDNCyMvLCz4+PkLF1PQcIqqTArK0tBQbNmzAv//97zrfWb9+/XD8+HEUFBQgJycHO3bswNWrV4XP9OeffyI1NRXOzs6Qy+VCj/XEiRMxdOhQAMC6deuQkZGBVatW4Y477sDAgQOxbt06pKen4+effwZgLLM++ugjlJSUIDMzE7m5uULl3/QO2pTP5OXlhaCgILOGzu7duyM3N7fONKA2yYrzxZkNamjFzcuXLwvnmFZCPHXqFMXGxlL//v0bXQDkxIkTpNFoaNasWRQfH09nz56ln3/+2WxVSX9/f1q6dKnFP58pZVVCQoLZ/jFjxlCvXr3owIEDdODAAerZs6dZup7s7Gzq1q0bHTp0SNg3c+ZM8vX1pV27dtGxY8do+PDhN50WbP78+ZSUlETR0dF10oLVTslRUFBAHh4e9Mgjj1BCQgJt3ryZnJycbiotmFarpc2bN1NCQgI98sgjddKCDR8+3GzlSVNasOjoaEpKSqJ58+aRvb29sBiJib+/P3377bfNioe1H1zOWLecITKu6h0fH0/9+vWjKVOmUHx8PJ06dUo4vnnzZurWrZvw89atW2nFihWUkJBA586do5UrV5KTk1OdRR6JiN544w3y9vauN6b9+/eTTCajDz/8kJKTk+nDDz+skxaMyJju0M7OjpYvX15v/F988QUdPXqUzpw5Q//5z39Io9HQZ599ZnbO+PHjqUePHrR//35KSEigsWPHUkhIiLAoz3fffUcbN26kpKQkSk1Npe+//558fHxo6tSpwj0++ugjUiqV9OOPP5r92zStkmz6rhQKBa1YsYJSUlLoiy++IJlMRnv37jWLJyUlhSQSCW3fvr3ez/Txxx/TyZMnKTExkd59911SKBRmCxjV9+9h2rRpZlkhav/emHXdaCGw0tJSAmCW6mjnzp2NlmVTpkypk4artqaWZVevXhUWiGxoq5nqr7YffviBXFxcGsyA0pxF02q7cuWKsNBhbUOGDKmT9o/on0XTLl68KOzbsGFDvYummb7X2uVwfa5du0ZarZa+/vprYV94eHidRdPuv/9+euSRRxq8j06nI41GIyzmSESUmJhI7u7u9NJLL9V7zddff00ajcasjPnpp59IKpXW+d2sWrWKVCoVXbly5Yaf6ezZsySVSun3338nImP6xYSEBLMNAH322WfCgruff/45eXp6mv2+Kysryd7e3mwhy9qmTZtG4eHhzfpMCxYsIH9/f7OFOJctW0ZeXl43/GxtAVe427mG8hfW/IOelJREAwcOJI1GQ7fffvsN/3gQGfP6jRw5khwcHMje3p569epFH3zwgXDcWi/CRESTJ0+uk8bq6tWrNHXqVHJ0dCRHR0eaOnWqWfymlUZrrh5bVlZGs2fPJldXV9JoNDR27Ng6K+L6+/ubpaKoz549e6hPnz6kVCqpc+fOdV443377bfL39zfbd/LkSRo8eDCpVCry9PSkhQsXmhWQpt9Benp6g881GAz09ttvC/kP77rrrjp/mOqL/7///S/5+/uTUqmkvn37UmxsrNnxuLg4cnZ2bvSPOGvfuJyxfjlT3/dds1xZtWoV1Wxz3759O91+++3k4OBAdnZ2FBoaSsuWLaPKykqz++r1evL19aXXXnutwWf/8MMP1K1bN1IoFBQcHEybNm2qc47pBa2goKDee0ybNo1cXV1JqVRSr1696m3QKywspMcff5ycnZ3J1dWVHnjgAbPvasOGDdS3b1/h30dISAhFRUVRWVmZcI6/v3+931Xt7zc6Opq6du1KarWaevfuTT/99FOdeBYsWEC+vr4Nruw+bNgw0mq1pFaracCAAbRt2zaz4/X9exgyZIhZnvPavzdmXe218TAzM5Pi4+PpnXfeIQcHB6FBr2YFq1u3bkJWk+LiYnrhhRcoLi6O0tPTaffu3RQeHk4+Pj510uA11lBlSgs2YsQIOnbsGO3atYt8fX3NvhuTRx991CzPd007duyg7du3U1paGu3cuZN69+5N/fv3N1sx+0YNa6mpqRQVFUVHjhyhzMxMiouLo/Hjx5Orq6uQOiwxMZE6duxIU6dONfv3kZeXJzynuLiYfH196cEHHxT+jQQGBtK///3vOnHfeeed9PDDD9f7mb7//nvavXs3paam0k8//UT+/v40YcKEes81Qa1VypOTk0mlUtEzzzxDSUlJlJiYSI8++ihptVqhkePy5cu0fPlySk5Opvj4eJozZw6p1WqzhsGmfKbz58+Tg4MDzZ49m86cOUO//vorubu70/vvvy+cU7vDqSmNkK0Fl9qszTt58iS5u7tbPNdpaWkpqdVq+vPPPy36nPqsWrWKunbtKkq6hQcffNCsksNYe9QeyhnG2rv22njY0Oeu2TiEGmn7SktLhTR6CoWCOnXqRNOnT683bd+NGqoyMzPp3nvvJY1GQ66urjR79mwqLy83O6egoIA0Gg2tWLGi3nts3LiRunTpQkqlkjw9PenZZ5+tt7GvsYa1Cxcu0N13303u7u6kUCjI19eXpkyZQqdPnxbOefvtt2/Y2ElkrOhGRkaSRqMhX19fev755+t0WphSf+3cubPez/TZZ5+Rr6+v8P2+8cYbN8zPXrvCTWQcgTFo0CDSarXk4uJCw4cPpwMHDgjHL1++TAMHDiR7e3uys7OjESNG1Bmx1NTPFBcXRwMGDCCVSkVdunShDz74wGykVO0Op6Y0QrYWEqIaE00Ya6PWrFmDvn37omfPnhZ7xo4dO/DFF1+YrUZpLZMnT8bEiRPx0EMPWfW5Op0OixcvxgsvvFBnoQ/G2pu2Xs4wxtq+hIQEREZG4ty5c3B0dBQ7HMbaBK5wM8YYY4wxxgBYp/GQsfaEK9yMMcYYY4wxxpgFcFowxhhjjDHGGGPMArjCzRhjjDHGGGOMWQBXuBljjDHGGGOMMQuQix2ApRkMBly8eBGOjo6QSCRih8MYa6eICMXFxfD29oZU2rJtnVzOMcZsgSXLOYDLOsaY+G6qnBMtIVm17Oxsmjp1Krm6upJGo6HevXvTkSNHhOMGg4Hefvtt8vLyIrVaTUOGDKHExMQm3z8rK6venHi88cYbb2JsWVlZLV6OcjnHG2+82dJmiXKOyzreeOPNlrbmlHOi9nDn5+dj0KBBGDZsGLZv3w53d3ekpqbC2dlZOOfjjz/GkiVLsHr1agQFBeH999/HyJEjcebMmSblBzSdk5WVBScnJ4t9FsYYa0xRURH8/PwskteUyznGmC2wZDkHcFnHGBPfzZRzola4P/roI/j5+WHVqlXCvs6dOwv/TURYtmwZXn/9dUyYMAGAMTegh4cH1q1bh6effvqGzzANOXJycuLCmTEmOksMg+RyjjFmSyw13JvLOsaYrWhOOSfqomlbt25FWFgYHnroIbi7u6NPnz5YuXKlcDw9PR25ubkYNWqUsE+lUmHIkCGIi4ur9546nQ5FRUVmG2OMtSVczjHG2gMu6xhjbYGoFe60tDQsX74cgYGB+P333zFz5kzMmTMH3377LQAgNzcXAODh4WF2nYeHh3CstkWLFkGr1Qqbn5+fZT8EY4xZGZdzjLH2gMs6xlhbIGqF22AwoG/fvoiKikKfPn3w9NNP48knn8Ty5cvNzqvdZU9EDXbjL1iwAIWFhcKWlZVlsfgZY0wMXM4xxtoDLusYY22BqHO4vby8EBISYrave/fu2LRpEwDA09MTgLGn28vLSzgnLy+vTq+3iUqlgkqlslDEjDEmPi7nGCywKTkAACAASURBVGPtAZd1jLG2QNQe7kGDBuHMmTNm+86ePQt/f38AQEBAADw9PRETEyMcr6ioQGxsLCIiIqwaK2OMMcYYY4wx1hyi9nDPnz8fERERiIqKwqRJk3D48GGsWLECK1asAGAcSj5v3jxERUUhMDAQgYGBiIqKgp2dHaZMmSJm6IwxxlpQld6ASj2hQm9ARZUBlXrjVlFlqLGPUKk3QK2QoW8nZ4uthMwYY5ZgMBjLuMpaZZququY+Y5lnMAB9OjnDXiXqqzpjrAWI+n/xHXfcgS1btmDBggV49913ERAQgGXLlmHq1KnCOS+//DLKysowa9Ys5OfnY8CAAdi5c6fFcjwyxhiznhJdFR74736k5JU067pFE3rikf6dLBQVY4y1rIVbT2F1XEazrhkS1BFrHu9vmYAYY1YjerPZ2LFjMXbs2AaPSyQSLFy4EAsXLrReUIwxxqzij+RL9Va2lXIplDIpFDIJlHIpFDLjz1UGwvlrpfhsVwoe6OMDtUImQtSMMdZ0xeWVWHsos85+hUwChay6fKtV5qVdvo7Ys5dxKO0qBnTpIELUjLGWInqFmzHGWPsVk3QJAPDvOwPw/KggKGRSyKWSBoeL66r0GLZ4Dy4WlmP94fP416AAa4bLGGPNFnv2Mir1hC5u9tj63J3GirZUCqm04Wkxr29JwNpD57Ek5iw2PDWQp9Aw1oqJumgaY4yx9ktXpceeM5cBAPf08oKdUg6FTNroi6VKLsPs4YEAgC/3pKKsQm+VWBlj7GbtPGVsWBzZwwMOKjlUclmjlW0AmD28K5QyKQ6lX8OB1KvWCJMxZiFc4WaMMSaKg2nXUKKrQkdHFW73dW7ydQ/284WviwaXi3X1DtNkjDFbUVFlwO4zeQCAUSGeTb7OS6vBlAHGdSqWxJwFEVkkPsaY5XGFmzHGmCh2nsoFAER297hhb09NSrkUc6p7uZfvScV1XZVF4mOMsVt1KP0qisur4OagQh+/pjcsAsCsobdBJZfiSGY+/kq5YqEIGWOWxhVuxhhjVmcwEHYlG4dZjurh0ezrJ/T1gX8HO1y9XoFvD3AvN2PMNpnWqRgZ4t6shkUAcHdSY9pAfwDcy