{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3676901.svg)](http://dx.doi.org/10.5281/zenodo.3676901) [![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 22 ioinzation (Iodine 4d, E1G/PG), 1-60eV\n", "\n", "- *electronic structure input*: xef2_SPKrATZP_rel_geom_v2.molden\n", "- *ePS output file*: xef2_1.0-60.1eV_orb22_E1G.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb22_E1G.html\n", "- Dataset: https://zenodo.org/record/3676901\n", "- DOI (dataset): [10.5281/zenodo.3676901](http://dx.doi.org/10.5281/zenodo.3676901)\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 orb22_E1G\n", "- xef2 wavefn test run on AntonJr, orb 22 ioinzation (Iodine 4d, E1G/PG), sph/ grid\n", "- E=1.0:2.5:60.1 (24 points)\n", "- Tue Feb 12 10:54:49 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 orb22_E1G\n", " xef2 wavefn test run on AntonJr, orb 22 ioinzation (Iodine 4d, E1G/PG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 10:54:49 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_orb22_E1G.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_orb22_E1G.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_orb22_E1G.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_orb22_E1G.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 orb22_E1G\n", " xef2 wavefn test run on AntonJr, orb 22 ioinzation (Iodine 4d, E1G/PG), sph/ grid\n", " E=1.0:2.5:60.1 (24 points)\n", " Tue Feb 12 10:54:49 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 3 4 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 1 0 0 0 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['PG']\n", "Orb energy (eV):\t\t [-76.27895729]\n", "Orb energy (H):\t\t\t [-2.8032]\n", "Orb energy (cm^-1):\t\t [-615231.28667262]\n", "Threshold wavelength (nm):\t 16.25404984535712\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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9Ta+i6F1WUjLRixdzf80azOzt8Z7wOS5du6opQBWlgLISErg3cxZxmzZhWbo0ZZYtxeGFFwwdS1FMWsKu3dz97DNkWhqlRo7E7e3eCIsCn/4pik4U5i+wL6AW+VNKnIfdrabPIDM6GpfXu+A5bJga56EohZB89CjhY8aSGRWFW58+eA4coAbEKkohaDUaIr74gvgff8KmVi18v5yhFrtVjEZeK6EnPOkp/n9FdEUpMTKjorg7YSJJv/+OTY0a+C1aiG3t2oaOpSgmS5uWRtScudz/9lusypfHf/06bAMDDR1LUUxayoULhA8fQfrNm7h/8AGeAwcgLC0NHUtRHsqrBSQOaCiljHz8CSHEbf1EUhTjI6Uk4ZedRE6ejDYlJbsZ+523VXcrRSmE1MuXCR85krSr13B96y1KjRxRbNfIUZSiILVa7n/zLffmzsXCzY2yq1erBQUVo5RXAfIdUA74TwEC/KD7OIpifDKjo4mYOJHE3/ZiU7sWpadNw7pCBUPHUhSTJbOyuL96NffmL8DcxZkyy7/GoVkzQ8dSFJOWGRVF+JixJP/1Fw4tX8Zn8mTVNVgxWnlNw/vJU54brfs4imJcEn79lYiJk9BqNJQaMRy3d99VrR6KUgjpd8K4O2YMmuPHcWzVCu9JE9VJkqIUUtL+/YSPHYc2OTl7QpQ33kAIYehYivJEeY0B6SmlXJtz+zkp5V+PPDcwZ9YpRSl2Mu/fJ2LiJBJ378YmMJDS077AulIlQ8dSFJMWv30HERMngpT4TJuGc6eO6iRJUQpBpqdzb85c7n/zDdYBAfh+9636rlJMQl5dsIYBa3NuLyR7FfQH+qCmvFWKocQ/9nH3k0/QJibiOWwY7n3eVVMWKkohZCUlETl5MvFbt2Fbrx6lv/wSKz9fQ8dSFJOWfusWYcOGk3r+fPYYqtGjMLO2NnQsRcmXvM6qxBNu53ZfUUyaVqMhcvoM4jZuxLpqVUp/s1ot1KQohZRy5gxhI0aSERaWvfLyBx+ogl5RCin+l1+I+OxzMDfHd+ECnFq1MnQkRXkmeX0LyCfczu2+opislDNnCBs1ioxbt3Hv+x4egwZhZmVl6FiKYrJkVhYxK1YStXAhlqVKUW7tGuzq1cv7hYqiPNGja3vY1q2L76yZWPqq1kTF9ORVgFQVQpwlu7WjYs5tcu6raYAUkyczM4n+ainRS5di4VWKst9+g31QkKFjKYpJy4iIIHzUaDT//INT2zZ4T5iAuZOToWMpiklLDb5C2LBhpN+4kb22x8cDVWuiYrLy+sutViQpFMUA0kNDCRs1mtSzZ3Hu2AGvTz7B3NHR0LEUxaQl7t3L3fGfoM3IwOeLL3B+rZMaaK4ohSClJG7DBiKnTcfMyZGyK1dg37SpoWMpSqHkNQ3vzfzsRAhxRErZRDeRFEW/pJTEbdxE5PTpCCsrfOfOwalNG0PHUhST9ugYKpuaNfGdNRMrf39Dx1IUk5YZG8vdTz8lae/v2D//PKWnT8PCw8PQsRSl0HTVdmejo/0oil5lRkVx95NPSdq/H/umTfCZNg1LLy9Dx1IUk5Zy/gLhI0aQfvMm7v36ZXcNUWOoFKVQkv/+h/BRo8i8f59So0fj9nZvhJmZoWMpik7oqgBRA9ILQSu1mAn1oaJviXv3cvfTz9BqNHiNH49rj7fUh3kxlqXNwkyYqe4/eiSzsohZtYqo+QuwcHen7OrV2DduZOhYip5laDOwNLM0dIxiS2ZkELVoMTFff41VuXL4r1+HbY0aho6lKDqlzr4MbNv1bbTc1JLQ+FBDRym2spKSCR8/njsDP8bSx4fyP/2IW6+eqvgoxpLSk+iyrQszjs0wdJRiK+PuXW6924eo2XNwfPllKmzdooqPEuDbC9/SYmMLbifcNnSUYin99m1Ce/YkZtkynLt0pvxPP6riQymWdHUGpi4xFsCthFtMOTqFqJQoFpxaYOg4xZLmxAlCOnUifvMW3D/8AP/169QqsSXA9H+mcz3+Ousur+Nq7FVDxyl2Enbt4kan10g5fx6fqVPxnTcXcxcXQ8dS9Cz4fjDzTs4jPi2ehacWGjpOsRO/fQchnV4j/UYIvnPnUHrKFMzs7Q0dS1H0QlcFSC8d7afEyNRmMvbQWCzMLOhSuQu/3fyN89HnDR2r2JDp6dybPYebPXuBEJRbu4ZSQ4aofuklwO83f2fr9a10r9Idewt75p+cb+hIxUZWUjLh48YTNmQoVuXKUWHzz7h06ay6uZUA6VnpjDs0DhdrF96o8ga/hv6qvrN0JCspifDRowkfORLrKlWosGWzmhhFKfaeOgZECFEGmAn4Ar8CM6WUGTnPbZFSdgKQUqpPoWe04twKzkadZUazGbxQ5gX23d7HvBPzWP6/5erLvJBSg68QPno0aZcv49L1dUqNHoO5g7qKVBJEp0Qz8chEqrlVY1TDUXjbezPv5DyORxyngXcDQ8czaZqTpwgfPZqMsDDcP/wAzwEDEJZqHEBJseT0Eq7EXmHxy4upV6oee0L3MPfEXFb8b4X6zioEzalThI8cRUZ4OB4DB+Lx4QdqbY8idOLEiVIWFhYrgJqoYQn6oAXOZ2Zm9q1fv/69R5/I6698FfATcBR4D9gvhGgvpYwByukl6lMIIVYB7YB7UsqauTwvgPlAW0ADvCOlPFm0KfN2Pvo8S88spU35NrSt0BaA92u9z/R/pnMk/AhNfdX83gUhs7K4/803RM2bj5mTE35LFuP40kuGjqUUESklEw5PIDkjmWnNpmFpbkmPaj344fIPzD05l7Vt1qoTpQKQGRlEf/UV0UuXYenjQ7k132FXv76hYylF6PS906y+sJrOlTvT3K85AB/U/oDp/0znUNghmvk1M3BC0yOzsohetozoxUuw9Pam3Nq12NWra+hYJY6FhcUKb2/vap6enrFmZmZqQiUd02q1IioqqnpERMQKoMOjz+VV7XlKKZdKKU9LKT8GlgAHhBAVMczMV98ArZ/yfBugcs7P+8BXRZDpmWgyNIw9OBYPWw/GNxr/8PGuAV3xdfBl3sl5aKXWgAlNU/rt29zs/Tb3Zs7C4cUXqLB9myo+Spifr/7M/jv7GVJ/CBVdKgJgY2HDgDoDOBt1lt9v/W7ghKYnLSSE0Ld6EL3kK5w7dKD81i2q+ChhNBkaxh8aj7edNyMbjHz4eLeAbpRxLMOcE3PI0mYZMKHpyQgL42bvt4lesBCntm0pv2WzKj4Mp6anp2eCKj70w8zMTHp6esaT3cL07+fyeK2lEOLhGh9SyrXAYGA34KPTlPkgpTwA3H/KJh2B72S2o4CLEKLIcz7NnBNzCE0IZerzU3G2dn74uJW5FQPqDODS/UvsDt1twISmRUpJ7KZNhHTsRFpwMKVnTMd3wQIs3NwMHU0pQrcTbjPj2AwaeTeiR7Ue/3quQ8UOVHCuwPyT88nUZhoooWmRUhK7YSMhnbuQfusWvvPmUXr6NMwdHAwdTSlic0/M5XbibaY8PwUHq////29pbsmgeoO4FneN7Te2GzChaYn/5RdudHqNtMuXKT3zS3xnfom5o6OhY5VkZqr40K+c/77/qTfyKkBWAP+aV1FKuRfoChjjuA9f4NG5Ae/kPGYUDtw5wIbgDfSu3ptGPv+drrJt+bZUdq3MwlMLycjKMEBC05IZFcWdD/sT8eln2NSqRYVtW3Hu2FF1sylhsrRZjP9rPBbCgsnPTf7PmjoWZhYMqTeE0IRQNl/bbKCUpiMzJoY7Hw0g4vPPsatbhwrbtuLU+hVDx1IM4HD4YdYHr6dn9Z409G74n+dfKfcKNd1rsujUIlIzUw2Q0HRkDzQfQ/jwEVhXrEj5rVtwbt/e0LEUIzN69GjvSpUq1QgICKhetWrV6n/88UexHcD61AJESjlXSrk/l8dPSSlb6S9WgeV25plrZSuEeF8IcVwIcTwqKkrPseB+6n0+++szKrtWZlC9QbluY25mzpB6Q7ideJufrv6k90ymLGHXbm6070Dy0aN4jRtH2VUrsSxd2tCxSryiPq4AVl9Yzal7pxjbaCw+Drk3eL5Y5kXqlqrLktNL0GRoiiSXKUr8809udOhI8l9/4TVuLGVWrMDSy8vQsRSK/thKSE/g078+pYJzBQbVzf07SwjBsAbDiNRE8v2l7/WeyVSlnD5NyGudid++HY8BAyi3dg1Wfn6GjqUYmb1799rv3r3b5dy5cxevXLlycd++fVcqVKiQbuhc+pLniH8hxCtCiPeEEP6PPd5HX6EK4Q5Q5pH7fkB4bhtKKb+WUjaQUjbw9PTUaygpJRMPTyQhPYFpz0/D2tz6ids2821GvVL1WHpmqTpRykVWQgJhI0cRNmQIln5+lN/8M269e6lFBY1EUR5XAJfvX2bx6cW0KteKdhXaPXE7IQRD6w8lOiWatZfW6j2XqdGmpHB34kTufNgfCw8P/H/chFvv3uq4MiJFfWxN/3s6MSkxfPH8F9hY2Dxxu4beDWnu15yV51YSlxqn91ymRGZlEf3VV4T26AlZWZRbuwbPjweqWa6UXIWFhVm6ubll2traSgAfH5/MM2fO2LRq1arig202b97s9L///a8igJ2dXd3+/fv71qhRo1rTpk0D9u3bZxcUFFTFz88v8Pvvv3d+0vsYi6d+uwghpgHjgUDgdyHEx488PVCfwQpoG9BbZGsMxEsp7xo61JZrW/jj9h8MqjuIKm5VnrrtgxOlmNQYdaL0mOTDh7nRoSMJO3fiMXAg/ut+wLpCBUPHUgwkLSuNsQfH4mLtwmeNP8uz613dUnVpUaYFq86vIjY1tohSGr+U8xcI6dyFuHXrcXv3Xfw3bcQmIMDQsRQD2ntzL9tvbOf9Wu9TwyPvVbiH1BtCcmYyX5/7ugjSmYaM8HBuvv02UfMX4NS6dfYEDvXqGTqWYsQ6deqUEB4ebuXv71+zZ8+eZX/55ReH9u3bJ167ds0mPDzcAmDVqlXu77zzTjRASkqKWYsWLRIvXLhwyd7ePuuTTz7xPXjw4JVNmzZdmzx5stEMP3iSvC5vtQNeklIOAeoDbYQQc3OeK/KO9kKIdcARoIoQ4k5Oy8yHQogPczbZCdwArgHLgY+KOuPj7qfeZ/o/02no3ZDeNXrn6zV1StWhRZkWrD6/Wl1RIvvqbMSUqdzq8x5mdnb4r1+P50C1BkFJt/zscq7FXWNS00m42ORvFe7B9QaTkpnC12fViVL2NKBfE9q9O1qNhrKrV+E1ehRmarHOEi0+LZ5JRyZR3b06/Wr1y9drKrtWpmPFjqy/vJ47iXf0nND4Jfz6Kzc6diLt4iVKz5hO6Vkz1UBzJU/Ozs7a8+fPX1y0aNFNT0/PzLfffrviokWL3Lt16xazfPlyt+joaPOTJ086dO3aNR7A0tJSvv766wkANWrUSHn++ecTra2tZVBQUEpYWJjRf5Dn1Q5oIaXMBJBSxgkh2gNfCyE2AUX+y0kp38zjeQkMKKI4+XIh+gKaTA39a/f/z+DYpxlcbzCdt3Vm+bnljGw4Mu8XFFMp584RPmo06SEhuPbuRalhwzCzeXJ3AKXkOBh2kCDvoGdag6CiS0Veq/Qa64PX06NaD/wcS2Y/7PQ7YYSPGU3K8RM4tmmNz+efY+6SvyJOKd5ORJ4gNi2W2S/OxtIs/xd5PqrzEb+G/MrCUwuZ0XyGHhMar6ykZCKnTiV+82ZsatfCd+ZMrMqWNXQsxYRYWFjQrl27xHbt2iXWqlUrZc2aNe6rVq26+eqrr1aysbGR7du3j7XMufhqYWEhzXK6yZqZmWFtbS0BzM3NycrKMvrZePI6I74uhHjhwR0pZZaU8j0gGKim12TFREh8CACVXCo90+squlSkQ8UOrLu8jrtJBu9FVuRkRgZRCxcR2v1NtCkplF29Cu9x41TxoQDZ46pC40Op7Fr5mV/bv3Z/zIU5i04v0kMy4xe/fTshnTqRduly9rTVc+ao4kN5KDQhFICqblWf6XXe9t70rN6TnSE7uRhzUQ/JjFvKufOEdOlM/JYtuPf/EP+1a1XxoTyTM2fOWJ87d+7hIOFTp07Z+vn5pfv7+2d4eXllzJ4926dfv37RhsyoS3kVIF2Bfx5/UEr5Cf8e7P2QEKJzPn7a6iC7SQhJCMHZ2hlXG9IRiM8AACAASURBVNdnfu2AOgMQiBJ3ovRw8bPFi3Fu9yoVtm3FvkkTQ8dSjMg9zT00mRr8nfyf+bVe9l70rNaTX278woWYC7oPZ6SyEhMJGzGS8JGjsA4IyJ4GVE1brTwmJD4ED1sPHK2evctQn5p9cLF2YeaxmSVmQV2p1RKzchWhb76JTEun3HffUmrwYNVFWHlmCQkJ5r179y5fsWLFGgEBAdUvX75sO2PGjHCA7t27x/j4+KTXr1+/2Mx3/dQuWFLKlAe3hRCdgefJntb2kJTySRPqLwe28vQxIs3JHq9R7IXGh1LeqXyBXutt702Paj1YfWE1r/i/QnO/5jpOZ1yklMRt3ETk9OkIKyt8583FqfXTFr5XSqqQhOyWxfLOBTu2+gT2Yev1rYw9OJb1r67HztJOl/GMjubkKcJHjiQjIgKPjwfi8cEHaiYeJVeh8aEFKuwBHK0cGVJvCBOOTGDluZX5HkNiqjKjoggfM5bkv/7CsVVLfCZPVq2JSoE1a9ZMc+rUqcu5PXfo0CHHB4PPH9BoNKce3J4zZ074k54zVvn6BhJCLAEqAetyHvpACNFSSpnbeItfpZRPnaJXCFFipncKiQ8pVOHwUZ2POBx+mHGHxrGp3aYnrnNg6jJjYrg7/hOS/vwT+6ZN8Jk2Ta0/oDxRaHwoQIFPlJysnJjRbAb9fuvHxCMTmd5serFsCZCZmUR/tZTor77CsnRpyq1dg13duoaOpRix0IRQWpZrWeDXd67cmX8i/mHR6UXU8qyV66K7xUHSwUOEjxmDNikJ7wmf4/LGG8XyM0QxvBo1alSztbXVLlu27HbeW5uO/I6KfgF4RUq5Wkq5GmgLvJjbhlLKnnntLD/bFAfxafHEpMYU+CotgI2FDbNfnE2mNpORB0aSoS1+K6Qn7tuXvfjZ4cNq8TMd00otyRnJRKdEczvhNsH3gzl97zQRyRGGjlYoIfEh2FnYUcquVIH3EeQTxIA6A9gZspMfr/6ow3TGIf1OGDd79SZ68WKc2r1K+S2bVfGhPFVsaixxaXEFLuwheyr5z5t8jr+TP6MOjOKe5p7uAhoBmZ5O5Jczud2vHxZurvhv2ohr9+6q+FD05sKFC5eOHz8e/GB9kOIiv23wwUBZ4GbO/TLA2ae9QAhhQ/Y0uA+7bQFfSSmLTf+1vDwYzFeYAgSgnFM5JjSdwMj9I1lwcgHDGwzXQTrD02o0RM74krgNG7CuWpXSq1ep9QeeUUZWBjcTbnIt/ho34m5wLS7739i0WDQZGlKzcj/cRjQYwds13i7itLoTEh+Cv7N/ob/0+wb25WTkSab/PZ2a7jWp5l485taI376DiIkTASg9cybO7Z+8SKPydInpiYTGhxKSEEJYUhjpWelkZGWQrk3Pvq3NeHjf1sKWac2mGTpygenqO8vO0o45L87hzV/eZOT+kax8ZSUWZqbf5S/95k3Chg0n9cIFXN7sjtfo0WpiFEUpoKd+IgghtpNdPDgDl4QQ/+TcbwQczmPf3wGJwMKc+28Ca8ge2F4iPJgBq7Af5gCt/VtzPOI431z4hvpe9XmxzIuF3qchpVy4QPjwEaTfvInbe33wHDxYrT+QD6Hxoey/s58zUWe4EXeDmwk3ycyeKRuBoIxjGSq4VKC+bX3sLO2wtbDF1sIWOws7bC1z/rWwpYKzaS/gGJoQSj2vwi/qZSbMmNZsGq9vf53h+4ezod2GAg2+NRba5GQiJk8hfssWbOvWpfTML7HyK5lTDT8rTYaG01GnuRF3g5D4EEISQgiJDyE65d+TzpgLc6zMrbA0s8TSzBIrc6uH991s3AyUXjcedG0s6LjFR1V0qchnTT5j7MGxLDi1gGH1hxV6n4YUv+MXIj77DCwt8V24AKdWrQwdyaRIKbmfep/bibe5nXibO4l3uJV46+Ht1KxUsldSyNmef1/sH9doHJ0qdSrq2Ioe5XVJYlYh9l1FSln7kfv7hBBnCrE/kxMSH4KFmQW+DrpZkHJkw5GcjTrL+EPj2dR+E6UdSutkv0VJarXc//Y77s2Zg4WbG2VXr8a+cfHsI6wLGdoMTkWeYv+d/ey/s5+bCdmNkH4OflRyrUSLsi2o6FKRis4VKe9cHhuL4n81TpOh4W7y3UJ1E3mUq40rs16Yxbu73uXzw58z+4XZJtmdIvXiRcKGDSf91i08PvoIj4/6q4HmebidcJsDYQc4eOcgxyKOka5NB7LHCJV3Ls/zvs9T3rk8/k7+lHcuj5+DH5bmxXd2o5D4ECzNLHX23dKuQjtORZ5i9fnV1PWsS4uyLXSy36KkTU0lcuoXxG3ahG3duvjOnoVladP77i1qWqnl0v1L/BX2F4fDD3Mp5hKaTM3D5wUCL3svyjiWoblfcxysHP713L/+FcLkL5op/5XXLFj7hRDmwG4p5bOOSjslhGgspTwKIIRoBPxVwJwmKTQ+lLKOZXXW9Gxtbs3sF2bTbUc3RuwfwbetvzWpL8PM6OjsGUMOHcLh5ZfxmTIZC9dnn564uEtKT2Lf7X3sv7Ofv8L+IikjCUszS4J8guhRrQcv+L1gksWnrtxKvAXopmXxgbql6jKk3hBmn5jND5d/oEe1Hjrbt75JKYld+z33vvwSc1fX7KK+UZChYxml9Kx0jkce5+CdgxwKO/Swy5G/kz9vVH2D50s/T1X3qrhau5pkEVpYIQkhlHMqh7mZuc72OSpoFOeizzH+r/FscN1AGcdcZ/A3SmnXrxM2ZChpV6/i/v77eH48UE2v+xTRKdEcDj/MX2F/cfTuUe6n3gegmls1OlbqSFnHspRxLEMZxzL4OvpibW6dxx6V4izPM2MpZZYQQiOEcJZSxue1vRDiHNndtCyB3kKIWzn3ywElanWikIQQnVftZZzKMLHpRIbvH87ck3MZ1XCUTvevL0kHDxI+ZqyaMeQprsddZ93ldWy/vh1NpgYPW4+H0y839mlc7KeKzS9ddm181Ns13uZE5AlmHZ9FoEcgtTxr6XT/+pAZG5s9e9wff+Dw4ov4TPtCFfW5CIkPYUPwBrZd20ZiRiJWZlY09GlI96rdae7bnDJOpnNSrE+h8aHPvGhuXqzNrZnz4hy67ejG8D+Hs6btGpM48YzbsoWIiZMws7GhzPLlODR73tCRjFJ0SjRbrm1hV8gugmODAXCzcaNp6aY85/scTXya4G7rbuCUijHK7yxYqcA5IcRKIcSCBz9P2LYd0B5oDZQnewatF3Nuv1rIvCYjQ5vB7YTbOj9JAvif//94s+qbrLm4ht9v/a7z/euSNj2dyGnTud3vfSzc3Sn/4yY1Y8gjMrWZ/H7zd/ru7kunrZ3YfHUzLcu1ZE2bNfze9XcmNJ3AS2VfUsXHI0LjQxEIyjrqdpVhIQRTnp+Cl50XI/aPID4tz+stBqU5doyQ1zqTdPAgXuPG4vfVElV8POLhsbWnLx22dGBD8Aae93uexS8v5tCbh1jacik9qvVQxUeODG0GdxLv4O/sr/N9+zn6MfW5qVy6f4kv//lS5/vXJa1GQ/jYcdwdMxbbmjUpv2WLKj4eI6XkWMQxRu4fSasfWzH/5HzsLe0ZXG8wG9ttZF+3fUxrNo12Fdqp4iMfkpKSRMOGDatkZmYSHBxsFRQUVAVgx44djo6OjnWqVatWvUKFCjWGDx/uA7BgwQL33r17/+sLMCgoqMqBAwfsAHx9fQPzes+goKAqwcHBVgDz5s1zDwgIqB4QEFC9cuXKNdauXevy+D4BgoODrSpXrlzjQbYuXbr4A6xbt8556NChz9wtI799g37J+cmPxGcNURzdSbxDpszUSwEC2bMYnY06y6eHPqVK+yr4ORrfQNO0GyGEjRhO2sVLuPboQamRI9SMITliU2P56epPbAzeyN3ku3jbezO43mA6V+5s8gNZ9S0kPoTSDqX1Mt7F2dqZWS/MotevvRh3aBwLX1qImcjvdZqiIbOyiF66lOjFS7As44f/unXY1qxh6FhGIzolmp+v/symK5uISI7Ay86Lj+t+TOfKnfGw9TB0PKOl7++sFmVb8G7Nd1l9fjU1PWryWuXX9PI+hZF65QphQ4eRfuOGGkeVi8T0RLZd38am4E1cj7+Oo5Uj3at0p2uVrmqMRiEsXLjQo0OHDrEWufytNWjQIGnfvn3XEhISzAIDA6t36tRJp1fGrl+/bjl79myf06dPX3J3d8+Kj483u3v37jP90b/xxhvxkyZN8p00aVKEo6OjNr+vy9ebSCm/FUJYAQ/mSA2WUj5pQYpo4A6QmXP/0UvdEigRf6UPu4noYDaR3FiZWzHrhVl0296N/nv7M/+l+Ub1AfBgxhBhZYXfksU4vvSSoSMZheiUaFacW8Gm4E2ka9Np5NOI0UGjecHvhWIxTWVRCE0I1ctV2gdqetRkZIORTPtnGoP/GMwXzb4wmpmxMmNiCB85kuTDR3Dq0B7vzz7H3MHe0LGMwq2EWyw7u4ydITvJ1GbS2KcxYxqO4YUy6tjKj8Iu7pkfg+oO4kL0BT47/Bm3E28zoM4AnY43KYz4bdu4+/kEzOztKbtqJfZNmhg6ktEIiQ/h2wvfsjNkJymZKdR0r8mkppNoXb41tha2ho6nMyN/PFPmSkSiTrsbBHg7ama+XvupCwhu3LjRff369TcAzM3NpYuLS+bj2zg5OWkDAwM1wcHBefZfdHV1/c/rH+fi4pJpbm4u7969a2lvb691dnbOAnB2dtY6Ozun5/V6a2trrZOTUxaAmZkZTZs2TdywYYNz3759Y/N67QP5XQn9ReBbIJTsgqKMEOJtKeWBXDZfSHaXq7/IXjn9kHx0brUS4uHgRj2eKPk5+rHgpQUM+3MYb/3yFlOfm8rL5V7W2/vlhzYtjchp04hbvwHbevXwnTMbS29vg2YyBnGpcay6sIp1l9aRoc2gY6WO9K7em4ouFQ0dzaRopZbQhFDqe9XX6/u8WfVNJJJZx2bx5i9vMu/FeVRy1W3f+GelOXmSsKHDyIqLw2fqFFy6dDFoHmMRlhTGsjPL2HZ9G5ZmlnQL6MYbVd8wqgsypqAovrMszCxY0nIJU49OZfm55Vy6f4npzabjbO2st/fMS3Y34WnErVuPXYMGlJ4zG8tSBV/gtDi5lXCLpWeW8kvIL1iZWdG2Qlu6VelGDXfV4qorqamp4vbt29ZVqlRJB6hUqVLGnj17rj++XUREhPmpU6fsJ0yYEH748OGnXnU6f/78pbze98F7+Pv7Z3h4eGSUKVMm8Lnnnkvs3Llz7FtvvZVnK0urVq2SW7VqlfzgfoMGDZIPHjzooPMCBJgN/E9KGQwghAggu7j4z1mAlHKwyO7g/yLQC1gohNhD9iKEIfkNZupC4kPwsPXQ+5XTBt4N2Nh+I0P3DWXIn0PoG9iXgXUGGuSqUvqtW9wZMoS0i5dw7/senoMHl/gZQxLTE/nu4nesubgGTYaGVyu8Sv/a/SnrpNvxCyVFZHIkKZkpeusm8oAQgh7VelDVrSrD/xzOWzvfYvJzk3nF/xW9vm9upJTc/+Zb7s2ejWXp0vivX4dNteKxYGJhRCZHsvzccn66+hMCQfeq3ekb2Fd1syqgkPgQ3G3ccbJy0uv7WJtbM7HpRGp61GTaP9OyC/wW8whwLfpFaDPCwrgzZCip587h9l4fSg0dqrpcAbcTb/P12a/Zfn07lmaW9K7em3dqvFPsx3Pk1VKhDxERERaOjo5PbLE4fvy4Q7Vq1aqbmZnJwYMHRzRo0CD1yJEjuRYgBRlba2FhwYEDB67u37/fbs+ePU5jxowpc/z4cfs5c+aECyH+03iQ22MA3t7emREREc+0mFt+jzTLB8UHgJTyihDiiWeWOS0e+4QQp4DuwGTgKrD8WcKZspD4EL2fJD3gbe/NN22+Ydrf01hxbgUXoi/wZfMvcbFxKZL3B0jYs4e748aDuTl+S5bg+JLpzfeuS5oMDT9c/oHV51eTkJ5Aq3Kt+Kj2Rwa/im7qQhL0MwPWk9T3qs/G9hsZ9ucwRuwfwYXoCwyqN6jIuvRkJSZyd9w4En/bi2OrVvh8MRVzR+PoDmYo0SnRrDy3ko3BG9FKLZ0rd6ZfrX5426uW1sLQd9fGRwkh6FalGwGuAQz7cxg9d/Z82KWnqCQdPEj4iJHIrCy1sGCO8KRwvj77NVuvbcXczJy3qr1Fn5p9VFGvR/b29tr09PQnDjR8MAbk0cc8PDwy4+Li/nWVOS4uztzLyyvPrle5MTMzo0WLFpoWLVpo2rRpk9C3b1//OXPmhLu6umbGxMQ8/LKLioqyeFL3rpSUFGFjY5Pv8R+Q/1mwjufMgPVizs9y4ERuGwoh7IUQbwkhtgI7AQegnpSyxBQfUsrsAkRP4z9yY21uzYSmE5jQZALHI4/zxo43uBij/1mPZU7zddigwVhVqED5n34q0cVHhjaD9ZfX0+bnNsw/OZ86peqwod0G5rw4RxUfOqCvKXifppRdKVa/spo3qrzB6gur+XDvh8Sm5ruVucBSL10i5PXXSdz3J6VGj8Z3wfwSXXwkpicy78Q82v7clnWX19G2Qlu2v7adT5t8qooPHQiND9Xr+I/cPPh8rOJahZEHRjL7+GwytQU6h8o3mZVF1IKF3H7/Ayy8vSn/46YSX3zc09xj8pHJvLr5VbZd30a3Kt3Y2XknoxqOUsWHnnl6emZlZWUJjUaT7+aL559/PvnEiRMOt27dsgA4cOCAXXp6ulnFihX/M3ajSZMmASEhIU9sMAgNDbU8dOjQw3Evx48ft/P19U0HaN68eeKaNWvctNrsumLlypXuzZo1y3WiqeDgYJsaNWqk5Pd3gPy3gPQHBgCDyB4DcgBY8oRt75Hd2rEOuEb2wPOGQoiGAFLKn58loCm6n3qfhPSEIj1JeqBLQBcCXAMY+udQev/am08bf0rHSh318l4Zd+8SNmQoKWfO4Nq7F14jRiCsnqkFrtiQUvLHrT+Yd3IeoQmhNPBqwPwW2QWIojuh8aE4WDrgblO0XQEszS35pPEn1HCvwZSjU3hjxxvMbTFXb32h4376iYhJkzF3dqbcd99iV6+eXt7HFGRkZbAheAPLzi4jLi2ONuXb8FHtj4rsan1JEJcaR2xarEG+szztPFn1yipmHJvBNxe+eTguRB8nvpmxsYSPGEnyX3/h3LEj3hM+x8y2+AyiflaJ6YmsPr+aNRfXkCkz6VK5C30D+6qCvog1b948fs+ePQ6dOnXK1yyyZcqUyZwxY8bt1q1bV9ZqtcLe3j5r7dq1N8zN/931Pisri5s3b1p7eno+sapPT08XI0aM8IuMjLS0traWbm5uGcuXL78FMGzYsOj333/ftmrVqtWFENSuXTt5wYIFkbnt58CBA44zZswIe4ZfO9+zYKUBc3J+/kMI8ZOU8sGIyE1kFx1Vc37+tSug2BcghrhK+6hAz0A2tNvAqAOj+OSvT9h/Zz/9a/ensmtlnb2H5tgx7gwegkxLw3f+fJxe+Z/O9m1qTt87zezjszkddZoKzhVY9NIimvs1V2ud6EFIQnbXRkP9t32t8msEuAUwdN9Qev7Sk46VOvJ+rfd1tjK9zMggcto0Yn9Yh33TJpSeORML9+Ld7/pJtFLLntA9zD85nztJd2jk04hh9YdR3b26oaMVOw8GoBvqO+tBgV/ToyaTj0ym7c9teavqW7xb812dDVBPDQ7mzkcDyLx3D++JE3Hp1rXEfkanZ6WzMXjjv4r6j+t+bFKr1BcngwcPvjdz5kzvxwuQdu3aJbZr1y7XoqRnz55xPXv2jHvafk+ePGnTtm3bWAcHhydOBBUQEJB+9OjRK7k9Z2NjI7/77rtbeeW/ffu2RWpqqllQUJBeWkDy8nC6ESnlOzraZ66EEK2B+YA5sEJKOf2x598BZgIPKrFFUsoV+sz0uKKYTSQv7rbuLGu1jOXnlvPthW/57eZvtCrXig9rf1iowX5SSmK//4HI6dOxKlMGv8WLsa5gmC8tQwuND2XBqQX8dvM3PGw9+LzJ53Sq1ElN+alHofGhBHkHGTRDDfcabGi3gSWnl/DT1Z/Yen0rnSsVfhxCZkwMYYOHoDl+PHtA7LBhCHPjmKK0qB2LOMac43M4H3Oeyq6VWdpyKU1LNy2xJ4z69uCiWVF3wXpcp0qdqONZhyVnlrDq/Co2BG+gV/Ve9Kreq1ATuiTs2UP4mLGY29tT7vu12NaqpcPUpkMrtfwa8isLTy0kLCmMRj6NGFp/qJrVysCee+65lGPHjiVkZmaS21ogBdWwYcPUhg0b3tHZDp/gxo0bVrNnz37mAfy6+k0fVldCiHZSyh1P2zg/2zzhdebAYqAV2WuNHBNCbJNSPj7YYYOUcuCz7l9XQuJDsDa3xsfex1ARgOwpD/vX7s9bVd/iu4vf8f2l7x8WIh/U+oAqblWeaX/atDQiJk0i/qefcWjRgtJfziiRfdIfzr5z5SeszK0YUGcAvav3VquV65kmQ0OkJtJgV2kf5WrjyvjG43kv8D2Wn13Oz9d+ZvO1zQ+7MHjZez3T/lIvXuT2wIFkxdyn9MyZOLdvp6fkxi34fjALTy1k/539eNl5MeW5KbSr0M5o1ooorkISQrAws9BZS15h+Dv782XzL+kX2I8lp5fw1Zmv+P7S97xb813eqvrWM33OSq2W6MVLiF68GJvatfBbsBBLr5I3xa6UkiN3jzDvxDwu3b9EFdcqLGu5jCalm6ii3kgMGTIkxtAZCuqFF17QFOR1+rhUO1MIEca/FyB83BfAMxcgQBBwTUp5A0AIsR7oCOh/tPUzCIkPwd/J32hWUHa2dubjuh/Tu3pv1lxc87AQebnsy3xY+0Oquj3eU+6/MiIjufPxIFLPns1eIXbgAISZcfx+ReWe5h4rz63kxys/Ppx9p3+d/mqQXhExhpbFx3nbe/Npk095L/A9vj77NT9e+ZGfr/7M6wGv06dmn3wVIvG//MLd8Z9g7uJCue+/L5GrmgffD2bZ2WX8dvM3HCwdGFJvCD2q9dDLavfKf4XGh1LOsZxRtd5Wdq3M3BZzuRhzkcWnFzP/5HzWXFzDezXfo3PlzjhYOTz19drkZMLHjCHxt704d+qE98QJmFnnuYZbsSKl5Ojdo3x15itO3TtFafvSfPH8F7xa4VWjOT9RSi5dfdo8WmxE8oSxIo+4WsD38QUebea5AzTKZbsuQojmwBVgqJTyP01DQoj3gfcBypbV7ZoMIfEh1PSoqdN96oKztTMD6w6kV/VerL20lrUX1/L7rd+p41mH1uVb84r/K7meTGtOnuTOoMFIjaZETld4T3OPVedXsSl4E1qppWOljvSr1Q9fB19DRzM6+j6ugCKdXS6/SjuUZkLTCfQN7MvXZ79mQ/AG1gevp7FPY16t8CovlXnpPydMMiuLqHnziFm+Atv69fGbPw8Lj5JVzD5eeHxQ6wN6Ve9l0IXpjJU+j63QhFCjXbixunt1Fr+8mNP3TrPo9CJmHp/JglMLaFGmBe0rtqdJ6SZYmv17kp/0O3e489EA0q5dw2vsGFx79y5RV/qllBwJP8JXZ77idNRpStmVYlyjcXSu3Blr85JVhCnG66kFiBBiBNndmfLq2zX6wQ0p5Ys6yPXESLk89vjgmu3AOillmhDiQ7JXcH/pPy+S8mvga4AGDRrobKX2tKw0wpLCaF+xva52qXPO1s4MqDOAXtV7sTF4IztDdjL9n+nM+GcGDb0b0rp8a1qVbYWLjQuxGzYSMWUKlqV9KLN6FdaVdTeQ3dhFaaKyC48rm8jUZmYXHoH98HP0M3Q0o6Wv4wqyCxAzYWbUizj6Ofox6blJ9Avsx+Zrm9kZspPxh8ZjbW7NC34v0LZCW5r5NsM8OZWwESNIPnAQl+5v4D1uXImaQU4VHs9OX8dWhjaD2wm3eanMf74mjUqdUnVY8b8VnIs6x7br29gVuotdobtws3GjtX9r2ldsTw33Gmj+/oewIUOQUlJm+dc4PPecoaMXGSklh8MPs+TMEs5GncXLzotPGn3Ca5Vfw8q85Hy+KKYhrxYQX+CwECKE7Gl1N0kpox/fSEq5Rx/hcnEHeHSaBj8g/LEsj/ajWw7MKIJcD91KuIVEGnwwX344WTnRN7AvfQP7cj3uevYHesguJh2ZxLTDUxl51IM6f4Zh2TSI8nMXYO5cMk4OLsVc4qerP7Hl2hYytZl0qNiBfrX6qRlCDCw0IRRfB1+T+CIt41SGQfUG8XHdjzkTdYadITvZHbqbPTf3UD7ZjvEbJY5Rybh/Og6vHr0MHbdISCk5HnmcHy79wN5be1XhYSTCEsPIlJlGMbYqPwI9Awn0DGRUw1EcCjvEjhs7+PHKj/xw+Qe6XXaly9ZoKOtLhaVfY+NvGr9TYWVqMzlw5wArz63kbPTZ7K6hjT+lU6VOJvF5qZRMT+0EKKUcCpQFPgVqAWeFEL8KIXoLIQwx+vgYUFkIUV4IYUX2KuvbHt1ACPHoyO8OwKUizGfwKXgLqqJLRQbUGcC2TtvY2HINc/Z4U+fPMHY0FHRudoJOf/Rk8pHJ7ArdRUyKyY6VeqKE9ATWX15Pt+3d6LajG5uvbqZN+TZs77SdSc9NUsWHEQiJDzG540oIQZ1SdRjXaBy/d/2d5b4jmbg6FbO4RCZ0F7TWzuGdXe+w9MxSTt87TYY2w9CRde6e5h4rzq3g1c2v0md3H/6++zcf1PqAXV12MbDuQFV8GJgxjq3KD0tzS1qUbcHsF2fzR7c/WHztOV7fHMVpf3in813+d/RtRh0YxZZrW4hMznXpApMXGh/K3BNzafVjKwbvG0xUShSfNfmMna/tpFuVbqr4MBFJSUmiYcOGVTIzMwkODrYKCgqqArBjxw5HR0fHOtWqVateoUKFGsOHD/cBWLBggXvv3r3/1RUgKCioyoEDB+wAfH19A/N6z6CgoCrBwcFWD7YPCAioHhAQUL1ixYo1Bg0aVDolJUU8yNCiRYt/raLcpUsX/9WrV7s+VF9HkwAAIABJREFUvp+mTZsGREVF5XvGkDzHgEgpJbAf2C+EGAi0BKYDS4EnTkchhLDOWT/kqY89CyllZk6G3WRPw7tKSnlBCDEJOC6l3AYMEkJ0ADKB+8A7BX2/gnhQgJRzKleUb6szWdHR2Ayagtel23h98gnt2tSjVMQ//H33b3bc2MHGKxsBqORSiSDvIBp4N6CGew187H1Mro/tgyuyP1/9md9u/kZaVhpVXKswNmgsr1Z4VZ0YGRGt1HIz4SaNfRobOkqBaX7fh8vIuVh4elFqyQKG2N/n77t/c/TuUZacXsLi04uxt7SnoVdDGvk0om6pugS4BmBp/sRFbI1WhjaDA3cOsPnqZg6GHUQrtTTwakD/2v1pWa4lthYld/E3YxMaHwoYfgregtKmp5P0yVQ8t+/HpWtXWo36CKeo4xwJP8Lh8MP8GvIrABWdK9KkdBMa+zQm0DMQNxs3AycvGE2Ghj0397D56mZO3juJuTCnmW8zOlXuRHO/5v8ZD6MYv4ULF3p06NAhNrcpeBs0aJC0b9++awkJCWaBgYHVO3XqFK+PDPv377/i4+OTGR8fb9azZ89yPXr0KPfzzz+HPss+3nzzzZhZs2Z5zpgxI+L/2Dvv+KiqfIF/z/RJMpPMTHoghRJqAKWIIiAsRREVnl1BQAVddcV1d5+7q+u66tvVtTzL+ta10ERAFPuCICpiRywrvUgaIXXSJpmWmTnvj5uENFIggQTu9/M53DvnnnvumTC/e87vnN/5/dpTvt2b0IUQGSgrDlcDTuCPbdzyFdA0fG9LeR1CSrkeWN8k7/4G538A/nAizzgRMiszSQhP6JEuWX0HDpBzyy0Ey8rp9dw/sEyahB0Y5BjEvCHzCIQC7HbuZlvBNrblb+PNA2+yau8qAGxGG4McgxjsGFyfEsMTu51S4vK7+KHoB7YXbuej7I/IceVg0VuY1W8Ws/vPZrB9cLdrswrkV+fjC/p63ApIHaXLl1P4yKOYhmXQ+//+D53DwXnAeYnnAUok6m0F2/g6/2u+yf+GLYe3AKDX6Em3pTPEMYSh0UMZ7BhM36i+3cpbUR1V/ip+LP6Rr458xb8P/Run10mMOYYbh97I7H6zu/XenTOZzMpM7CZ7j5xwCVZWcviOX+Heto2Yu+7CccsihBDMtMxkZp+ZSCk5UH6gXhl5ff/rrNyzEoCkiCQyojMYGj2UjOgMBjkGdVvFuLqmmv8U/YdN2ZvYkLkBd8BNijWFu86+i0v6XkJs2JnnWrhLePv23hTt7tzBW+xgN7Oea3Uf9dq1ax1r1qw5BKDVamVUVFSzyOVWqzWUkZHh3rdvX5teBGw22zEjn9cRFRUV0Gq1zfaSRUZGhpYvX56dkpIyrLCwsM3VjIb1XHPNNeXnnXfewE5RQIQQ/VGUjmuBILAGmFbnBvcY98Sj7B0xCyHO4ujGcSutrJh0V6SUVH/+BSCJGD++zfI90UwEoPrLLzl852I0ZjMpK1/BPKS5K1CdRsewmGEMixnGzRk34w/62Vu6l93O3ex27mZP6R6W7VxGQCq//UhjJOm2dFKsKaRaU0m2JJMSmULviN4nbVa33FvOd0Xf8V3hd2wv2M6+sn2EZAidRsfZsWdz6/Bb1RnZHkBPnaWVwSCFjzxK2SuvYJk6hcS//x2NuflvLcoUxbTUaUxLnQZAflU+P5X8xC7nLnaX7GZ95vr61UeT1sQA+wD6RvUl1ZqqpMhUell6ndTZzwpfBd8Xfs/2wu18V/gde0r3KLIldEzoNYH/6v9fjEsa1y2VJZWjZFVk9Ti5AqjJyyPnllvwZ+eQ+NjfibykueMXIQTptnTSbenMGzIPb8DLjpId7CrZxY6SHfxU/BMfZH0AgFZo6W/rz0D7QNIi00izppEWmUYvS6+T/huuk63vCr+rl62gDGLWmZmWMo3Z/WdzduzZ6mTZaYDX6xW5ubnGAQMG+AH69etXs2nTpp+blisoKND+8MMP4Q888MCRL7/8Mry1Onfu3Nnm1oOWnlGH3W4PJSUl+Xft2tWmH/SG9cTExAT9fr8oKCjQxsfHB9u6ty2p2oiy+fxqKeWOtiqrZTqK2VMvGrvjddH2qkm3pOiJJ5CBGsLPP79VgZdSklWRxez+s09i606c8nXryP/zAxj79KH38/9En9i+YFQGraFeIanDF/RxoOxAvVJysPwgH2V/RJmvrL6MRmhIDE8kJTKFhPAE7CY7dpMdh8lx9NzsINIY2aavck/AQ5G7iMLqQgrdhcp57TG7MpuD5QcBMGqNDIsZxi3DbmFU3CgyYjJUpeMUI4NB3N9uJ3xsS560G9MT91aFPB7yfvs7qj76CPu8ecT+9+/aHdk8ISKBhIgEpqdOV+qSIXIqc9jl3MXOkp3sKd3DltwtlHpL6+/RCi29LL0UZd+aTIw5pl6WHCYHDrMDm8nWbiVFSkmFr6JenupSgbuAHSU7OFCmeFM3aJT3wMKMhYyKH8Ww6GE9cgX4TCWrMotJvSed6mZ0CM+uXeTeeivS6yP5xRfb9Q4BMOlMjI4fzej40fV5JZ6SeoVkR8kOvsj7grcPvl1/XafRkWxJJi0yjVRrKokRifUyFW2OxmF2HFdfUhOqwelxNpKvzIpMvi/6vpFsZcRkcFPGTYyMG8mImBGqbHUlbaxUdAUFBQU6i8VyzBWL7du3RwwaNGiwRqORixcvLhg1apT3q6++alEB6UyFVNl9AUKIFj3uHSvf4XAEcnJyDPHx8Z62ntGqAiKlrHcMLoRIAfpLKTcLIcyATkrpauGe5cByIcTlUsp1bTWguyOEwD5/Hvm//wPVn3/e6ipIkbsId8DdodkkX2YmJf/3TxIe+DOa8FaV2k5HSknx00/jfP5fhI8bR9LTT6GNaD24U1sYtUaGRg9tFgelwldBTmUOWZVZ5LhyyK7IJqsyi73OvZT5ygjJULO6NEKDTugQQtQrIgLlXCAIEaK6prrZfRH6COLC4kiMSGRG2gxGxo1kaPRQdUNeN6P8zTcp+NP9pL62BvPw4a2WzarMwmKw9Bi77UBJCbm/vA3vrl3E3Xsv9rlzTqg+jdCQGqmsdFzc5+L6/Ep/JVkVWWRVZh09VmaxrWAbnkDL7/8oYxRWg1WRIyHqZaruORqhocpfRbGnGF+w8ZY9gcBustPf1p/pI6YzKn4UQ6OHqrEFuhkyGCTk8aKNaL1PqfBVUOot7VErIFVbt3L4rl+jjYokZcmJu4aPNkczsfdEJvaeWJ/n8rvIqsgiszKTzIqj6dPcT+tX+BsSpgsj2hyN3WTHqDXW91lCCDRo6s9DMkSJp4QidxFOjxPZJIqAWWdmRMwIpo+Yzsi4kWTEZKiydZoTHh4e8vv9x5xprdsD0jAvOjo6UF5e3mg2q7y8XBsXF9em6VV7KCsr0xw5csSQkZHhzcrK0ldUVOiaXNfFxMS0+CyfzyfCwsKaD+haoF3rikKIhSgBkOxAX5TVjeeBX7Ry21AhRDM7Hinlg+15ZncicsYMip94ktKly1pVQDIrOz5LW75mDZXvvYd5xHDs119/wm1tLzIQIP/+P1Px5ptEXXkF8fffj9B3nflGpDGy3n1iU0IyVN8ROj1O5ehVjjWhGpAgkYRkCIlESolEIhA4zA5iw2KJC4urP6ozRD2DyBkzKHrscZxLl9Hrqf9ttWydaWNPMDnwHz5Mzo03ESgqotc/nsUyueviK1gN1markKBMLrgDbko9iiw5Pc5Gx0p/JUgIEaqXp5BUzkOEMEea62WqTq7iwuKIDotWN7l2c2QgQObs2YSNHk38/fe3WranrSxWvPMOR/54L8YB6fT+5/Po47pm74PFYGmxvwqEApR6SynxlOD0OJVjnVzVylZNqIaQDNXLVkiG6vsugcButjPQPrCRbMWGxRJjjsFmsqkRys8wYmJigsFgULjdbhEWFtau+D7nn39+9W9/+9vknJwcXXJycmDr1q1hfr9f07dvX3/Tsueee276qlWrMtPS0trlYrGiokKzYMGClKlTp5bHxMQEIyIiQoWFhfrvv//edPbZZ3v3799v2Lt3r3ns2LHNZrhCoRDFxcX6AQMGtMvZVHsNG28HxgDfAEgpDwgh2pL8qgbnJmAmJ9klbmchDAZsc+ZQ/L//i3fffkwD0lss19GXuZQS1+aPACh7dRW2a69FaLr+5RPyesm7+zdUffwx0bffTvQdt5/SgZ1GaLCZbNhMNvpG9T1l7VA5uWjCw7FdfRXOl5fgP3wYQ69jB3jMrMjk3MRz2123lJLchYsIG3k20b/8ZWc0t1149+8n96abCfn9pCxbinnEiJP27IYIIQjXhxOuD6e3VXUhfSYhdDpMw4dT/uZbRP/qV+hstmOW7UkueEtXvkrhww8TNnYsvf7xjzZXd7oCnUZXrzioqHQWEyZMqNi0aVPErFmzmlkVtUTv3r0Djz76aO6FF17YPxQKifDw8ODKlSsPaZuY+AaDQbKzs43HWq1oyMSJE9OllCIUCjFjxozyRx999AiA2WyWS5cuPbRgwYJUn8+n0el08rnnnst2OBzN9nh8/vnnYWeddVa1vp2T2e1VQHxSSn/dIFUIoaN5BPJGSCmfaPhZCPE4TWJ29CRsV19FyfPPU7p8OYl//Z8Wy2RWZBKuDyfGHNOuOn1791KTl0fY2LG4v/6a6i+/IuL8ro3aGqysJPe22/B89z1x992Hfc7JW3VRUWmKbc4cnEuXUbpiBfF/bHmLWJ05UEdmaf0HD1L9+ed4vv8e2/XXo7VaO6vJx8Tz44/k3HIrGqOR1JWvnLBpiIrK8eKYP5+KN9ZRtno1MbfddsxymRWZ6DQ6kiKS2l23DIUIlJSgjz05g3ApJc5//Yvip54m4he/IOnJJ9AYVbMkldOHxYsXFz322GPxTRWQmTNnumbOnNmiUjJnzpzyOXPmlLdW7/fff2+aMWNGWURERKvj9by8vFb3eE+bNq162rRpe1srA7B06VLHbbfdVtRWuTraO93+qRDijyieraYCrwPvtfchtYQBfdos1U3RRkURNXs2le+9R6C4uMUymRWZpFnbbybi2vwRaDQkPvI3tA4HZStXdmaTm1FTVET23Bvw/OcnEh9/TFU+VE45+rg4Ii+eQfkb6whWtOzevG6WtiMKSOXGTQCE3G7KX3/9hNvZFlVffEH2ghvRRkaSsupVVflQOaUY+/UjYuJEyla+Ssh3bGuIrIoski3JHfLyVLZ6NQd/MQXfoczOaGqrSCkpeuxxip96msjLLqXX00+pyofKace4ceM8F1xwQWUg0ClbOOoZPXq096WXXjrcqZW2wtChQz2XXXZZu1ZxoP0KyO+BYmAHcAtKHI77WrtBCLFDCPFTbdoF7AOebm/DuiP2G+YiAwFKV61q8XpWZVaHBkmuzZsxn30W+vh4bFdfRdWnn+LP7RonDP6cHLKvn4M/N5fe//wnkRdf3PZNKionAfuCBUi3m7K1a1u8Xm/aaO2AbG3ciHnUSMLGjqX0lZXImq6LMF75wUZyb/0lhpQUUl9d2aopmYrKycJ+440ES0upePudY5bJquy4C96Kd96FmhqcL790gi1sHRkMUnD//ZQuWYLt+utJ+NvfEC0EalNROR246667nC0FIuxJ/OY3vynpSPl2KSBSypCU8kUp5ZVSyitqz9vaLDMTuKQ2TQMSpZT/6EjjuhuG1FQiJk+mfPUaQp7G+2/cNW4KqgvabUvrz83Ft28flilTAIi6+hrQail7tWXl5kTw7tlD1nXXE3K5SFm6pMvNvFRUOoJp4EDCzh1L2Ssrkf5me+jIrMhEK7T0trRvL4Pv0CF8Bw5gnTYdx4L5BAoKqPzgg85uNgBla9eSd/fdmDMySFmxHF1M+8wvVVS6mrAxozENHUrp0qXIUHOnNIFQgBxXTof2f/hzc/H+9BNau52Kd96lJj+/E1t8FOn3k/fb31L++hs4fnkrcffde1L2R6qoqJw8jluihRAbWrsupcwGolAUkNnA4ON9VnfCsWA+wfJyKt5pPKvUUTORus3ndQqIPi4W67RplK9bR6i6uWvZ46V62zay596A0OlIeXVlm+5OVVROBY4FCwgUFVG5oflrJasySwmy187gla5NivmVZdpUwsePx9C3L84lS2l7zqRjlLz4IgX3/5nw88eR/PJLJ2WfiYpKexFC4LhxAf6sLKq2bGl2Pa8qj0Ao0KEVkMr1inz2ekYxZnAuXdoZTW1EyOMh9447cG34gNjf/Y7YxYt7hPc7FRWVjtGqAiKEOPsYaSTQqnsXIcRi4FUgtja9KoT4Vae1/BRhHjlSmVVatrzRrFJHzURcmzdjHDiwkbmGbc4cQi4XFe91dHtNy1Ru3ETuzQvRxcaSunoVxr6qhymV7kn4+PEY+vXFuXRZM0Whbm9Ve6ncuAnziBHo4+MRGg32+fPw7dmD+5tvOqWtUkoKH3uM4ieexDpzJr2fe67F6OYqKqcay7Rp6BMTcS5Z0uxaVkUW0MG9VevXYx4xgrBRo4i85BLK175OoLS07RvbSbCqipyFC6n+7HPiH3oQx003dlrdKioq3Yu2VkC+BR4HnmiSHkdZ3WiNm4BzpJT3SynvB8YCC0+suaceJTDhfGVW6dNP6/MzKzLRCA3J1uQ26wg4nXi+/x7LLxqHUTGfNQLT4MGUrlx5wrO1pa++St5dd2EaPJiUV1eiT0g4ofpUVLoSIQSO+fPx7d2L++uv6/ODoSA5le03E/Hn5ODbswfL9On1eZGXXorW4eiU2VoZCJB/732UvrwE23XXkvj3R7s0fo6KyokgdDrs8+fh2f4dnv/8p9G1jq7a+w4exLdvH9YZMwBwLLwZ6fNRumJFp7Q1UFZGzrz5eH78D0lPPoHtyis7pV4VFZXuSVsKyB7gFinlpKYJaGuziQAa+gkO1ub1eKzTp6GLj6d02fL6vKzKLHpF9GpXtG3Xxx+DlFimTmmUL4TANmcO/oM/NxqEdQQpJUX/+xSFDz1MxAUXkLx0Sat+4FVUugvWSy5ppigcqT6CP+Rvv2ljrfmVddrU+jyN0Yjtumup/nQrvp9/Pu72hXw+Di++i4o33yT69tuJ+9OfVLt0lW5P5H9djsZqxbl0WaP8zIpMbEYbkcbIdtVTuX4DCIHlQkW5N/bpg2XqVMpeXUWwqqqNu1unprCI7Llz8R08SO/n/oH1ootOqD4VlZ5EVVWVGD169IBAIMC+ffsMY8aMGQDgcrk0l156aVp6evrg/v37Dxk5cuSAiooKzb59+wz9+/dvFOj77rvvTrz//vvjAC6//PLU999/39LaM+++++7EZ555xlFXPikpKWPgwIGDBw8ePGjz5s3hAGPGjBmwdevW+sjODZ/7/vvvWy6//PJUgNWrV0f++te/Tuzo926r93yglTJtmVMtBb4RQjwghHgA+Bp4uUOt66YIvR773Lm4v/kG7+7dwNFIze2havNH6JOSMA4Y0Oya9eIZaG02Sle+2uF2yZoa8v94L85//YuoK6+k17PPqKYhKj0GjdGI7frrqN76Gb6DB4Gjpo3ttVOv3LgJU0YG+qTGcQ1s116LMBopXbbsuNoWdLnIvXkhVR99RNx99xHzqztUu3SVHoE2Ihzb1Vfj2rSpkZfFjvRZUkoq168nbMyYRvE/HIsWEXK5KFu9+rjb5z98mOw5cwgcyaf3iy8QMXHicdelotITefbZZ6MvvfTSsqZesP7617/GxsbG1uzfv3/3gQMHdi1ZsiTLYDB07mbGWh5++OHDe/fu3f3www/n3XbbbSkduffqq6+u+OCDD6JcLleHZuRa9fklpXyjlWtvt3Hvk0KILcD5KCsfC6SUP3Skcd2ZqCuvoOS553AuW0b8I38juzKbcxPajtQcrKqm+ssvsV13XYsDGI3RSNRVV+F88UX8h/Mw9GpfgKiQ283hu+6ieutnRN9xB9G336YOkFR6HLZrr8X5wos4ly0j8eGHO2SnXpOXh3fHDmJ/+5tm13R2O5GzZlHx1lvELF6MLjq63W0KOJ3kLFyIb/8BEh9/nMiZqgtrlZ6Fbc4cnMuWUbp8BfH33Qsoq/YX9L6gXff79uzBn5WFfcGCRvnmoUMIHzeO0mXLsc+di8Zk6lC7fD//TM6CGwn5fCQvW4p52LAO3a+i0pn86Ys/9T5YdjCs7ZLtp5+tn/uhcQ+1Gl9h7dq1jjVr1hwC0Gq1MioqKgCQn5+vT0lJqXcNOXz48GMH9WmA1WoNGo3G5q7vGhARERE0m83Nylx44YWu66+/vs1gO0ajMWS1WoMAGo2G8847z/Xaa69F3nzzzWXtaSOcmBess9sqI6X8Xkr5jJTy6dNJ+QDQWq1EXnE5les3kJe5A1/Q165BUvXnnyFrapqZXzXEdu01IARlq9vnkjdQWkr2vPlUf/4F8X/5CzF33K4qHyo9Ep3NRuSsy6h8510CJSVkVmYSZYzCZmrbjLBy04eAsvG2Jezz5iH9fspWtX+21n84j+zrrsd/KJPe//w/VflQ6ZHo42KJnDmT8nXrCJSVUeGroNRb2v6VxfXrQafD0sC0sQ7HLYsIOp2Uv/lmh9rk2bWL7DlzkTJEyisrVOVD5YzE6/WK3Nxc44ABA/wA/fr1q9m0adPPAIsWLSp59tln40eMGDHwzjvvTNyxY0e7onAuXbo0d+rUqa26U33wwQcLFy5c2ExZWLNmTVT//v09Ld3TkKlTp1YvXbq0XrEaNWpU9WeffRbRnvbVcSJRT37JabCp/ESw33ADZStfpfiV5ZDWvlla14eb0drtmM8665hl9PHxWKZMofyNdcTccUerZlT+7GxyFi0iUFBIr388i2Xy5OP6Lioq3QX7vHmUv7aWslWryEpvf6A018aNGAcPwpDcsiMIY580IiZPpmz1ahyLFrY5W+s7cICcm25WZmeXLiGsFZlVUenuOG5cQMVbb1H+2mvkXa6s1renz1LMrzYQft65Le4nDBs9GvOIEZS+9DK2K69sl1MG93ffkXvLrWitVpKXLsGQ0iGLDxWVLqGtlYquoKCgQGexWFoMgX7eeed5MjMzd7z99tvWDz/80HreeecN+vTTT/dGRES0uLpxIhPP9913X69HH300wW6317z88stZtfU1M/dqKQ8gPj4+UFBQ0PYm6AYc9wqIlPKMVj4ADL16YZk6FcN7WzD6ZZsvc+n3