81Ya8YVbsYYY1Z38kIhLhXpYK+UIeK25q/AK5dJMXeEsZf7679SUVxe2dIhMsbYLSGif+ZvhzS/YREAnh5yGzQKGU5kFQhD0xljrQtXuBljjFldTJJxOPnQbu5QyW8utdf4233QpaM9CkorsXp/RgtGxxhjty7hQiFyi8php5Qh4ja3m7pHR0cVHovgXm7GWjOucDPGGLM6U6/PzQwnN5FJJZgXGQQAWLk3DYVl3MvNGLMdpuHkQ4I6Qq24uYZFAHj6rttgr5Qh8UIRdlbfkzHWenCFmzHGmFWlX7mOlLwSyKUSDO3mfkv3urenF4I8HFBUXoVv9qW3UISMMXbrWqJhEQBc7ZX416AAAMDSmLMwGLiXm7HWhCvcjDHGrMo0nHxglw7QahS3dK+avdzf7EtHQWnFLcfHGGO3KvPqdZy5VAyZVIJht9iwCAD/HhwAR5Ucp3OLsaM6wwNjrHXgCjdjjDGrutVFhGob08MTwZ6OKNZVYeXetBa5J2OM3QrTcPIBAa5wtlPe8v2c7ZR4/M5/ern13MvNWKvBFW7GGGNWc6VEh6Pn8wG0XIVbKpXg+ZHGXu5V+zNw7Tr3cjPGxGWaaz2qhco5AHhicACc1HKk5JXg15MXW+y+jDHL4go3Y4wxq/kj+RKIgFAfJ3g7a1rsviNDPBDq44TSCj2+/iu1xe7LGGPNdbVEhyMZ1wAAkS1Y4XZSK/DUXV0AAJ/tSkGV3tBi92aMWQ5XuBljjFlNjNDr49mi95VI/unl/jYuE5eLdS16f8YYa6o/TufBQEAPbyf4uti16L1nDAqAi50CaVeu4+fj3MvNWGvAFW7GGGNWUVpRhb0pVwDc+qq99RnWzR23+zmjrFKPr2K5l5sxJg5Tw2JLTZupyUElx9NDbgMAfP5nCiq5l5sxm8cVbsYYY1bx19kr0FUZ4OeqQTcPxxa/f81e7u8OZuJSUXmLP4MxxhpTVqHH3pTLAFp+JI/JY+H+6GCvRObVUmw5dsEiz2CMtRyucDPGGLOKndXpwEaFeEIikVjkGYMD3RDm7wJdlQFf7j5nkWcwxlhD9qZcRnmlAT7OGnT3avmGRQCwU8rxzFBjL/dnf6Sgoop7uRmzZVzhZowxZnFVegP+PJ0HwDLDLE0kEgmeH2Xs5V5/OAsXC8os9izGGKtNWJ28h4fFGhYB4NGB/ujoqMKFgjL8cDTLYs9hjN06rnAzxhizuL8z8lFQWgkXOwXC/F0s+qyI29wwsIsrKvQG/Jd7uRljVlKlN+CPZMvN365JrZDh2epe7v/8eQ66Kr1Fn8cYu3lc4WaMMWZxpkWEhgd7QC6z/J+e+ZHGXu7vj2Qh61qpxZ/HGGNHM/ORX1oJrUaB/p1dLf68yf07wdNJjZzCcmz8m3u5GbNVXOFmjDFmUUT0z/xtC6xOXp8BXTrgzq5uqNQT/vMn93IzxizP1LA4ItjdKg2LaoUMzw7vCsDYy11eyb3cjNkiUSvcCxcuhEQiMds8Pf9Z0ZGIsHDhQnh7e0Oj0WDo0KE4deqUiBEzxhhrrtO5xcjOL4NKLsXgQDerPXd+9Yrlm+OzkVfMK5YzxizH2LD4z/xta3k4zA8+zhrkFevw83FesZwxWyR6D3ePHj2Qk5MjbAkJCcKxjz/+GEuWLMF//vMf/P333/D09MTIkSNRXFwsYsSMMcaaY+cp40vo4MCOsFPKrfbcfv4u6Ofvgko9Yd2h81Z7LmOs/TlzqRjnr5VCKZdicGBHqz1XKZdiRkRnAMCq/RkgIqs9mzHWNKJXuOVyOTw9PYWtY0djIUVEWLZsGV5//XVMmDABoaGhWLNmDUpLS7Fu3TqRo2aMMdZUMcnWHU5ek+lF9LuD5zl1DmPMYmJMDYtd3WCvsl7DIgBMCvODRiHD6dxiHEq/ZtVnM8ZuTPQKd0pKCry9vREQEIDJkycjLS0NAJCeno7c3FyMGjVKOFelUmHIkCGIi4sTK1zGGGPNcKGgDIkXiiCVGOc1WtuYUE94OKlwpUSHbQk5Vn8+Y6x9MA0nt/Tq5PXR2ikwoa8PAGD1/gyrP58x1jhRK9wDBgzAt99+i99//x0rV65Ebm4uIiIicPXqVeTmGntEPDzMCy4PDw/hWH10Oh2KiorMNsYYa0taUzkXc8pYXof5u6KDg8rqz1fIpJg20B8AsCouw+rPZ4zdvNZS1l0sKEPChUJIJMCI7tavcAP/jObZmZSL7HzOzMCYLRG1wn333Xdj4sSJ6NmzJyIjI/Hbb78BANasWSOcI5FIzK4hojr7alq0aBG0Wq2w+fn5WSZ4xhgTSWsq52KslJO2MY/07wSlXIoTWQWIP58vWhyMseZpLWXdrupyrm8nF3R0tH7DIgAEejjizq5uMBDwv4OZosTAGKuf6EPKa7K3t0fPnj2RkpIirFZeuzc7Ly+vTq93TQsWLEBhYaGwZWVxXkLGWNvSWsq5wtJKHEwzzicUs8LdwUGFcb29AQCruZebsVajtZR1pnRgo0Qs54B/erk3HM5CWQWnCGPMVthUhVun0yE5ORleXl4ICAiAp6cnYmJihOMVFRWIjY1FREREg/dQqVRwcnIy2xhjrC1pLeXc7jN50BsIQR4O6OxmL2osphfR307m4FIRpwhjrDVoDWVdYVklDqReBSBuwyIADAt2RydXOxSWVeInThHGmM0QtcL94osvIjY2Funp6Th06BAefPBBFBUVYfr06ZBIJJg3bx6ioqKwZcsWJCYmYsaMGbCzs8OUKVPEDJsxxlgT7EyqXp08xFPkSIBQHy3u6OyCKgNhLQ+3ZIy1kD1n8lBlIHR1d0CXjg6ixiKTSvBYePWaFfvTOUUYYzZC1Ap3dnY2HnnkEXTr1g0TJkyAUqnEwYMH4e9vLCxefvllzJs3D7NmzUJYWBguXLiAnTt3wtHRUcywGWOM3UB5pR6xZy4DEL/Xx2RGRAAAYO2h89BV8XBLxtit22kjw8lNHgrzg51ShrOXSoSed8aYuKybKLCWDRs2NHpcIpFg4cKFWLhwoXUCYowx1iIOpF7F9Qo9PJ3U6OmjFTscAMY84F5aNXIKy/HriRxM7OcrdkiMsVZMV6XHntN5AGynYVGrUWBiX1/872AmVsVlIKKrm9ghMdbu2dQcbsYYY21DzZy0UmnDmSWsSSGT4tHqFGGr4zJ4uCVj7JaYGhbdHVXo7essdjiC6RHGcm5X8iVkXeMUYYyJjSvcjDHGWpTBQEKaHFvp9TExpQhLuFCIY5wijDF2C0wNi5E21LAIAF3dHTE40A1EwLcHMsQOh7F2jyvcjDHGWtTx7AJcLtbBUSXHwC4dxA7HjKu9EvffbkwRtmp/hrjBMMZaLYOBsMvG5m/X9K9BnQEAG/7OwnVdlbjBMNbOcYWbMcZYizLlpB0a7A6l3Pb+zEyvThG2PTEXOYVl4gbDGGuVEi4UIq9YBweVHOG32VbDIgAMDXKHfwc7FJdXYUs8pwhjTEy29ybEzFwt0fE8Q8ZYq5KcUwQACLex3m2THt5a9A9whd5AWHvwvNjhMMZaIVM519ffBSq5TORo6pJKJZge3hkAr1nBmNi4wm3DNhw+j37v78LHv58ROxTGGGsy0yI9/h3sRI6kYf+q7uVed/g8yis5RRhjrHmy8qvLOVfbLeceDPOFvVKGc3kl2H+OU4QxJhaucNuoS0XleP+3ZADAV7GpOJ5VIHJEjDF2Y0SE7HzjMG0/F9t9ER0Z4gEfZw2uXa/ALycuih0OY6yVybpWXc65akSOpGFOagUeCvMDAKyOSxc5GsbaL65w26h3fjmFEl0VZFIJiIBXN51Epd4gdliMMdaoy8U66KoMkEoAL2e12OE0SC6TYlo4pwhjjN0cUw+3LTcsAsBj1eXcH6fzkHn1usjRMNY+cYXbBv15+hK2JeRCJpXg28f7w8VOgdO5xVjxV5rYoTHGWKNML6FeWg0UMtv+EzP5Dj+oFVKculiEI5mcIowx1nSmHm5fG69wd+nogKHdOlanCMsUOxzG2iXbfhtqh0orqvDmT6cAAP++MwCDurrhjXtDAACf/ZGC9CvcOskYs13/vITa7jBLE2c7JR7o4wMAWM0pwhhjTVRWoceVEh0A2x5SbjKjes2K7zlFGGOi4Aq3jflsVwouFJTBx1mDuZGBAIAJfX0wONANFVUGvLY5gYc+MsZslmnBND8bXkioJlOKsB2ncnGxgFOEMcZuLLt6JI+jSg6tRiFyNDd2V2BHdHGzR7GuCpuPZYsdDmPtDle4bUhyThH+b59xUYt3x/eAnVIOAJBIJPjg/p5QK6Q4kHYVPxzhwpIxZptay7xGk2BPJ4R36QC9gfDdQR5uyRi7MVM55+tqB4lEInI0NyaVSoTGxdVxGTAYuOOGMWviCreNMBgICzYnQG8g3NPTEyO6e5gd79TBDvMjgwAAH2xLxuVinRhhMsZYo1rDyr21zRjUGQCwnlOEMcaaQCjnWsHUGZOJ/XzhoJIj9fJ17Dt3RexwGGtXuMJtI9YePo/jWQVwUMnx9n096j3niTsD0MPbCYVllXj31yQrR8gYYzeWXdC6hpQDQGR3Y4qw/NJKbD3OKcIYY40zDSlvTeWcg0qOh8J8ARh7uRlj1sMVbhuQV1SOj3ecBgC8NLobPJzqT6Ujl0nx4YRekEqAX05cxO7TedYMkzHGGlWlN+BiQTmA1jOkHABkUgmmRxhT56ziFGGMsRtojT3cADA9vDMkEuDP03m8CC9jVsQVbhvw7q9JKC6vQi9fLR4d6N/ouT19tXjizgAAwBs/JfJqk4wxm5FTWA69gaCUS+HuqBI7nGZ5OKwTNAoZknOKcCj9mtjhMMZsWFYr7OEGgM5u9hjWzR0AsIZ7uRmzGq5wi2zPmTz8ejIHUgkQ9UBPyKQ3Xnxj/sgg+LpocKGgDJ/sPGOFKBlj7MaEhYScNZA2oSyzJVo7BSb0NaYI+yo2VeRoGGO2rLVlY6jpX9VrVmz8OwvXrleIGwxj7QRXuEVUVqHHmz8nAgD+NSgAoT7aJl1np5Qj6oGeAIzzcI5nFVgsRsYYa6rs6mGWPq1smKXJU3d1gVQC7DlzGacuFoodDmPMBhWWVaKo3Di60Me59ZV1d3Z1Q6iPE8oq9TyXmzEr4Qq3iD7/MwVZ18rgrVXj+ZFBzbr2rqCOeKCPD4iAVzedRKXeYKEoGWOsaVrrMEsT/w72GNvLGwCwfA/3cjPG6jL1bnewV8JeJRc5muaTSCSYNbQrAOOw8hKemsiYxXGFWyRncoux8q80AMA740NvqtB+497ucLFT4HRuMVZU34sxxsQiDLNsRQum1fbM0NsAANsScnhRIcZYHdk1cnC3VqN7eKKLmz0Kyyqx7lCm2OEw1uZxhVsEBgPhtS0JqDIQRoV4YGSIx40vqkcHBxXeHBsCAPjsjxR+OWSMiSorv/Xl4K6tu5cThge7w0DA1zyXmzFWS2tdobwmmVSCmUOMjYv/tzcduiq9yBEx1rZxhVsEG/7OwtHMfNgrZVg4rv6c2031QB8fDA50Q0WVAa9tTuB0Nowx0Qi5aVtxDzcAzKru5d50LBu5heUiR8MYsyWtfeqMyf19fOClVSOvWIdNRy+IHQ5jbZrNVLgXLVoEiUSCefPmCft0Oh2ee+45uLm5wd7eHuPGjUN2draIUd66y8U6fLg9GQDw/Khu8L7FBTckEgk+uL8n1AopDqRdxQ9HWvf3wxhrncor9bhUpAPQ+l9Ewzq7on+AKyr1hP/by9N1GGP/yDaN5GnlDYtKuRT/HtwFAPD1X6mo4rWAGLMYm6hw//3331ixYgV69epltn/evHnYsmULNmzYgH379qGkpARjx46FXt96h75EbUtGUXkVQn2cMD288ZzbTdWpg52w6NoH25JRVF7ZIvdljLGmulBgfAm1V8rgYqcQOZpbZ+rlXnf4PPI5dQ5jrNo/KcFa75Byk0f6+8HFToHMq6XYlpgrdjiMtVmiV7hLSkowdepUrFy5Ei4uLsL+wsJCREdH49NPP0VkZCT69OmD7777DgkJCdi1a5eIEd+88ko9tp64CAB4b3wo5LKW+/ofHxSA2zoaF8DYfJR7uRlj1lUzL61E0rpycNdnSFBH9PB2QmkFp85hjBkRUZvp4QaMaWb/NSgAAPDl7nM8LZExCxG9wv3ss8/i3nvvRWRkpNn+o0ePorKyEqNGjRL2eXt7IzQ0FHFxcdYOs0WkXCqB3kBwtlPgdj/nFr23XCbF9IjOAIBvD2ZyockYsyrTgmm+beAlFDBO1zGtWL46LgPXOXUOY+3elZIKlFXqIZHglqcE2orp4Z1hr5ThdG4xdp/JEzscxtokUSvcGzZswLFjx7Bo0aI6x3Jzc6FUKs16vQHAw8MDubkND3vR6XQoKioy22xFco4xlu6eThbpAZrQ1xcOKjnSLl/H/nNXW/z+jDHbYIvlXHZ1D7dvK165t7a7Q70QUJ06Z/3h82KHw1i7Y2tlnWnBNE8nNZRy0fusWoTWToGpA41THL/czZkZGLME0UqLrKwszJ07F9999x3UanWTryOiRiurixYtglarFTY/P7+WCLdFJJkq3F5OFrm/g0qOCX19AADfHsiwyDMYY+KzxXKurazcW5MxdY5xUaGVe9M4dQ5jVmZrZZ0wdaaNjOQxeeLOAChlUhzJzMfh9Gtih8NYmyNahfvo0aPIy8tDv379IJfLIZfLERsbi88//xxyuRweHh6oqKhAfn6+2XV5eXnw8Gg4b/WCBQtQWFgobFlZWZb+KE0m9HB7OVrsGdOqWyl3JV8SFjFijLUttljOtYXctPV5oI8vPJ3UuFSkw5ZjnDqHMWuytbLONH/btw0smFaTh5MaE/v5AgC+3HNO5GgYa3tEq3CPGDECCQkJOH78uLCFhYVh6tSpwn8rFArExMQI1+Tk5CAxMREREREN3lelUsHJyclsswVEVKPCbbmYAj0cEXFbBxgIWHsw02LPYYyJxxbLuew22MMNmFLnGBcV+io2FXoDr4/BmLXYWlnXVnu4AWDmkC6QSoA9Zy4j8UKh2OEw1qaIVuF2dHREaGio2WZvb48OHTogNDQUWq0WTzzxBF544QX88ccfiI+Px6OPPoqePXvWWWCtNbhYWI6i8irIpRIEejhY9FmPVacb2/h3Fg+BZIxZXImuCvmlxnSEba3CDQCP9O8EZzsFMq6WYltCjtjhMMZE0hanzpj4d7DH2F7eAIDlsTyXm7GWZNMrPixduhT3338/Jk2ahEGDBsHOzg6//PILZDKZ2KE1W/JFY+/2bR0doJJbNv7I7h7w0qpx9XoFvxwyxizO1OvjYqeAg0oucjQtz14lx4zqLBBf7knlLBCMtVP/pARrW0PKTUyZGbYn5CD9ynWRo2Gs7bCpCveePXuwbNky4We1Wo0vvvgCV69eRWlpKX755RfRF8y4WdaYv20il0kxpX8nAMC3B3hYOWPMsmrm4G6rZkR0hp1ShuScIuw5e1nscBhjVqY3EC5Wr43TVsu67l5OGB7sDgMBX3MvN2MtxqYq3G1Zcq7l52/XNLl/JyhkEsSfL0BCNs/FYYxZTpbQ69M2X0IBwNlOiakDjA2Zyzl1DmPtTm5ROSr1BIVMAg+npmfXaW1mVfdybzqWjdzCcpGjYaxt4Aq3lSTnFAOwXoW7o6MK9/T0AsApwhhjlpXVBnNw1+ffg7tAKZPicMY1/J3BqXMYa09M5Zy3swYyacPpaVu7sM6u6N/ZFZV6wsq9aWKHw1ibwBVuKyitqELGVeNcGGtVuIF/Fk/beuIi8q9XWO25jLH2xbRCuW8bHWZpYkyd4wMA+HI3p85hrD1pyyuU1/bMMGMv9/rD5/n9kbEWwBVuKzidWwwiwM1BhY6OKqs9t28nF4R4OUFXZcD3R8TP08sYa5vaag7u+jx9122QSoDdZy4jqXoxTMZY2ydMnWljObjrMzSoI0K8nFBaocfquAyxw2Gs1eMKtxVYc8G0miQSCaZHGHu5vzuUyfljGWMtjojabA7u+nR2s8e9nDqHsXYnW5g60/bLOYlEglnVvdyr4zJwXVclckSMtW5c4bYCU4U7xIrDyU3G9faBVqNA1rUyxJ7Ns/rzGWNtW35pJa5X6AEAPs5tv+cHAJ4ZYnwR/e3kRWRw6hzG2oW2nIO7PneHeiHAzR6FZZVYf/i82OEw1qpxhdsKrL1gWk0apQwP9fMFAKyJ4xRhjLGWZZrX6OGkglohEzka6wjxdsKwbh2NqXP+4l5uxtqD9jR1BgBkUgmevqsLAGDFX2nQVelFjoix1osr3BZmMBBO51g3JVhtjw70h0QCxJ69zL0xjLEWJfT6tINhljU9O6wrAOCHI9lIvVwicjSMMUvSVelxqdiYIqu99HADwAN9feDppEZesQ7fcqcNYzeNK9wWlpVfiusVeihlUnTpaC9KDJ3d7DEkqCMA4LuDXGAyxlqO0OvTjl5CAWPqnBHB7qgyEBZtOy12OIwxC7pYUA4iQKOQoYO9UuxwrEYll+H5kUEAgM//TME1XrGcsZvCFW4LM83fDvRwgEIm3tdtShH2/ZEslFXwsCDGWMv4p4e7fQyzrGnBPd0hk0qwK/kSDqReFTscxpiFCCnBXDWQSNpuDu76TOzni2BPRxSXV+HzP1LEDoexVokr3BaWJOL87ZqGBLnDz1WDovIq/Hz8gqixMMbajqx2tHJvbV3dHTClfycAwAfbkmDgTBCMtUmmhsX2WM7JpBK8cW8IAOMoyTSeQsNYs3GF28KSRZ6/bSKTSjBtoLGX+9sDmSDiF0PG2K3Lrs5N69sOctPWZ15kIBxVciReKMKWeG7MZKwtam8LptV2Z6AbhnXraJxCs52n0DDWXFzhtjCxcnDXZ1KYH1RyKZJyinDsfL7Y4TDGWjmDgXAh3/Qi2v56fgCgg4MKs6oXUFv8+xmessNYG9TeUoLV57XqKTQxSZdwMI2n0DDWHFzhtqCi8kqh90eMHNy1OdspMa63NwBOEcYYu3V5xTpU6A2QSSXw0qrFDkc0/xrUGT7OGuQWleP/9qaJHQ5jrIVlt+OpMyaBHo6YfIcfAOD933gKDWPNwRVuCzpdPX/bS6uGs51trGr5WHhnAMD2xBxcLtaJGwxjrFUz9fp4O6shF3FRSLGpFTK8PKYbAGB5bCryqtMHMcbahizTSJ52OnXGZP7IIDhUT6H5idcDYqzJ2u8bkhXYyvztmnr6atGnkzMq9YQNh8+LHQ5jrBUTVu5tx70+JuN6e6O3nzNKK/RYGnNW7HAYYy3kuq5KSIfVnoeUA4Cbgwqzht0GgKfQMNYcXOG2IFuav12TKUXY2kPnUaU3iBwNY6y1+mchofb9EgoAEokEb97bHQCw8e8snM4tEjkixlhLME0N1GoUcFIrRI5GfI8PCoCPswY5heWI3sdTaBhrCq5wW5At9nADwD09vdDBXonconLEJF0SOxzGWCv1z0JC7XuYpUlYZ1fcHeoJAwEf/JYsdjiMsRZQMwc3qzWFZg9PoWGsKbjCbSF6A+HMJdvIwV2bSi7D5P7GhS9W7E3jFGGMsZvyz4so93CbvHp3MBQyCfamXMGeM3lih8MYu0VCwyKP5BHc18sbvX21uF6hx9KYFLHDYczmcYXbQtKvXEd5pQFqhRSdO9iLHU4d0yM6QymXIv58AQ6mXRM7HMZYKyTk4G6nuWnr49/BHtOrF6eM2pbM03YYa+VMU2e4nPuHVCrBG2NDAAAb/z6PM7nFIkfEmG3jCreFmIaTd/N0gkwqETmautwd1Xiony8A4Ms950SOhjHW2lTqDcgp5Dnc9XlueCCc7RQ4e6kE3x/JFjscxtgt4Bzc9bujsyvG9DBOoYnaxlNoGGvMLVW4y8vLDlPyIQAAIABJREFUsWbNGnz55ZdISeEhJTWZKtwhNrZgWk1P33UbpBJgb8oVJGQXih0OY6wVySkoh4EAlVyKjo4qscOxKVo7BeYMDwQALIk5gxJdlcgRMcZuFmdjaJhpCk3s2cv46+xlscNhzGY1ucL90ksvYe7cucLPFRUVCA8Px5NPPonXXnsNffr0wYEDB5r18OXLl6NXr15wcnKCk5MTwsPDsX37duG4TqfDc889Bzc3N9jb22PcuHHIzm4dvQW2umBaTZ062GFcb28AwPJY7uVmjDWdqdfH10UDicT2RvGI7dGB/ujcwQ5XSirw1Z5UscNhjN0EIhKmzvCiaXV1drPHYzWm0OgNvCYQY/VpcoV7+/btGDFihPDz2rVrkZmZiZSUFOTn5+Ohhx7C+++/36yH+/r64sMPP8SRI0dw5MgRDB8+HOPHj8epU6cAAPPmzcOWLVuwYcMG7Nu3DyUlJRg7diz0etvP+5ecY5sLptX2zNCuAIDtiblIvVwicjSMsdaCF0xrnFIuxat3G9OErdybhosFZSJHxBhrroLSSmGEii/3cNfrueFdodUocDq3GD8cyRI7HMZsUpMr3OfPn0dISIjw886dO/Hggw/C398fEokEc+fORXx8fLMeft999+Gee+5BUFAQgoKC8MEHH8DBwQEHDx5EYWEhoqOj8emnnyIyMhJ9+vTBd999h4SEBOzatatZz7G2/OsVyC0ypkkI9rTdIeUA0M3TEZHd3UEEfB3LvTCMsabhlXtvbHQPD/Tv7ApdlQGf/H5G7HAYY81kKuc6OqqgVshEjsY2OdspMWeEcQrNpzFneQoNY/VocoVbKpWapY86ePAgBg4cKPzs7OyM/Pz8mw5Er9djw4YNuH79OsLDw3H06FFUVlZi1KhRwjne3t4IDQ1FXFxcg/fR6XQoKioy26zNNJzcz1UDR7XC6s9vLlMv95b4C9wLw1grYAvlnGnlXh5m2TCJRII3xhp7uTfHX8DJ7AKRI2KsdRG7rBOGk/MK5Y2aVj2F5nKxjjtvGKtHkyvcwcHB+OWXXwAAp06dwvnz5zFs2DDheGZmJjw8PJodQEJCAhwcHKBSqTBz5kxs2bIFISEhyM3NhVKphIuLi9n5Hh4eyM3NbfB+ixYtglarFTY/P79mx3Srkkzztz1tezi5ST9/FwwIcEWlnrByb5rY4TDGbsAWyjnu4W6aXr7OuP9241oZ7/+WbNZwzRhrnNhlHU+daRrjFJpgAMYpNKYMFowxo2Ytmvbqq69ixIgRGDFiBO655x4EBAQIx7dt24Y77rij2QF069YNx48fx8GDB/HMM89g+vTpSEpKavB8Imp0gZ4FCxagsLBQ2LKyrD+fpLXM367p2WHGXu4Nh7Nw7XqFyNEwxhpjC+XcPz3c/CJ6Iy+NCYZKLsXh9Gv49WSO2OEw1mqIXdZxw2LTje7hif6dXVFeacAHv3GaMMZqanKFe+LEidi2bRt69eqF+fPnY+PGjWbH7ezsMHv27GYHoFQq0bVrV4SFhWHRokXo3bs3PvvsM3h6eqKioqLOMPW8vLxGe9JVKpWw6rlps7bWsEJ5bYMD3RDq44SySj1W708XOxzGWCPELufKK/W4UqIDYFylnDXOx1mDmUNuAwC89XMiLhfrRI6IsdZB7LLO1LDI5dyNSSQSvHVfCGRSCX49mYPtCdy4yJhJkyvcb731FoYOHYqlS5filVdegZ2deWvfjBkzmr1KeX2ICDqdDv369YNCoUBMTIxwLCcnB4mJiYiIiLjl51hKpd6Ac3nG1b5DWlGFWyKRYFb1XO7VcRm86AVjrEHZ1b0+jio5tBrbX6fCFjw7rCuCPR2RX1qJN35K4KHljLUCQg83j+RpklAfLZ6pblx846dEXC3hxkXGgGZUuFevXo3+/fsjISGhzrEVK1agV69ekMvlzXr4a6+9hr179yIjIwMJCQl4/fXXsWfPHkydOhVarRZPPPEEXnjhBfzxxx+Ij4/Ho48+ip49eyIyMrJZz7Gm1MslqNAb4KCSt7oW0dE9PNHFzR5F5VVYdyhT7HAYYzZK6PVxteMc3E2klEvx6aTekEsl+P3UJWw9cVHskBhjjTAYauTg5iHlTfbcCGPj4tXrFXjjp0RuXGQMzahwJyYmIjQ0FHfccQcWLVoEg8GA8+fPIzIyEi+//DI+/fRTbN++vVkPv3TpEqZNm4Zu3bphxIgROHToEHbs2IGRI0cCAJYuXYr7778fkyZNwqBBg2Bn9//t3Xd4VGXaP/Dv9MlMJpNGJgkJIfQWIASkFxVQLNhwVRAXX8uKwhK7rvvusq6KZWUtKGt7XRUVfyooWIAAgrQIBELvIaQnpE0mmWTq+f0xmYFAkDYzZ8r3c11zJTlzktyczd6e+zzPcz8aLF++HDJZ4G7N4J5O3itRB6k0uG5EZVKJZ9rjhxuOo8UW+PudE5H/nVrXGFwPFcXWN1nv2T7nb9/vQ2Xr9pFEFHhONlpgtTshlQBJ0WqxwwkaKrkM/7rd9XDx570VWM6+FUQXXnBHRUXh008/xVdffYU333wTgwYNQkZGBuRyOfbs2YP777//on/5Rx99hMLCQlgsFlRVVWH16tWeYhsA1Go13n77bdTU1MBsNmP58uWidOO9GMHYMO10N2d2RJJejSqTBd/uKBE7HCIKQOzce+lmjuuKjI56GJtt+MsSTi0nClTuPJekj4BCdsG3ywTX1PJZV7mWKf7t+72oMvHhIoW3i84gQ4cORUZGBnbv3g2n04mnnnoq4ItgfwrGhmmnU8qleGB0FwDAe+sLYHc4RY6IiAKNp0M5R7gvmkImxb9uHwClTIo1B6vwTR4fbBIFolPrt5nnLsUjV3ZD3+Qo1Jv5cJHoogruL7/8En379oXT6cSBAwcwc+ZMTJo0CXPmzEFzM/fcA04vuHUiR3Lp7rwiFTEaBYpqzfiRXSaJ6AxsJHR5eibqkD3BNbX8+eX7uWctUQAqqeX67cuhkLn6VihkEqw+UIUlO0rFDolINBdccE+ZMgUPPvgg5s6dizVr1qBnz5549dVXsW7dOqxYsQIDBgzAli1bfBlrwKsytaC60QqJxHVDFaw0SjnuHenaY33humN8KklEbXBK+eV7cHQXDEyNhslix1Pf7GaeJQowfLB4+XolRiF7fA8AwNzl+1Bh5NRyCk8XXHCXl5dj586dmD17dpvjw4cPx65duzBp0iSMHTvW6wEGE/f67fQ4LTTKi+vYHmj+OLwztEoZDlaY8MuhKrHDIaIAYWy2oaHFtW1gx2hOtbxU8tap5Sq5FBuOVGPxtmKxQyKi03APbu/405guGJCih6nFjqe/5cNFCk8XXHBv2LAB3bp1a/c9tVqNN998E6tXr/ZaYMEo2Ndvn06vUWDasDQAwDu/cJSbiFzce3DHaZXQqoL7waLYuiVE4slregIAXvhhv2fmABGJjyPc3iFvnVqulEux/vBJ/L/tfLhI4eeCC26p9Pynjhkz5rKCCXahsH77dPePSodSJkXeiTpsPV4rdjhEFABO34ObLt+9I9MxOC0GTVYHnv52N5xOPtwkEpvd4UR56/RnruG+fN0SdHhiomtq+T9/OOB5cEsULrjPgReF0gg3ACREqTFlcAoA4N11x0SOhogCQQn34PYqmVSCf90+AGqFFJuP1WDRbyfEDoko7JUbW+BwClDKpUjQqcQOJyTcN6oLstJi0Gjh1HIKPyy4vaTF5sCxk00AQqfgBlxrb6QSYP3hk9hbahQ7HCISGRumeV/neC2eubYXAGDeTwdxoqZJ5IiIwps7z6VER0AqlYgcTWiQSSV4bUp/qBVSbDpag0W/FYkdEpHfsOD2kqNVjXA4BegjFEjSq8UOx2vS4rS4oX8yAGDheo5yE4W74jpuleML9wzvjGFdYtFsc+DJrzm1nEhM7vXbXDrjXV06ROKpa9wPFw+gqIZTyyk8sOD2kv2nrd+WSELraejMcV0BAD/tKcfuknqRoyEiMZ0a4eaUcm+SSiV4bcoAaJUybC2sxcebC8UOiShsFXv24Gae87YZIzrjivRYmK0OPPHNLj5cpLDAgttLQm399ul6J0XhlsyOEATgL0v3wMHkSBSWBEFACUe4fSY1VoO/XN8bAPDqioM4drJR5IiIwlMJO5T7jFQqwb+mDIBGKcPW47X4Lx8uUhhgwe0loVxwA8BfruuNKLUce0sb8NmWQrHDISIRVDda0WxzQCIBkrkHt09MvaITRnePh8XuxKNf5aPF5hA7JKKww6UzvtUpToNnJ7mmlr+68iD2lbFHEIU2FtxeIAgCDpSbAAB9QrTg7qBT4enW5PivVYdR2dAickRE5G/uUZ/EKDWUcv7nwxckEgleua0/9BEK7C4x4tkle9jNl8jPPE3TOKXcZ6YNTcOYHh3QYnPiwU/zUNNoETskIp/hHZMXlBtbYGy2QSaVoFtCpNjh+MxdQzohs1M0Gi12PP/DfrHDISI/46iPfyRHR+DdaYMgk0qwdGcpPthQIHZIRGGjxeZAlclV/HFKue9IpRK8dedAdI7ToLS+GTM/3wGr3Sl2WEQ+wYLbC9zTybt20EKtkIkcje9IpRK8eHMGZFIJftxdjnWHqsQOiYj8yDPqw4ZpPjeyWzz+t3U997yfD+IX5lsiv3D3qdAqZYjRKESOJrRFa5T48I+DEamSY+vxWsxdvk/skIh8ggW3F