U/Xpp0RMnoTQalsta587h1BFxTFd8voP55H/wAMcmnkJofIKkpcuVZUPldMCY1oaEZMmUbZqNYeLD7XP/KqgAM+PP2KdNr3Vco4F8wmWlbUaHVoGApS/8QZZc+aClKS8skJVPlR6PMb+/QmfMJ7Sla+SXXwAaN/eKu9//kPNkSP13q+aIoTAccsiao4cUVZK2sC1ZQs5N92MLjqalFdXqsqHyhlNeHh4yO/3H3MsHhkZGZo3b175ypUrc2bPnl36zjvvRMbFxQUqKioaDSJLS0u10dHRLSoy7aFuD8iXX355YPTo0V4Am80WcDqd9QsVxcXFOpvN1uIzPB6PMJlMrZp9NaXNFRAhRCRwIZAESOAIsFFKWd6RB3UWQogLgacBLfCSlPKRJteNwApgJOAErpZSZnVVe+zz5+HauJErvg/DtrAVM5FgDdWfbiZUVYXlrDQ49Cl4K8BXCb4qkEGQISWFgphDQYy97JT96ymiYrMQhjDQm/GXeCh572sqPv0BodEQeeFEouddhz4tGUJB0LSu2Kio9AQcC+aT/fHHZGzXkHpWauuFAz5c7yvmH5YRSfDzx+CtVOQr6G8mV6bUGEr/+b9ExWcjDGbQmUAfhtSZqPohk6KV6/Hn5GMenE7i//wJQ2qv1p+votJDcNx4IznzF+DbsBldjI4kSyt7DKWEGg8Vb7+OMOixDLTBgc3gq2jcZ4VCRJiCGHs5KHnqUay2QwitBvRhtbJlBr2ZmgovRUvfpXLLNoz90kh+/ll0cbHHfr6KyhlATExMMBgMCrfbLcLCwhqtLmzatCn8rLPO8sbExAS9Xq/Yv3+/adKkSa7IyMhQbGxszTvvvGO57LLLXIWFhdotW7ZE/u53vytqWv/tt9+edM4551TfcMMNHR6zT5gwwfXKK6/YL7vsskqNRsPLL7/sGD9+vKulsvv27TMNGTKkTdOthrSqgAghbgD+DGwC8mqzJwF/FUL8RUrZOQ7A24kQQgs8B0wFDgPfCiHelVLublDsJqBMStlPCHEN8ChwdZc0SErC0pPZMzySS7dUUPn8fViH2MBVCFUFUFUErgKoLgZ/Fa5vI9HozIT/eDfsaOO7AvaEMPK/jcL92mPoTCFKdkdQmWNGaMDWtxrHwCr0Ya/AG68cvcsUCWF2MNuPHsOjITwGImIhPFY5RsRCWDRoT8QKT0WlazCPGEaof28u+SYXcWk+uF9U5KlOrqoKFTlzOyHoo/IjB8ZIDcYPrm+1XkWuTBz5yk7Vq49jSVL29LlL9BT9aMVTYsRgCZA0rhJLry2I17YoN+pMYLY1TmF2Ra4apohY5Wi2g+qiV6WbETZmDMaB6SS9u43kX9rR73xLkaWqwqNyVVWkJG85MhDA9W4cEbF+tGsuPWa9AnD0NnPkKxuuFY9g7eWtvyaDULo/guJdERASRA+pwjHoCzQv1W4jNUUelSlTlHKs67PqjmENPpsiQd3jqHIaMWHChIpNmzZFzJo1q9Hgfv/+/aY77rgjBSAUCokpU6ZUzJs3rwxg+fLlmbfddlvyPffc0xvgnnvuOTJkyJBmm9R3795tnj179nEtGNx9990lixYtMg8cOHCwEILhw4dXP/PMM4Utld26davl0UcfzWvp2rFoa/R5LzCy6WqHEMIGfIOy0nAyGQMclFIeqm3HGuAyoKECchmK+2CAN4B/CCGEPJHIfnveA+fP4MqvTQVQmQ9VBcign+d+kcifC0Nonn0D3aQSwpLMEBGnpKSzISIOaYzCtWEt4aNS0Vz/pPISNUUpGB4wAAAgAElEQVSC0QpGi7JyITQNkharz0/R5Cnk/eQg6HQizCbs112M44qL0FmMUOMGv1tZRXGXgqe08bGqEIr2KgpQoCXFVNQOomIhIuaoctJIWal9+Yc5wNCpziFUznTKspTVCleBIleVtbLlOoJwOznSz0rCwQj0Dy1Bji9B6DRHf5sRcRA7BMLs1Hj1eF5bTfSVk+C6yxSZMkWCyaooDkKjDFiEImPWYIiii2dR6hmF4dp7KH7qGVyffIbWHkX8XbOJmjIGIWvAXwWecvCUNU+lh+Dwt1BdooywmiI0itxExNYOomKbn4c5jk4SGC3qoEql89jzHpRlH+2vavsu4SrAESXx7bUx+WsX7K21pNaZjsqVvQ/0PgfMUbizqgl438d65TyYfP5R2TKEg0bXqN+yBkMU/9e1OMuHYPnHEkTAR9UXn1P4xHP4c/KIGDuCuJtnY4gOB5+rVpZakK/ybGViwVvR8nfT6BsrJy2d10/A2ZT2qpYBbeKtCWLUaVQHNqeAxYsXFz322GPxTRWQO+64w3nHHXc4W7pn5MiR3m+++WZ/W3XX1NSIKVOmtLohfd26dVkt5ZtMJrlixYqctp6Rm5ur83q9mjFjxnTeCgjKxEZLA/cQpyaoYBLQcJPQYeCcY5WRUgaEEBWAg7YDJx6brY9D/o9gsIAlXkkp54Ilnm80QYoOv0vZvVeR+OgWDn9nI/V3a5rZtXp++IFgxTIsly+Age3zpKPRGbDPn4dzyVIcv7wV+w03HF9QQSmVwVRVkaKMVBVBdRFUFdcea/PzvlPOa47xW9WZjg6awhxKMttqOyXr0c6p4WdjBOjMoDcpx5604iKlYmIQrIFQoHkK1ihmby1dq0/Bo2VksHGebHJslBdqcC4bmDs0MNWrT7KFvNqEbLlMxlWQ3rK3qJPGkR/h/V8DQhn8WOIhshf0GgXWRL6o+A/l2p+45X04UjmXxMefROib73FzrVoFEqw33A39+rX5WIHiQKLo0Uc59F/XoDEaib7zVzjmzUMTHt6x7xAKgbf8qExVF9fKVa1sVZco10ozlbwad8v1aPRNVi5rZ4NNtRMURsvRyYq6Y61pS72ZS92xOw22pGwgIzUNfv8N5aglmVHOfX4/TpebMpebsioP5VUehAyQGGkg0aLDEa5HR6i57DSTpWPJTisyhDyaXy9HHM1v6WgIh0uePoV/8Fo+vF9RknUmsCQoKfEssCRgGucgM+slfvGRAfdTKwgbd4Hym2ph4Fn55wcQYWFEzL0HwlqfgBKA4+aFFPz5z1T8ezNVn36Ka9Mm9MnJ9P7X8x2P7xHwK4pIda081Z1XFYG7RJGt6mJwHlBkrsVJttqWmWtXVsx25byZTNUmQ4SS9Cblb1cvW8aj/ZjWoChfdRMbXYmUjWVCBpvLT0sydcwyQWSohrIqD3nOKvLKqsgvq6KwrAqXx4dRE8Jq1BBp0mA1aLAaNViMGixGgdWoId5iQK+hHf1PU7lpQXbqvl99Xv2Xbvz96xg5D9ImdO3f+xQxbtw4z7ffflsZCARoGgvkRPn8888PdGqFLXDo0CHDE0880eEN/G190/8BvhdCbOLowD8ZxQTqoY4+rBNoSdqbKkjtKYMQYhGwCCD5GF5z6rl2jTKQNjYPLPnCxhuJNcdy0eR7IP0Gsq6+hpxFi0hds6aRslD10Ueg1xNxQcdewo5bb8Vx660nNishxNEXrKNv2+X91Y2VFU+p8vJ3O5WVlbpjea5yzVvZ8ixwS2h0DWyDTaA1KnlaXe2Mmr7xZ1FnxiIavOwbnDd9+TUdcNe9eOsH/yGaKQJ1A6NGCkVtXnejdnWs4Yz+0SSazPaLY1zXQFrXBPvqkFz1mwK/3q3MujZRTAuqC3j3zRlcdvkVxKQnUvzkk+jinyT29/c0kwXXxk0Y+vbF2A7lo46oK6/AtXEjpiFDiL7tl+gcjnbf2wiNplYhtwMD2y7fULYaypOngVx5ysB5UJErnwv8LZrcttImvSJfx5Ipja7291F3Q+1JQ/mC5oOLhoOJpgpzo8FRg8FPe98Lx8AIJNamTqOZ3DRMHJUdRGO5qX/vNDxy9LPQKIPcLqJDsjX3rdpVwKhmg+R39q3l6as0/OutGHLveZjk5f0wDxnSrApZU4Nr40YsF1yApg3lo47I2bMo+cc/yL/3XoTJRMxdi7EvWIDG2C7voY3RGcCaoKS2kFKRrepiRTHxlCky5Sk7KlP1n53K6pDPpaRjTbi1B01DGdMeXREC2t1nNVR2m8pUi/O/J4YA7LUpo+GFOudlAeAYge2DUhAQGoTQIDQahEaLqJOdhnLQtL85puzQOK8+q+Fvtva8nRO3PZW77rqrxZWOnsDEiROPMbPWOm0FIlwuhHgXmI6ysiCALcAfpJTtDjbSiRwGejf43AtlU3xLZQ4LIXRAJFDatCIp5QvACwCjRo1qXcqP8QL8oegHvi34lv8e/d8YtAZISaHX//0fOfPnc/i220leugSNyYSUEteHmwkfMwatpbkS0xqnZDnUEA72NCW1BymVmV2fq3bQVHl0g72/Gmo8EPAqx4bnAS8EfC2sKtQe/W6OOWNSd36sAXbdS09nqu0Yagdd9Z1E3Xltx6HVN+hMGiStHim0FFQH2VNYzc58NwVVQYJo0Ov1CK0eodEjtDq0Oj0arQ6NVk9IaPnZ6aXCJwmiwRJmYmCijcFJNob0stE3NlKZ6WjUllqFq96soUFbhaZH7CnokFwZI5TUAkt2LkFKyc0ZN+MYm0iguJjS5cvRxcbguOmm+nIBpxP3t98SfestHWqnNiKC1DXHH735uOmobIGiNPurah1W1A6afJW18uRVZn6bHgO+1lfuZK2zkvoZRtn8c/1AvcnAAtHA/KaBTDWSsaay1CSvVhkKCS37izx8kVXBD4er8AYFMdYwoiPDiQo3Y7OE4bCasVvCibaE4bCGEUJDTrmfTKeHQ04fPzvdHCzxcLi8hiCCIBqGJNm4YGAcEwfGMyA+ElHf3p5rXtIh2bKltpjtC/p44acX6JN6Fukr/k7O9XPIvXkhKStfwdi38eRU9ddfEywvx3pxy96vWkJjMBB3/5+o3rqV6FtvRZ/UvkC6J4wQR98nHZEtUAb7dXLlr2rQZ/may1SNp3ZyKti4v2qodHeoz2qh3xKaxjLTtN/S6luWMaFp1I9JoWV3oZsNu4r5OqucIBp6R1tJjY2kT2wk/eKt9ImNIsxkPEYfpOR5g1DkCvCz081Xh0r5/EAJu/MrAbAYdYzt62BcXwfj02PoG9OhMBAqZzhtrvXUKhprAIQQVqB/VzeqFb4F+gsh0lA2xV8DXNekzLvAPOAr4Arg4xPa/9EKL/z0AnaTncv7X16fF3b2WST+/e/k/frXHPn9H0h68gn8hw7hz87GvmB+VzTj1COEMrAyhCtmNKcBoZDkh9wyNuwo4INdBRwu86DVCM5Js3PRBfFMGxJPnLX1OBKhkORgcRXbs8rYnlXKxuxSXjrgAQoJN5QweVAcF2fEc8GAWEz6bmQ2c4opchexbv86Lu13KUkRygAm7g+/J+gsoeixx9FFRxN52WUAuDZ/BKEQlumtu9/t0Wg0iimWyXqqW9JpZDureeO7w7zx3WHyK7xEhSUza3QSV47qxZDEyDbvT0+C9CZ51b4A+wtdfHGwhA/3FPG3jw7zt48OkxRlZurgOH4xKJZz0hwYdN1fke8q1u1fR6G7kIfPfxhDQgLJS5eQNWcOOQtuJGXVqxh6HfX4Vvnv9WgsFsLHj+/QM6xTp2Kd2jxgYbdFo6010Yo61S3pFDz+IG//mMfyL7PYWyCICkvi6vFjmTs2hV62ju/jNOkh2