4T6+u3T9UmOwr0jOgMA/vf7vVxfSBRGPI2EOMLtF38c0Rl3DkmFIAB//mInjlaxiRqRrxWf1jAt1HadCUTdEnR4886BkEiAL34rwme5J8QOicjrWHB7gXv9djgU3ACQPaEHkvRqFNc2Y8Hao2KHQ0R+4tkqh9Ms/UIikeD5m/phSOcYmCx2PPjpdhjNNrHDIgppJZ7128xz/nJ1b4Nnf+5/LNuHzceqRY6IyLtYcHvBgYrwGeEGgEiVHH+/sS8A4L1fj+FolUnkiIjIHzwjP2wk5DdKuRQL785Csl6NguomzF68k1szEvmQp1cFl8741UNju+CmgcmwOwU88vkOzxImolDAgvsyNVsdKKxuAgD0TtKJHI3/XNPXgPG9E2BzCHhu6V520SUKcQ6ngLJ6jnCLIT5ShffvGQy1QopfD5/Eyz8fEDskopDlLvS4dMa/3Ds0ZHTUo85sw/2fbEejxS52WERewYL7Mh2qNMEpAPGRSiTo1GKH4zcSiQRzJ/dFhEKG347X4tsdpWKHREQ+VNHQAptDgEImgSEqfHJdoOjXUY/Xbx8IAPhgw3F8m1cickREoamkjg8WxaJWyPD+PVnooFPhUKUJj32VDydn9FAIYMF9mcKpYdqZUmI0mDO+OwDgpZ8OoK7JKnJEROQr7nWNHaMjIJOykZAYru+fhD9f1Q0A8OySPdhRVCdyRESh51TTNE4pF0OSPgLvTc+CUibFqv2VeGPNEbFDIrpsohbc8+bNw5AhQ6DT6ZCQkICbb74Zhw4danOOxWLB7NmzER8fD61Wi8mTJ6OkJHCe7O8qrgfgGn0IR/eNSkcPQyRqm6x4ZcVBscMhIh9xr2tkIyFxZY/vgYl9DLA6nPjTZ3moMLaIHRJRyDC12FDf2piQuU48gzrF4KVbMwAAb605gh93l4scEdHlEbXgXr9+PR555BHk5uYiJycHdrsdEydORFNTk+ec7OxsLF26FIsXL8bGjRvR2NiIG264AQ5HYGxHld9acA9MjRY5EnEoZFK8eIsrKS7eVozthbUiR0REvuBZ18hRH1FJpRLMv2Mgehp0OGmy4MHPtnN7RiIvce/EEKNRIFIlFzma8DYlKwX3j0oHADzx9S7sKzOKHBHRpRO14F6xYgVmzJiBvn37YsCAAfj4449RVFSEvLw8AIDRaMRHH32E119/HePHj0dmZiYWLVqEPXv2YPXq1WKGDgBotNhxqNLVoTszTAtuABjSORZ3DE4FADy3dC9sDqfIERGRt7mnWXLUR3yRKjk+/ONgxGgU2F1ixDPf7mbjSiIvOH0PbhLfM5N6YUyPDmi2OfDgp3mobrSIHRLRJQmoNdxGo+vpVWxsLAAgLy8PNpsNEydO9JyTnJyMfv36YfPmzaLEeLrdJfUQBCBZr0ZCmDcRemZSL8RoFDhUacJHG4+LHQ4ReVkJ9+AOKKmxGrwzbRBkUgm+yy/De78WiB0SUdBjh/LAIpdJ8fadmUiP16K0vhkzF+XBauegDgWfgCm4BUHAY489hlGjRqFfv34AgIqKCiiVSsTExLQ512AwoKKiot2fY7FY0NDQ0OblK+7p5JmdYs5zZuiL0Srxl+t6AwDeWH2Y+ycS+ZA/85wb9+AOPCO6xmPujX0AAK+sOIhlu8pEjojIu/yd69wdylO4dCZg6DUKfHDPYOhUcmwrrMOT3+yCg53LKcgETME9a9Ys7N69G19++eV5zxUEARJJ+11y582bB71e73mlpqZ6O1SP/KLwXr99pilZKRiaHosWmxNzl+3jFEciH/FnngMAi92BigZXcy6OcAeWu4elYfqwNAgCkL14J5az6KYQ4u9cxxHuwNQtIRJvT82EXCrB9/lleOJrFt0UXAKi4J49ezaWLVuGX375BSkpKZ7jiYmJsFqtqKtru/VJVVUVDAZDuz/r2WefhdFo9LyKi4t9ErMgCNjpbpjWiQU34Nqb+8Vb+kEhk2DNwSr8uIddJYl8wV95zq3gZBMEAdAqZYjTKn36u+jiSCQS/GNyX9yelQKnAMxh0U0hxN+57khVIwAgLY4Fd6AZ1zMBb9/lKrqX7ixl0U1BRdSCWxAEzJo1C0uWLMHatWuRnp7e5v2srCwoFArk5OR4jpWXl2Pv3r0YMWJEuz9TpVIhKiqqzcsXyowtOGmyQCaVoF9yeG4J1p5uCTr8aUxXAMBT3+zG/jLfT3UlCjf+ynNum45WAwAGd4495+wiEo9UKsErt/Vn0U0hx5+5rrjWjKJaM2RSCZcKBqhJGUksuikoiVpwP/LII1i0aBG++OIL6HQ6VFRUoKKiAs3NrjU0er0e9913Hx5//HGsWbMGO3fuxN13342MjAyMHz9ezNA908l7J+kQoZSJGkugmTO+O0Z1i4fZ6sD9n2xDlYn7xBIFM3fBPapbvMiR0Lmw6Ca6PO48l5kazS3BAhiLbgpGohbcCxcuhNFoxLhx45CUlOR5ffXVV55z/v3vf+Pmm2/GH/7wB4wcORIajQbLly+HTCZukZtf7JrmzvXbZ1PIpHhn6iB0ideizNiCBz/N4z6xREHKanfit+O1AICRLLgDGotuoku3sbXgZp4LfCy6KdiIPqW8vdeMGTM856jVarz99tuoqamB2WzG8uXLfd4040K4O5QPTOW0o/boNQp8NGMI9BEK5BfX46lvuE8sUTDKL66H2epArFaJXok6scOh8ziz6M7+Kp9FN9F5OJ0CthyrAcCCO1icWXQ/yaKbAlhANE0LNjaHE7tLXHuGc4T73NLjtVh49yDIpRIs21WGBWuPih0SEV0k9zTLEV3jIJVy/XYwOL3odjgFFt1E53GwwoSaJis0Shnv64KIu+iWSSVYwqKbAhgL7ktwqMIEi90JnVqOLvFascMJaCO6xuP5m1z7qr+ecxg/7mbncqJgwvXbwYlFN9GFc+e5oemxUMp5axxMJmUkYQGLbgpwzCqXwLMdWGo0R3wuwNShnfA/I10d6B//Oh+7S+pFjoiILoSpxebJd5xmGXxYdBNdGK7fDm4suinQseC+BO4O5ZmcdnTBnru+N8b17IAWmxMPfLodFUZ2LicKdFuP18LhFJAWp0FqLPelDUYsuol+n9XuxFY2hgx6LLopkLHgvgSeDuWdWHBfKJlUgrfvykT3hEhUNljwwKfb0Wxl53KiQLbRs36bN6HBrL2i+/v8UrHDIgoIO4vq0GxzID5SiZ4GNoYMZmcW3U98vQs2h1PssIhYcF8so9mGYyebAAADUlhwXwydWoH/mzEEsVol9pQa8fjX+XDy6SNRwNp81NW1l+u3g9+ZRfecxfmYn3OYOZjC3qbTHixymWDwO73oXrqzFHd/+Btqm6xih0VhjgX3RdrVuv64U6wGcZEqkaMJPqmxGrw3PQsKmQQ/7anAv1cfFjskImpHlakFhypNkEiA4V3jxA6HvMBddN8/ytVT4601RzDz8zw0WewiR0Ykno1sDBlyJmUk4YN7sqBVyvDb8VpMXrARB8obxA6LwhgL7ovk3n87k9PJL9mQzrF46ZYMAMDba49yaiNRAHKPbvdNjkKsVilyNOQtUqkEf72hD/51+wAoZVKs3FeJ2xZuRnGtWezQiPzO1GLDrtZtXkd044PFUHJVLwOWPjISaXEalNQ147aFm7FyX4XYYVGYYsF9kfJP61BOl+72wan409guAIAnv9mNvBN1IkdERKdj197QNiUrBYv/NAwddCocrDDhpnc2IbegRuywiPzqtwJXY8jOcRqkxLAxZKjpYdDh+0dGYmS3OJitDvzpszy8teYIBIFLaci/WHBfBEEQWHB70dPX9MKEPgZY7a7O5e5rS0TiEgQBm90FNxumhaxBnWKwbNZIZHTUo7bJirs//A2Lck+IHRaR3/DBYuiL1ijxyb1XYMaIzgCA+TmHMeuLnTBbuZSG/IcF90UoqjWjtskKpUyKPslRYocT9KRSCd64YyD6p7hu9u56PxdrDlSKHRZR2Dte3YQyYwuUMimGdI4VOxzyoSR9BL5+aDgmD0iG3Sngr9/txV+/28POvhQWNnH9dliQy6SYO7kvXr41AwqZBD/uKceUhVtQWt8sdmgUJlhwXwT3CGyf5Cio5DKRowkNWpUcXzwwDGN7dECzzYEHPt2Oz3/jCAuRmNw3oVlpMYhQMteFOrVChjfvHIinr+0FiQRYlFuE6R+xsy+FtsqGFhypamRjyDBy5xWd8MUDwxCnVWJ/eQMmv70R2wprxQ6LwgAL7ouws4jTyX0hUiXHh38cjNuzUuAUgOeW7sW/Vh7iGhsikXi69nbnqE+4kEgkmDmuKz68ZzAiVXLkFrg6+x6sYGdfCk2bj7nyXL9kPaI1bAwZLoZ0jsWy2aPQJykKNU1WTP0gF4u3FokdFoU4FtwXgR3KfUchk+LVKf0x5+ruAIAFvxzF41/vgtXOaY1E/uRwCthyzNU8awRHfcLO1b0NWPrwCE9n31vfZWdfCk0bj7jyHNdvh5+O0RH4ZuZwXJ+RBJtDwDNL9mDusn2wcykN+QgL7gtksTuwv8z1pJ8j3L4hkUjw6IQeeOW2DMikEizZUYr7PtkGU4tN7NCIwsbeUiMaWuzQqeXI6KgXOxwSQfd2Ovv+7fu93K+bQoYgCFy/HeY0SjkWTM3E4xN6AAD+u7kQU/6zBUerGkWOjEIRC+4LtL+sAVaHE7FaJTrFcusIX7pjSCd8+MfB0Chl2HCkGne8l4vKhhaxwyIKC+7p5MO7xEEu438iwpW7s+//jEwHAHy65QQmvbkBv3HrMAoBx042oaKhBUq5FIM7x4gdDolEIpFg9tXd8d70LOjUcuQX1+O6tzbgg18L4HByWSN5D++mLtDp24FJJBKRowl9V/ZMwOIHhyE+0tXY4tZ3N+NIpUnssIhC3iau36ZWcpkUf7uxDxbdNxQdoyNQVGvGHe/n4h/L96HZ6hA7PKJL5s5zg9NioFawMWS4u6ZvIlY9OgZje3SA1e7Eiz8dwB/e24KCkxztJu9gwX2BuP+2//VPicaSmSPRJV6L0vpm3LZwM0dXiHyo2erA9sI6AFzXSKeM6h6PFdmjcdcVqQCAjzcVYtKbv7K7LwWtTdx/m86QpI/Af+8dglduy0CkSo68E3WY9OYGfLTxOJwc7abLxIL7ArHgFkenOA2+mTkCgzpFo6HFjukfbcWPu8vFDosoJG0/UQurw4nEKDW6xGvFDocCiE6twLxb++OT/7kCSXo1CmvM+MN7W/DCD/vRYuNoNwUPu8OJLa0P77l+m04nkUhwx5BOWPnoGIzqFg+L3Yl//rAfd76fi8LqJrHDoyDGgvsC1DRacKLGDAAYwILb72K1SnzxwDBc09cAq8OJR77YgVdWHITFzps8Im/adPRU114unaH2jO3RASsfHYM/DE6BIAAfbjyO697cgB1FdWKHRnRB9pQaYWqxI0otRz82hqR2dIyOwGf3XYEXb+kHrVKGrYW1mPTmBnyyuZCj3XRJWHBfgF0lrtHtLh200EcoRI4mPKkVMrw7LQszRnQGACxcdww3vr0Ru1v/tyGiy3dq/Ta3A6Nzi1Ir8OqUAfh4xhAYolQoqG7ClIWbMe/nAxztpoDnznPDu8ZBJuWDRWqfRCLBtKFpWJE9BsO7xKHZ5sDfl+3D1A9zUVxrFjs8CjIsuC9AflHr/tup7GQpJplUgrmT++I/dw9CfKQShysbccu7m/HaSo52E12uuiYr9pYZAQAju3KaJZ3flb0SsCp7LG4d1BFOAXhvfQFueHsj8k5wbTcFLvdMHk4npwuRGqvB5/cPxT9v6osIhQy5BbW45o1f8cnmQu7bTRdM1IL7119/xY033ojk5GRIJBJ89913bd4XBAFz585FcnIyIiIiMG7cOOzbt8/vce50r9/uxOnkgeDafklY9ehY3NA/CQ6ngHd+OYbJb2/C3lKj2KERBa0tBTUQBKCHIRIJUWqxw6EgodcoMP8PA/HBPYPRQafC0apG3LZwC2YuyuOaRwo4zVYH8k6wMSRdHKlUgunDO2NF9mhckR4Ls9U12j3pzQ1Yc6ASgsBp5vT7RC24m5qaMGDAACxYsKDd91999VXMnz8fCxYswLZt25CYmIgJEybAZPLf9lBOp4Bdxe4RbhbcgSJWq8SCqYOwcNogxGmVOFRpwk3vbMLrqw7BaucTR6KL5d5/ewRHt+kSTOhjQM6jY3DnkFRIJcDPeyswfv56zF22D7VNVrHDIwIAbCt0NYZM1quRzsaQdJHS4rRY/MAwPH9TX0RrFDhS1YgLhxVGAAAgAElEQVT7PtmOuz7I5RJH+l2iFtyTJk3CCy+8gFtvvfWs9wRBwBtvvIHnnnsOt956K/r164dPPvkEZrMZX3zxhd9iLKhuQkOLHSq5FD0TdX77vXRhJmUkYdWjY3B962j322uPYvKCjRztJrpIm93rtznqQ5coWqPEy7f1x89zxmBczw6wOwX8d3Mhxr76C95dd5Tru0l07vXbI9gYki6RVCrBPcM7Y/2TV+JPY7tAKZcit6AWkxdswp+/3Mn13dSugF3Dffz4cVRUVGDixImeYyqVCmPHjsXmzZv9Fod7O7D+KXooZAF7ucJaXKQK70wdhHenDUKsVomDFSbc/M4mzM85zNFuogtQXGtGYY0ZMqkEQ7vEih0OBbmeiTr8994r8Pn9Q9E3OQomix2vrjiEK/+1Dt/klbDLL4lmIx8skpfoIxR4dlJvrH18LG7N7AgAWLarDFe/vh4v/rgfRrNN5AgpkARsBVlRUQEAMBgMbY4bDAbPe+2xWCxoaGho87oc+cWutT7cfzvwXdc62n1dRiLsTgFvrTmCm97h2m4KPd7Oc5uPuW5CB6ZGQ6fmTgzkHSO7xWP5rFH49x0D0DE6AuXGFjzx9S5c//ZGbDhyUuzwKAh4M9fVNlmxv9z1/SO6cScG8o6UGA3m3zEQP8wehZHd4mB1OPHBhuMY89ov+HBDAZv6EoAALrjdzpzyIwjC704DmjdvHvR6veeVmpp6Wb/fPcI9kB3Kg0J8pArvTsvCgqmZiNEocKC8ATcu2Ig5i3fiOBv4UIjwdp7b6N5/uytvQsm7pFIJbslMwZrHx+LZSb2gU8txoLwB0z/ainv+bysOlF/ewyIKbd7MdVuOuRpD9jTokKBjY0jyrn4d9Vh031B8fO8Q9DToYGy24YUfD+Dq19fj+/xSzuwJcwFbcCcmJgLAWaPZVVVVZ416n+7ZZ5+F0Wj0vIqLiy85hmarAwfLXQ3a2KE8uNzQPxk5j43F5AHJEATg+/wyjJ+/Hk9/sxul9c1ih0d0WbyZ55xOwbN+m117yVfUChn+NLYrfn3ySvzPyHQoZBL8evgkJr25Afd/sg25BTXs9Etn8Wau8zSG5Og2+YhEIsGVPRPw05zReOW2DCToVCipa8acxfmY+MavWLy1iL0swlTAFtzp6elITExETk6O55jVasX69esxYsSIc36fSqVCVFRUm9el2ltmhN0poINOhWQ9n4YGm/hIFd66KxM/zB6Fq3olwOEU8NX2Ylz52jrMXbYPVaYWsUMkuiTezHOHKk2oabIiQiFDZifO5CHfitEq8bcb+2D1Y66tHSUSYPWBKtz5fi5uemcTlu8q49625OHNXLeJ67fJT2RSCe4Y0gnrnhyHxyf0gE4lx9GqRjyzZA9GvbIWb685gjru3hBWRC24GxsbkZ+fj/z8fACuRmn5+fkoKiqCRCJBdnY2XnrpJSxduhR79+7FjBkzoNFoMHXqVL/El190ajswdrMMXv066vF/M4bg25nDMbyLa32Nq3PuOrz880HUm5n0KHy5b0KHdomFUh6wz2ApxKTFabFg6iCseWwspg3tBJVcit0lRsz+cifGvrYOH208jkaLXewwKUQU15pRVOtuDMkRbvIPjVKO2Vd3x+Znr8Jfr++NZL0a1Y1WvJ5zGMNfXoP//W4vCrncMSyIene1fft2ZGZmIjMzEwDw2GOPITMzE3/7298AAE899RSys7Px8MMPY/DgwSgtLcWqVaug0/lney7P+m1OJw8JWWmx+PLBYfj8/qEYmBqNZpsD/1l/DKNf+QVvrj4CUws7SlL4YddeElOXDpF48ZYMbH7mKjw6vgfitEqU1jfjnz/sx/B5a/DyzwdRYeRsJLo87geLmanRiFTJRY6Gwo1OrcD9o7tg/VNX4s07B6Jfxyi02Jz4LPcErnx9HR76LA95J2rFDpN8SCKE+KKphoYG6PV6GI3Gi56KNPLltSitb8YXDwzFiK68GQ0lgiBgzYEqvJ5z2NO0J0ajwENju2Lq0E7s1Exedzm5yFc/22p3YsA/VqHZ5sBPfx6NPsnejYvoYrXYHFi6sxQfbChAwUnXyI9CJsGNA5LxwOgu6J3Ev9FA5ss8dzk/f9YXO/DD7nLMubo7Hp3Qw+txEV0MQRCwpaAGH244jrUHqzzHB3WKxoNjumBCn0TIpJxZG6guJQ/xMd85VDW0oLS+GRIJ0D+FI9yhRiKRYHwfA67qlYCf9pZjfs5hFJxswryfD+KtNUdwc2ZH3D0sjTd3FNJ2FtWh2eZAnFaJXon+mTlE9HvUChnuuqIT7hicirUHq/D+hgJsPV6LJTtKsWRHKa7oHIvbsjriuowkPhilC+J0Cth8rHUnBs7koQAgkUgwoms8RnSNx5FKEz7ccBxLd5ZiR1E9Hlq0AykxEbh1UApuG9QRaXFascMlL2DBfQ47W6eT9zToOP0ohEmlEtzQPxnX9k3E0p2lWLj+GApONuHz34rw+W9FGJwWg7uHpWFSRiJUcpnY4RJ51abWm9AR3eIh5dN0CiBSqeuh6Pg+BuwqrscHGwrw055ybC2sxdbCWvx92T5c2zcRt2WlYETXeI4G0TkdqGhAbZMVGqUMA1M5gEKBpbtBh1em9Mfj1/TAZ1tO4LPcEyipa8Zba47grTVHMKRzDG4blILr+ichig8ZgxYryXM4tf82k3M4kMukuH1wKqZkpWBLQQ0W5Z7Aqn2V2H6iDttP1OGfPyhx++BUTBvaCamxGrHDJfKKU1172USIAteA1GgsmDoIFcYWLN1Zim/yinHsZBO+yy/Dd/llSIxS45ZBHXHboBR0S4gUO1wKMJuPuh4sDk1nY0gKXAk6NR6f2BOPXNkNK/dV4Nsdpdh45CS2FdZhW2Ed/r5sH65pfcg4qhsfMgYbFtzn4O5QzoI7vJw+zaeqoQWLtxXji9+KUNHQgv+sP4b3fj2GcT06YPrwNIztkcCER0HL1GLzPFjkNEsKBol6NWaO64qHxnbBrhIjvs0rwbJdZahoaMHCdcewcN0xDEiNxpRBHXHjgGREa5Rih0wBwN0YknmOgoFaIcNNAzvipoEdUWFswXf5pfgmrwRHqxqxbFcZlu0qgyFKhZszO2LKoBR0N3A5WDBg07R2OJwC+s9diSarAyuyR6NXItfxhjO7w4k1B6uwKPcENhyp9hzvGB2BPwxOxfX9kziqQucVaE3TVu+vxP2fbkdanAbrn7zSq/EQ+YvF7sDaA1X4dkcJfjl0Eg6n65ZGKZPiyl4dcE3fRFzVK4HFt58EWtM0i92Bgf/IQbPNgZ/njGZfFgpKgiBgd4kR3+5wPWSsN5/aVWdAih6TMpIwoY8BXTvwXtQf2DTNS45UmdBkdUCrlKF7Ap8chTu5TIpr+ibimr6JOF7dhM9zT+DrvBKU1jfj36sP49+rD6NXog7XZSThugwW3xQcOOpDoUAll2FSRhImZSShutGC7/PL8G1eCfaXN2Dlvkqs3FcJmVSCwWkxmNDHgPG9DegczyZE4WJnUT2abQ7ERyrRkyOBFKQkEgkGpEZjQGo0nru+N345WIVv8kqx7lAVdpUYsavEiJd/Pogu8VpX74veBmSlxXAWZgBhwd0O93Ty/inR/GOlNtLjtfjrDX3wxDU98ePucizfXYaNR6pxsMKEgxUmzM85jJ4GV/F9ff9EdOMDGwpQEUoZ4rRK7r9NISM+UoX7RqXjvlHp2F/WgJ/3liNnfyUOVpjw2/Fa/Ha8Fi/8eADdEyI9N6WZqdFsGBjCmq0OdE+IRO+kKP7vTCFBJZfh2n5JuLaf6yHjz3vKkXOgCluOVaOgugnv/1qA938tQIxGgat6GTChTwJGd+8ALRtAi4pTytvxzLe7sXhbMWaO64qnr+3l4wgp2BnNNqzaX4Gf9pRj49Fq2Byn/i/VwxDpKr4zkrjOJswF2pRywLVdjlMQIJexkRCFruJaM1YfqMTqA5X4raAWduepHB0fqcTVvVzd0Ed0jeNN6WUKtCnlbjaHEwrmOQphphYbfj1cjdUHKrH2YBWMzaemnSvlUozsGufZDjdJHyFipMHvUvIQC+52XPvGrzhYYcJ707NwTd9EH0dIoeT3iu/uCZEY17MDRnfvgCvSY6FWcJuxcBKIBTdRuDE227DuUBVWH6jCuoNVMFnsnvfkUgn6p+gxrEschneNQ1ZaDDRKFuAXI1ALbqJwYnc4sa2wDqsPVCJnfyWKas1t3u8cp8HwrnEY1sX1MkSpRYo0OLHgbsfFXpRmqwP95q6Ewylg61+uRgL/COkSGc025ByoxE97yrHhyMk2xbdSLsUVnWMxqns8RnePR+9ETncLdSy4iQKL1e7E1uO1WH2gEmsOVqK4trnN+wqZBANSoj03pllpMXxQeh4suIkCiyAIOFLViJz9rlk+u4rr4Tyj8usSr8WwrnEY3iUOQ7vEIkHH2uf3sOBux6VcFKPZhr1lRjYTIq9xj6psPFKNjUerUW5safN+nFaJUd3jMapbPEZ374BEPZNdqGHBTRTYimvN2FJQg9yCGuQeq0HZGXlaKZNiYGo0hnWNw7D0WGSk6KFTK0SKNjCx4CYKbA0tNmw7Xostx2qQe7wG+8oacGYl2C0hEsO6xGJ4l3hkdopGkl4NiYSDQm4suNvB5EyBRhAEHDvZiA1HqrHhSDVyC2pgtjranNM9IRLDu8ZhUKcYDOoUg9TYCCa7IMeCmyh4CIKA4tpmbCmoRm6B6+a0oqFtAS6RAF07RKJ/ih4DUlwdhHsn6aCSh+8oOAtuouBiNNuwtbC1AC+owYGKswvw+EgVBqbq0b81z/XvqEeMNny3WmTB3Q4mZwp0VrsTO4vqXAX40WrsLqlvJ9kpkdlafA/qFI3+KdGIUIbvTV0wYsFNFLwEQUBhjRm5BTXYcqwGeSfqUFrffNZ5CpkEvRKjMMB9c5oSjW4JkWGz4wkLbqLgVm+2IregFrkFNdh6vBaHKk1wnDkHHUCnWI1rq7IUV67r1zEqbHpesOBuB5MzBZt6sxWbj9Vge2EddhTVYV+Zsc36b8DV3Kd3UhQGdYrGoLQYZKZyFDzQseAmCi3VjRbsLqnHrmIjdpXUY3eJEbVN1rPO0yhl6JWoQ89EHXoYdOhp0KFHog7xkSoRovYtFtxEoaXZ6sD+cmObPHe8uums86StM356Jp7KcT0NOqTGakLugSML7nYwOVOwa7E5sK/MiB0n6rGjyFWEVzZYzjpPp5ajd2IUeifp0CspCr2TotDToONIeIBgwU0U2gRBQElds+emNL+4HntLjWctGXKLj1Sih6G1CG8txnsYIoN6XTgLbqLQZzTbsLv0VJ7bXVLf7n0pAKgV0lN57rRC3BClCtpBIhbc7WByplAjCALKjC3YcaKutQCvx/52RsEB1xPHzvFa9E6KQp8kVzHeOykKiVFsgOFvLLiJwo/DKaDgZCMOVphwuNKEQxUmHKo0oajWfNbSIbckvRqd47ToHK9F5zhN60ct0uI0Ad8lnQU3UXiqMLbgQEUDDrfmuEMVJhypaoTV7mz3/Ci1HOkdIl05Lk6LzvEapMVpkR6nRbRGEdD3qCy428HkTOHAanfi2MlGHChvaH2ZcKC8ATXtTG8EAJ1Kji4dtEiP16JLh8jWj66vw2UNjr+x4CYiN7PVjqNVjTjUWoi7C/JzjRK5JenVSPPcoLoK8pQYDZKjIxATADepLLiJyM3hFHCipqn1YWNja65rQGGNud114W5RajnS47VIizv10LFTrCvPJehUkMukfvxXnI0FdzuYnClcCYKAk40WT/Htfh072fS7iS5Jrz5VjMdHIr2DFqkxGqTERAT86EogY8FNROdTb7bi2MkmFFY34URNEwprzCisacLx6iaYWuy/+70RChmSo9VIjo5Ax+iIsz4m6tVQyn17o8qCm4jOp8XmwPHTc1x1EwprmlBYbT5rN4gzyaQSJEapkRyt9uS3NrkuJgKRKt8OHLHgbgeTM1FbFrsDJ2rMKDjZhILqRhScdN3MFZxsRJ3Z9rvfGx+pRMfW4tv1av28NclxdPzcWHAT0aUSBAF1ZhsKa1w3qcerzZ6b1dK6ZlQ3/v7IOODaxixOq0KCToWEqNaPOjUSolToEOk+pkYHneqSH66y4Caiy9FsdaCo1nxWQV5Sb0Z5fQvsvzNg5KZTy9vkN/fnHXSn8l8HnRpRavklzQq6lDzEu2OiMKOSyzwNLM5U12RFQfWpAvx46+cldc1otNhR3WhFdaMVu4rr2/3ZcVolkqLVMOjUSIhSIzFKDUOUCoYoV9IzRKkRq1FCGmIdK4mIfEkikSBWq0SsVolBnWLOer/F5kCFsQVl9c0orW9GWX0LSuvNKKs/dcxid6K60YLqRgv2l//+73PfsI7vbcCz1/X20b+KiKitCKXM1ek88ex7VIdTQHWjBaX1zSita0ZZfXNrfnPluTJjM+rNNpha7DC12HHs5Nnd1E+nkks9RfiXDw6DSu67WZwsuInII0arRJZWiay0tjd0giCgodmO4jozSupcN28lrZ+X1DWjpNYMk8WOmiYrapqs2IuGc/4OhUzS5qljXKQKcVol4rRKxEaqEK9VIjZSiTitCjEahehrdYiIAp1aIXOt6Y7Xtvu+IAiobbKi3NiCkyYLqkzujxZUNbi+rmr92mp3em5YB6Scf+SciMgfZFIJDFFqGKLU7T54BIAmix3lxubWvGbx5Lszc52pxQ6L3YmSumbUNll9WmwDLLiJ6AJIJBLoNQroNXr066hv9xxjsw0ldWZUNrSgssGCCmMLqkyuz93HapossDkE19PJ+uYL+L2APkLRWpCrEKNVQB+hQLRGCX2E+3MFoiOUiNa4vtZrFNCpLm2aEBFRKJJIJK6Hm+fZ+1sQBDS02HHS1IKqBguiIoJ3izIiCj9alRzdEnTolnD2CPnpWmwOTzF+vv4Y3hAUBfe7776L1157DeXl5ejbty/eeOMNjB49WuywiOg0rgJYj77J7RfkAGBzOHHSdKoArzK1oKbRitom16u60YLa1lHyOrMVggDUm22oN9vOOzXodDKpBFFqOSLVcuhUCkSq5a6vVXLo1K6vdWo5dO6vVXJoVXJoVTJolKc+apQyKDjCTkRhQiKReB5mnu+GlYgoWKkVMqTGapAaq/HL7wv4gvurr75CdnY23n33XYwcORLvvfceJk2ahP3796NTp05ih0dEF0Ehk3o6Sp6PwymgznyqEK9ptKK+2YaGZhvqzVbUm20wNttQ32yD0fO5FS02Z+v32lqbwJ1/JP33KGVSaFQyaFsLcI1KDq1ShllXdsOIbvGX9bOJiIiIKLQFfME9f/583Hfffbj//vsBAG+88QZWrlyJhQsXYt68eSJHR0S+IpNKEB+pQnykqt0Gb+fSYnO4ivJmV+OMRosdphYbGlvXJJrO+tp1ntnqgNliR5PVgSaL3dMJ0+pwwmp2ov6MDu53D0vz6r+XiIiIiEJPQBfcVqsVeXl5eOaZZ9ocnzhxIjZv3tzu91gsFlgsp5p8NDScu3kTEYUetUIGtUKGhCj1Zf0cq92JZqsDTVY7zFY7miyuz13HHBiYGu2liC8e8xwRhQPmOiIKBQFdcFdXV8PhcMBgMLQ5bjAYUFFR0e73zJs3D//4xz/8ER4RhTClXAqlXAq9JvCaBjHPEVE4YK4jolAQFN2Azuw2LAjCOTsQP/vsszAajZ5XcXGxP0IkIvIb5jkiCgfMdUQUCgJ6hDs+Ph4ymeys0eyqqqqzRr3dVCoVVKrf3/aCiCiYMc8RUThgriOiUBDQI9xKpRJZWVnIyclpczwnJwcjRowQKSoiIiIiIiKi8wvoEW4AeOyxxzB9+nQMHjwYw4cPx/vvv4+ioiI89NBDYodGREREREREdE4BX3DfcccdqKmpwfPPP4/y8nL069cPP/30E9LSuCUPERERERERBa6AL7gB4OGHH8bDDz8sdhhEREREREREFywoCu7LIQgCAO7dSETicucgd07yJuY5IgoEvsxzp/9c5joiEsul5LmQL7hNJhMAIDU1VeRIiIhcOUmv13v9ZwLMc0QUGHyR59w/F2CuIyLxXUyekwi+egwZIJxOJ8rKyqDT6c65d3dDQwNSU1NRXFyMqKgoP0cYXnit/YvX279+73oLggCTyYTk5GRIpd7dIIJ5LvDwevsXr7d/net6+zLPAefPdfw78C9eb//i9fYvb+a5kB/hlkqlSElJuaBzo6Ki+AfsJ7zW/sXr7V/nut6+GPEBmOcCGa+3f/F6+1d719tXeQ648FzHvwP/4vX2L15v//JGngvofbiJiIiIiIiIghULbiIiIiIiIiIfkM2dO3eu2EEEAplMhnHjxkEuD/lZ9qLjtfYvXm//CuTrHcixhSJeb//i9favQL3egRpXqOL19i9eb//y1vUO+aZpRERERERERGLglHIiIiIiIiIiH2DBTUREREREROQDLLiJiIiIiIiIfCDsC+53330X6enpUKvVyMrKwoYNG8QOKSTMmzcPQ4YMgU6nQ0JCAm6++WYcOnSozTkWiwWzZ89GfHw8tFotJk+ejJKSEpEiDh3z5s2DRCJBdna25xivtXeVlpbi7rvvRlxcHDQaDQYOHIi8vDzP+4IgYO7cuUhOTkZERATGjRuHffv2iRYv85xvMM+Ji7nO95jriHlOXMxzvuePPBfWBfdXX32F7OxsPPfcc9i5cydGjx6NSZMmoaioSOzQgt769evxyCOPIDc3Fzk5ObDb7Zg4cSKampo852RnZ2Pp0qVYvHgxNm7ciMbGRtxwww1wOBwiRh7ctm3bhvfffx/9+/dvc5zX2nvq6uowcuRIKBQK/Pzzz9i/fz9ef/11REdHe8559dVXMX/+fCxYsADbtm1DYmIiJkyYAJPJ5Pd4med8h3lOPMx1vsdcRwDznJiY53zPb3lOCGNXXHGF8NBDD7U51qtXL+GZZ54RKaLQVVVVJQAQ1q9fLwiCINTX1wsKhUJYvHix55zS0lJBKpUKK1asECvMoGYymYTu3bsLOTk5wtixY4U5c+YIgsBr7W1PP/20MGrUqHO+73Q6hcTEROHll1/2HGtpaRH0er3wn//8xx8htsE85z/Mc/7BXOcfzHXUHuY5/2Ce8w9/5bmwHeG2Wq3Iy8vDxIkT2xyfOHEiNm/eLFJUoctoNAIAYmNjAQB5eXmw2Wxtrn9ycjL69evH63+JHnnkEVx//fUYP358m+O81t61bNkyDB48GLfffjsSEhKQmZmJDz74wPP+8ePHUVFR0eZ6q1QqjB071u/Xm3nOv5jn/IO5zj+Y66g9zHP+wTznH/7Kc2FbcFdXV8PhcMBgMLQ5bjAYUFFRIVJUoUkQBDz22GMYNWoU+vXrBwCoqKiAUqlETExMm3N5/S/N4sWLsWPHDsybN++s93itvaugoAALFy5E9+7dsXLlSjz00EP485//jE8//RQAPNc0EHIL85z/MM/5B3Od/zDX0ZmY5/yDec5//JXn5N4LOThJJJI2XwuCcNYxujyzZs3C7t27sXHjxvOey+t/8YqLizFnzhysWrUKarX6gr+P1/rSOJ1ODB48GC+99BIAIDMzE/v27cPChQtxzz33eM4LpNwSSLGEKuY532Ou8y/mOjoT85zvMc/5l7/yXNiOcMfHx0Mmk531dKKqquqspxh06WbPno1ly5bhl19+QUpKiud4YmIirFYr6urq2pzP63/x8vLyUFVVhaysLMjlcsjlcqxfvx5vvfUW5HI5DAYDr7UXJSUloU+fPm2O9e7d29OYJzExEQACIrcwz/kH85x/MNf5F3MdnY55zj+Y5/zLX3kubAtupVKJrKws5OTktDmek5ODESNGiBRV6BAEAbNmzcKSJUuwdu1apKent3k/KysLCoWizfUvLy/H3r17ef0v0tVXX409e/YgPz/f8xo8eDCmTZvm+ZzX2ntGjhx51pYohw8fRlpaGgAgPT0diYmJba631WrF+vXr/X69med8i3nOv5jr/Iu5jgDmOX9jnvMvv+W5i2jkFnIWL14sKBQK4aOPPhL2798vZGdnC1qtVigsLBQ7tKA3c+ZMQa/XC+vWrRPKy8s9L7PZ7DnnoYceElJSUoTVq1cLO3bsEK666iphwIABgt1uFzHy0HB6R0tB4LX2pq1btwpyuVx48cUXhSNHjgiff/65oNFohEWLFnnOefnllwW9Xi8sWbJE2LNnj3DXXXcJSUlJQkNDg9/jZZ7zHeY58THX+Q5zHQkC81wgYJ7zHX/lubAuuAVBEN555x0hLS1NUCqVwqBBgzzbHNDlAdDu6+OPP/ac09zcLMyaNUuIjY0VIiIihBtuuEEoKioSL+gQcmZy5rX2ruXLlwv9+vUTVCqV0KtXL+H9999v877T6RT+/ve/C4mJiYJKpRLGjBkj7NmzR6Romed8hXlOfMx1vsVcR8xz4mOe8y1/5DmJIAjCJYzAExEREREREdHvCNs13ERERERERES+xIKbiIiIiIiIyAdYcBMRERERERH5AAtuIiIiIiIiIh9gwU1ERERERETkAyy4iYiIiIiIiHyABTcRERERERGRD7DgJiIiIiIiIvIBFtxE5yCRSPDdd9+JHQYRkc8wzxFROGCuIzGx4KawNWPGDEgkkrNe1157rdihERF5BfMcEYUD5joKZHKxAyAS07XXXouPP/64zTGVSiVSNERE3sc8R0ThgLmOAhVHuCmsqVQqJCYmtnnFxMS0e+7zzz8Pg8GA/Px8AIDVasVTTz2Fjh07QqvVYujQoVi3bp0foyciOj/mOSIKB8x1FKg4wk10HoIgIDs7G9999x02btyI7t27AwDuvfdeFBYWYvHixUhOTsbSpUtx7bXXYs+ePZ5ziIiCAfMcEYUD5joSA0e4Kaz98MMPiIyMbPP65z//6XnfbrfjnnvuwapVq7Bp0yZP0j127Bi+/PJLfP311xg9ejS6du2KJ554AqNGjd5MtHwAAAICSURBVDprOhMRkZiY54goHDDXUaDiCDeFtSuvvBILFy5scyw2Ntbz+aOPPgqVSoXc3FzEx8d7ju/YsQOCIKBHjx5tvtdisSAuLs63QRMRXQTmOSIKB8x1FKhYcFNY02q16Nat2znfnzBhAr788kusXLkS06ZN8xx3Op2QyWTIy8uDTCZr8z2RkZE+i5eI6GIxzxFROGCuo0DFgpvod0yePBk33ngjpk6dCplMhjvvvBMAkJmZCYfDgaqqKowePVrkKImILh3zHBGFA+Y6EgsLbgprFosFFRUVbY7J5fI2U41uueUWfPbZZ5g+fTrkcjmmTJmCHj16YNq0abjnnnvw+uuvIzMzE9XV1Vi7di0yMjJw3XXX+fufQkTULuY5IgoHzHUUqFhwU1hbsWIFkpKS2hzr2bMnDh482ObYlClT4HQ6MX36dEilUtx66634+OOP8cILL+Dxxx9HaWkp4uLiMHz4cCZmIgoozHNEFA6Y6yhQSQRBEMQOgoiIiIiIiCjUcFswIiIiIiIiIh9gwU1ERERERETkAyy4iYiIiIiIiHyABTcRERERERGRD7DgJiIiIiIiIvIBFtxEREREREREPsCCm4iIiIiIiMgHWHATERERERER+QALbiIiIiIiIiIfYMFNRERERERE5AMsuImIiIiIiIh8gAU3ERERERERkQ/8f0XnhEP7mijrAAAAAElFTkSuQmCC\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 (0.050804496139968736+0j)\n", "Plotting data (No filename), pType=a, thres=5.080449613996874e-05, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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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 0.618199140027438\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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: 2019-02-12 19:21:22.533 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Thu Feb 13 16:34:23 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Thu Feb 13 16:34:23 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Thu Feb 13 16:34:23 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-13_16-08-09\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2019). *ePSproc: xef2 wavefn test run, orb 24 ioinzation (Iodine 4d, E2G/DG), 1-60eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3676903. URL: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{xef2 wavefn test run, orb 24 ioinzation (Iodine 4d, E2G/DG), 1-60eV,\n", " title = {ePSproc: xef2 wavefn test run, orb 24 ioinzation (Iodine 4d, E2G/DG), 1-60eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3676903},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb24_E2G.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.3676903.svg)](http://dx.doi.org/10.5281/zenodo.3676903) [![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 }