QTJMRYmDYwDwFnl46tDTr44WMLnB0v4cLeyL7lPdDhTBscxZVAcZydHodOeubKm0jZtecFaCdwlpSwRQkwHXgL2oSgBv5VSvn4yGllH7Z6OO4CNKG54l0gpdwkhHgS2SynfBV4GXhFCHERZ+bimK9qyy7mLz/M+Z/HZiwnTNxZq64XTqTnyO4r+/neKkhLrVz0iJqlxOro7RZVe1m7PZfW2XPLKPei1gvP7RXPn5P5MGRyHPbz9cXY0GkF6nIX0OAvXnaOYTBRUeNmeXcoXB0vYuKuQ9/5zhDCDll+oykg9S3YuISiD3Jxxc32e0GhIeOQRAmVlHLn3PrQ2GxETJuDauBFDSgrG9KbDUZXuhj8Q4oNdBaz6JpuvD5WiETAhPYb7Lh7MlMGxGHUn9rsPN+o4K9nGWck27pjcn6JKLx/vLWLznkLWfJvDsi+zsBh1XDAwlulD4rhgQCwRxh60J+0E8Qa8vLzjZc6OPZtz4pWtk4aUFJJffpmcuTcoSsjKlejjYgn5fLg2b8YydSoaQ4dii6mcInJL3az8Ops13+ZS4alhYLyFRy/P4NLhSZgNndunOCKMzByWyMxhinFkjtPNp/uL+HBPEUu/yOSFrYewhemZNDCWaYPjGN8/hvAzSNZU2kdbv4jhUsq6zdt/BsZLKbOEENHAR8BJVUAApJTrgfVN8u5vcO4Fruzqdrz404tYDBauGdCyfmNfMJ+aw4cpfXkJGosF8/Dh6FWf592SUEjyxc8lvPp1Dpv3FBIIScb1c/C76QOYPCgWq6ntyL7tJT7SVP/ifuiyEF8fKuXfO/LZuKugXhmZPDCWizMSmDgghjDDmfXSLnYX88b+N5jZZya9Lb0bXdMYDPR69lmyb7iBw4vvotdT/0v1N9/guOkm1XNLN6agwsuqbTms3pZDsctHsj2M300fwH+dnURCpLnLnhtrNXHNmGSuGZOMxx9UVkZ2F7J5j6L4G3QaxveLZvrQeKYM6tjkQk/kjf1vUOQp4pEJjzSSF1N6Or1fepGcefPJuelGUl55Bc933xGqqjpm8EGV7oGUkq9+drLsyyw27ylECMH0IXHMOzeVMWn2k/ZeTHaEMffcVOaem4rLW8PW/SVs3lPIR3uKePP7PAxaDWP7Opg0IIZJA2JJje6gsw+V05K2RjcaIYRVSlmJ4vkqB6B2ReTMGhk14EDZAT7K+Yhbh99KhKFlm0chBHF//AM1R45QtWULlqlTTnIrVdqipMrH69sPs3pbDjmlbuzhBm46P41rxiSTdhJekDqthvP7R3N+/2geumxII2Xk/Z/yMek1XJAey4VD4ztdEequLN21lEAowKJhi1q8ro2IIPmFF8i69jpyb/0lSIll+in25qXSDCklXx8q5ZWvs9i4q5CQlEwaEMvcc1OY2D8GjebkKoxmg1YxDRkcRzAkFZPIXYVs3FXAR3uL0GoEY1LtTB8Sx+SBcSQ7Ti+X456Ah5d2vMSY+DGMjh/d7Lo5I4Ne//wnuYsWkXvzQnTR0WhtNsLHNnUyqdIdcPsDvPl9Hiu+ymJ/YRX2cAO3TuzLnLEpJEZ1nVLfHiwmPRcPS+DiYQkEgiG2Z5fx4e5CPtlXxF/e281f3ttNqiOMCwbEcsGAGMb2cZzxq/5VVVVi0qRJ6V999dW+n3/+2TB37ty0bdu27au7vmDBgt7//ve/bfn5+T9ptcrf6plnnnFs3749fMWKFTl33313YkRERPDBBx8svPzyy1MXLFjgnDlz5jG9l9x9992JqampvjvvvNMJUFNTQ2xs7PDrrruu5LnnnquP5TFmzJgBjz/+eO6ECRPcSUlJGdu3b9+TkJAQSEpKysjLy9tx5MgR3dVXX5322WefHZenrbaUiL8AnwghngO+AF4XQrwDTAY+OJ4Hng68uONFwnRhXD+wjaBnOh1JTz5B2dq1RF1xxUlqnUprFFV6+WhvEZt3F7L1QDE1Qck5aXZ+My2dC4fGn7AZyPHSVBnZllnKB7sK+GCnsgdFrxWM6xfNRbWztY6I4/Aq080p8ZTw+r7XubjPxSRbj+3lRxcdTfJLL5J13fVoIsIxDR58Elup0hoFFV427S5g5dfZ7C+sIipMz03npzHnnJRuM6jXagTn9HFwTh8Hf5o5iJ15lWzcpcjZA+/t5oH3dtMnOpwJ6TGnzQBp7b61OL1OnhjxxDHLhJ8zhqSnn+LwHb+CXbuIuuZqhP70n/ToSeQ43az4Kou123Op9AYYmmTlsSuGccnwxG75G9VpNYzt42BsHwd/mjmYHKebLfuL+GRvEau3KWaRJr2Gc/s4OL9/DOek2RmUYEV7kicoTjXPPvts9KWXXlrWkgveYDDIBx98EJWQkODfsGGDpTXF4nh58803I9PS0nzvvvuu7dlnn83TtNPhTWJiYiAuLq5m06ZN4dOmTeuwO7m2vGCtFUJ8DyxE2fOnA84FVkspN3b0YacD2ZXZbMzayLwh84gytb1pTRMWhmP+/K5vmEqLSCnZW+Bi8+5CNu8t4j+5SkzNXjYz885N5ZoxvekX2zHPZF2NTqvhvH7RnNcvmgcuGcIPueVs3FXAhp353LNuBxqxg1EpdiakRzO+fwxDkyJPixf2sp3L8If8LMxY2GZZQ0oKaW+9CTU1qvnVKSQYkvyYW84ne4v4eG9RvXecoUlW/n7FMC7tpgOjOoQQZPSKJKNXJL+dPoDMkmq27Cvi0/3F9QMko04ZRE1Mj2FCegx9Y8J71G/OXeNmyc4ljE0Yy8i4ka2WtVxwAUl/f5SChx4m6nJ10uxUI6Vkd34ln+4v5tN9xWzLKkUrBBcOjWfBuFTOTrb1qN9isiOMG85N5YZzU/HWBPn6kJMt+4rZsq+IT/YVA2Ax6Tgnzc45aQ7O6WNncIL1pG1mP/LHe3v7Dhzo1JkSY//+7sS//k+rMTLWrl3rWLNmzSEArVYro6Ki6mMAvP/++5b09HTPFVdcUbZq1Sp7WwqI1WoNGo3GUGtlIiIigmazub7M6tWr7bfddlvhiy++GPPxxx+HtxW40Gaz1bdv1qxZ5StWrHB0ugICIKU8CNzT0YpPV17e8TJ6jZ4bBt9wqpui0gI1wRCZJdXsya/k++wyNu8pIq9cCVA1oncUv5s+gCmD4kiPi+gRL26NRjAyxcbIFBt/uGggu/Mr+WBnAZ/sK+LxTft5fNN+osL0jOsXzYT+ikJyqpfgjwenx8na/Wu5KO0iUiNT23WPPlbdU3UqKKv28/nBEj7ZW8SW/cWUVvvRagQjk238/qKBTB4YS//YniFfTUmLDictOo0F49Lw1gT5JrO0XiF58P3dADjCDYxKtTE61c6oVDtDEq3ou7G3nzX71lDqLeX2Ebe3q7x1xgwsF13UI///TgdKq/18dqCYT/cX89mBEopdPgAGJ1i5c3J/rh2TTHxk6x4YewImvbbWDCsWGEJ+hYdvDpXyTaaTrw+VsnlPEQARRh2jU20sHN+H8/pFn9pGdwFer1fk5uYaBwwY4Afo169fzaZNm36uu75q1Sr7VVddVXrttdeWP/TQQ0k+n08YjcZjenZdunRpmwEBH3zwwcK686qqKvHll19aXnnllezy8nLtypUr7W0pIDt37txTdz5u3LjqBx988LhCNXV4H4cQ4nsp5dnH87CezpGqI7z383tcNeAqos2nnyD0JKSUOKv97C9wsTu/kj35LvYWVHKgsAp/UFHsjToN4/tH86vJ/Zg8MJbYNtzmdneEEAxJjGRIYiS/mTaAkiofXxws4bMDJXx2oJh//5QPQN+YcMb2cTCidxRnJdvoEx1+0m3uO8ry3cvxBrzH3PuhcvIpq/azv9DFgaIqDhZVcaDIxf7CqvoBUVSYnkkDYpk0MJaJ/WOIDDu9zHVMei0T02OYmB4DKF6GPj9YorjVzlb2kCjlNIzoHVWvkJzfL7rbrEhW11SzdOdSxiWNY0TsiHbfdzKVDymlEpuv7hzQacRprwD5AyFySt1klVST5azmUEk1u/Iq+CmvAinBFqZnfH/l9zc+PZpYS8/uv9oiIdLMrLOSmHWW4nq9sNLLN5mlfH3IyTeHnLh8XR8YuK2Viq6goKBAZ7FYWvxyXq9XfPLJJ5HPP/98rs1mC40YMaL6rbfesl5zzTUVnfX8tWvXRo0dO9ZlsVhCc+bMKRsxYkRiIBDIbW9E9sTExEBRUdFxefA4no3kp/dboRWW7FwCAhYMXXBSnyulpNxdQ5HLR2Glt/5Y7PJR5PLi9gfRCuWFrRGKjbNGCETtuVGnIcygw2zQEm7QYjboCDNoa5NybtIrn821R5NBS5hee1KWPkMhibsmiNsXoMoXoNoXrD0GKKnyUVT7PYsqlfPi2lSnaADEWIwMjLewYFwqgxKsDEyw0DcmolvPTJ4o0RFGLhuRxGUjkpBScqCoiq21s2bv/niEV7/JAZQl7RG9ozirdxQjkqMY0dvWrTz+lHnLWLN3DRemXkifyD4n7bnBkMRZ5SO/wkt+hZfCSuVYUOEhv8JLcZWvPi6fqP+nNli2EGiFwGTQYtbXypdei9lwVI7qzw06wurkq5HMaTDqtBh0Gow6DQadBoNW06kyJ6XEHwzhrQnhqwnirQnhDSjyVVbtx1ntp7TaX39edzxc5qakyl9fT7hBS784CxPTY+gfG8HIFMXdbXcZaJ8MetvDuHZMMteOUfYnFVV62Z5dxrdZpWzPKuO5Tw4SFWbgu/u6j8OR1XtXU+4r5/bh7Vv96AxCIUl+pZcj5Z7adPQ8r/bo8gVoLTqXEGDSKfJi0mlq5Uzpp+pkq2Ff1vDcXNufmXQa5ahXZM2k12LUKTKn1wp0Wo1y1CjH41V4QiFJTShEICipCYao8gWo9ASo8NRQ6a2h0lNDpTdApaeGMrefLKeidBwucxNq8DeICtPTPzaCu36RzsQBMWScJqa1x0uc1cSlwxO5dLgyud5F4dxOOeHh4SG/39/iS3/dunVWl8ulHTp06BAAj8ejMZvNoc5UQNasWWP/7rvvIpKSkjIAKioqtO+//75l1qxZ7dpr4na7RVsmX8fieBSQfx/Pg3o6xe5i3jrwFpf1vYz48K4Ptpdb6mbTbsVLy4+55fgDzf9/LUYdMVYjEUYdISkJhVCOUhKSyosxKCW+mhBufwC3P0gg1DEh1msFBq0GvU6DXqsMkPRaoZzrNOg0SpTkutekEDQ4F4SkrH8xB0KSYKj2PCgJhEJ4/EHcNcFWOyNQXs6xFiOxFhN9osOJsRqJs5hIj7MwMMFC9Gm4KbsjCHE05sjN4/sQCkl+Lq7ih9xyfswt54eccv7xycH6Du8PFw3klol9W6/0JLFi9wq8AS+3DO9YNPPjocoX4JO9RXywq4Ate4uo9gcbXTdoNcRFGkmwmhkUr2yGrI8NXvsjrfscDEo8NUE8/iDFLh9uf6D+9+zxB/G1ILPtQatRZE6nEWg0Am1dEspRowGtUNrVktxLqchZnbLRnn7boNPgCDdgr02TB8aSHmehX2wE6XEWEiJNp/2MdEeJtZqYkZHAjIwEQPlt5Tjd3ebvVOWvYunOpUzoNYGMmIwufVYoJNmeXcb6Hfl8sLOAgkpvo+tRYXoSI830soVxTpodi0mPRtHkaxV6ECgTaKCY0noDSv/gqVGSr/ZY7Vcmptz+IG5/EI8/0K4+pC10GoFOK+on8+r6sqbnwZAkEAxRU3vsSJdqNelIdoQxrFcks0YkkhodTmp0OGmOcGzdaFKoO9Jd5KqziYmJCQaDQeF2u0VYWFijX9OaNWvsTz31VPYtt9xSClBZWalJTU3NcLlc7Zqluv3225POOeec6htuuKG8peulpaWa7du3R+Tl5f1kNpslwNNPP+1YtWqVvb0KyM6dO03p6eme9pRtSrsUECFEHJCE0vc+ezwP6uks37WcgAxw09CbuqR+KSX7Cl1s3KkoHXWbOQfEWZg7NoWESBNxVhOxFqNytBqPK0aEv/alXl2rkNQNmjw1Qbw1tS/02gFUXX5NMIQ/EMJfq0jUfVbOZbMBmnKuHIWoe7EriotWo0Ff+6LXaTWYdFoijFrCjTrCjToiao/hRi3hBh2OCAMxFuMp807VU9FoBP3jLPSPs3DVKCWeRrUvwI68Cn7MLWdsH8cpbqFCubecVXtWMS11Gn2jukYhqnDXsHlPIRt2FrD1QDH+QIjoCAOXjkhicKKVBKuJ+Egl2cMMnWauFgwpCkq9YlI/YFLyvAFlVcJfK0++QN0xiD+gKOx1kwjBEARDIYK1ykYwJNEIalc6BVrN0fO6/LpZ37qZ34azweEGXb2yYQ83EGbQnrYd/MkiwqhjcGL3iVb/6p5XqfRXctuI27qk/jp3xut35LNhZwFFLh8GnYaJ6THckd6P3vYwkqJMJESauzwInZSKwl030eYL1K721TQ41ub5AsFGk2KBoNK3BRpMkkmpyFld3Yp5GEgkWlHXnx1dQdFpRf15hEmH1aTHalaOkWY9VpOeCJPujF7RUDk2EyZMqNi0aVNEw0G/y+XSbN26NXL58uXZdXlWqzU0atSoqjVr1kS2p97du3ebZ8+e3aLyAbBy5Urbeeed56pTPgCuueaa8gceeKCXx+PJac8zPvzwQ8uFF154XCsybUVCHwE8D0QCdb6BewkhyoHbpJTfH89Dexpl3jLW7l/LjLQZ9Lb2bvuGDlBU6eXlzzP5YFcB2U43QsDZyTb+OGMg0wbHd3rAHkOtqcfpZq+t0jbhRl29S8TuwordK3AH3J2+90NKyXs/5fP69ly++tlJICRJiDRx3ZhkLhoaz6hUe5cPBrQaQUStUq2icjKp9FeyfPdyLuh9AUMcQzq17txSNy9+dogNOwsodvkw6jRMGhDLRRnx/GJQ3Cn5vQshMNeaX3Wft5uKSvtYvHhx0WOPPRbfUAGxWCyhioqKH5uWbbhBHXACPPnkk0daqrempka0tqH8zjvvdNbFAqkjLi4uWFZW9h+AhrFI8vLydrRUx/r166M2bNhw8FjPaI223hTLgFuklN80zBRCjAWWAsOP56E9jVd2v4I34OXmjJs7rU4pJe/8eIQ/v7sLtz/AuX2jWTShD1MHx532m81UVAAqfBWs2ruKqSlTSbeld1q9+RUefgTistYAABDfSURBVL9uB5/uLybZHsZN56dxUUYCw3tFqrP8KmcEK3evxOV3cdvwzlv9CIUkr27L4W/r9xCSkskDY7loaAKTB8Z2+QqHisrpzLhx4zzffvttZSAQoL2bv9vD559/flwBAtvLkSNHdIsXLy6MiYkJtl26OW190/CmygeAlPJrIUTXh4ruBoRkiC2HtzAlZUqnmYgUu3zc+9YONu0u5OzkKB6/cjh9YlqOqK6icrrySe4nVNdUc8uwztn7IaXkje8O8+D7uwkEJQ9cMpgbzk3t9h7AVFQ6k5pQDev2r2NK8hQGOQZ1Sp2Hy9zcs+4nvjjoZHz/aB65fBhJPdDdt4pKd+Wuu+5ytl2qe5GYmBiYO3fuMU282qItBWSDEOLfwAqgzj1Zb+AGzpBI6Bqh4bWLX8NVc+LBJ6WUvP9TPve/s5Nqf5A/zhjITef3Ue1CVc5IZvWbxfCY4aRFpp1wXYWVXv7w5g4+3lvEmFQ7j105jBTHGTFHoqLSCL1Gz9pL1uIL+k64Likla77N5eHaGCh/nZ3BtWN6qyuJKqcToVAoJDQazenpZqsbEAqFBNDMK0tbkdDvFEJcBFyGsgldAIeB56SU67uiod0RvVaPXWs/oTpKqnz86e2dbNhZwPDeUTxx5bBuF4FbReVkc6LKh5SSt37I44F3d+EPhrh/5mDmn6eueqic2TjMJ74T4ki5h3vW/cRnB0o4r6+DRy8fRm97pwaJVlHpDuwsLi4eHBMTU6EqIZ1PKBQSxcXFkcDOptfaEwl9A7ChKxp2prB+Rz73vb2TKm+A/75wAIvG9zkp8TVUVE5nilxe/vjmTjbvKWRUio3HrhxOWic7bVBROdOQUvL69sM89P5uglLy0KyhXD8mWVXqVU5LAoHAzQUFBS8VFBQMBdSBWecTAnYGAoFmm6iPe7eLEGKRlPKFE2rWGcDa7bn89xs/kZEUyRNXDSc9Tl31UFE5Ucrdfq7+19ccKfdw38WDWDAuTTVlVFHpBP619RCPbNjL2D52HrtiuLrqoXJaM3LkyCLg0lPdjjORE9lur/b2bbAts5R739rB+f2iWbpg9GkdlVtF5WThD4S4deV35JV5WLXwHEalnph5pIqKisL6Hfk8smEvlwxP5OmrR6irHioqKl3GcSsgUsp/dWZDTjdynG5ueWU7ve1hPHfd2aryoaLSCUgpue/tHXx9qJSnrh6hKh8qKp3EDzll/Pq1HxmZYuOxK4apyoeKikqXctyjYiHEgs5syOmEy1vDTcu/JSTh5Xmj1aB/KiqdxAtbD7F2+2Hu/EV/Zp2VdKqbo6JyWpBb6mbhiu3EWU28MHckJr32VDdJRUXlNOdEpuX/0mmtOI0IhiR3rv6BzJJq/nn92eqmWBWVTmLjrgIe+WAvM4cl8Osp/U91c1RUTgsqPDXcuOxb/IEQS+aPxhFhPNVNUlFROQNo1QRLCPHTsS4BcZ3fnFbbYgdeA1KBLOAqKWVZC+WCQF3I+Bwp5UndXPS39Xv4ZF8x/zN7KOf1iz6Zj1ZROW3ZmVfBXWt+ZHgvJXCnGodAReXEqQmGuO3V78hyVrPixnPoF6sGxFVRUTk5tLUHJA6YDjQd6Avgyy5p0bH5PfD/7d19sFV1vcfx90eIBwUTBBQlQUwFKvUEelVMG8kZTW50JxwvihfpRHOtaXRuTmKDXpu5zYA1ZVr57O1oOD7RTW2859Yls6xUDgoCkk+owAWEMNAU4uF8+2OvczvBgXOEvdbaZ/8+r5kz7LX2mn2+v7P4HPju9Vu/PT8iZkuamW1f1cFxWyLipGJLq7jvmZXc8eRrXHr6CC7+h+FllGBWd9Zt3kpj0wIGHtSL2/7F00PMqiEimPVfS/ntKxv59gUnctox+//ZIWZmXdVZA/IzoF9ELNr1CUm/yqWiPZsEfDJ73AT8io4bkFL8/tWNzPrpUs48bjCzzh9ddjlmdeG9bTtobFrAn7fu4KHLTmdI/z5ll2RWF255YgX3t6ziK2d/mMljh5VdjpklZq/3gEREY0Q8uYfnLmp7LGlAtQvrwGERsTb73muBIXs4ro+kFklPSfrsnl5M0hez41o2bNiwX4W9sfFdLpu7kOGHHshNUxr8IYOWrGrmqrU1uOK+RSxf+zY3XdTA6KEHV6lKs+6nmtl6bMla5jRXltv9t3OOq1KFZmZdV63/Kc+vxotI+l9JSzv4mvQ+XuaoiBgHXATcIOmYjg6KiNsiYlxEjBs8ePA+17zpvW00NrUA2YpXfb3ilaWrWrkCmNP8B37+wpvMOn8MZ48q9JYzs5pTrWwtXrXp75bb9f1UZlaG/fkgwvaq8hssIj61x28gvSlpaESslTQUWL+H11iT/bkimybWALxajfp2tXX7Tmbc3cLKje9xd+MpjPCKV2ZVce/TK7n11yuYeupRTB8/ouxyzOrCus1bmXF3C4P79/Zyu2ZWqmpdAYkqvc7ePAJMyx5PAx7e9QBJAyT1zh4PAsYDL+RRzM5sesiC1//Edy48kVNH+gY+s2r49UsbuObhpZx13GCu+8eP+B1asyrYsq3yhtm7f9nBndO83K6Zlas73awwGzhH0svAOdk2ksZJuiM7ZjTQImkx8DgwOyKq3oBEBN94dBnNy9ZxzcQxTDzhiGp/C7MkvbjuHb4091mOHdKP71/k+6nMqqG1Nfjqg4tYumYzN05p4PjD+5ddkpklrqamYO1NRGwEJnSwvwX4Qvb4d8DH8q7l5ide5e7fv8EXzxxJ4xlH5/3tzJKw/p2tfP5HCziwVw/uuvRk+vfx/VRm1XDD/Jd5bMk6vv7pUUwY7fupzKx81WpAdmsM6tW8hau5vvlFJp10BDPPHVV2OWZ1Ycu2nXyhqYW33t3Gg/96Gkcc0rfskszqwqOL13Dj/Je5YOwwZnxiZNnlmJkBnUzBkvSxbDnbVZJua7/crqRn2h5HxFt5FlkrnnhpA1fNe57xHz6Ub00+kQMO8Nx0s/21szW44v7nWPJ/m7lpSgMfPfKDZZdkVhcWr9rElQ8u5uQRA/iPf/qo76cys5rR2QTrm4HrqExregl4st2ytknNj1iyejOX/Xghxx7Wn1umjqVXT89NN6uG2f+9nP9Z9ibXThzDp8Z4eohZNbSteDWoX29unjqW3j294pWZ1Y7OpmD1i4jm7PG3JS0EmiVdQjErX9WElRvfY/qPnmHAgb1omu656WbVcs9Tb3D7b17j0tNHMH2876cyq4b2K17N+9LpDPKKV2ZWYzprQCTpgxGxGSAiHpf0OWAeMDD36mrAjp2tNDYtYEdrcH/jKQw5uE/ZJZnVhSde2sB1jyxjwqghXDNxTNnlmNWF1tbgygcXs3TNZm6/ZByjDj+47JLMzHbTWQMyh8rStk+17YiI5yVNAK7Js7Ba0bPHAcyaOIZ+vXtyzOB+ZZdjVjeOGngg537kcK6ffAI9fD+VWVVsb20FwVXnjvKURjOrWZ01IOdFxCWSLo+I77XtjIiVwIx8S6sdZx03uOwSzOrO0YMO4gcXf7zsMszqSu+ePfj+lIayyzAz26vO7qQeK2k48PnsU8YHtv8qokAzMzPrOkle8crMalpnV0BuAZqBkcBC/v4DByPbb2ZmZmZm1iV7vQISETdGxGjgrogYGRFHt/ty82FmZmZmZu9Llz7MIiIuk3SGpOkAkgZJ8pqZZmZmZmb2vnSpAZH078BVwNXZrl7Aj/MqyszMzMzM6pMiOv88QUmLgAbg2YhoyPY9HxEn5FxfISRtAN7o4KlBwB8LLqcWpDpuSHfsHY17eETs8xJwzlWHUh17quOG3ce+X7kCZ6sDqY4b0h171f/NsmJ1dhN6m20REZICQNJBOdZUuD39hZXUEhHjiq6nbKmOG9Idex7jdq52l+rYUx03OFtFSHXckO7YUx13PenSFCzgAUm3AodImgHMB27PrywzMzMzM6tHXb0C8hhwJPA2cDyVT0HfnldRZmZmZmZWn7ragDwA3AN8DegLzAHGAaflVFetuK3sAkqS6rgh3bEXOe5Uf8aQ7thTHTc4W0VIddyQ7thTHXfd6OpN6AdRaTrGAv2BucCciGjNtzwzMzMzM6snXb0HZDuwhcrVjz7Aa24+zMzMzMzs/epqA7KASgNyMnAGMEXSQ7lVZWZmZmZmdamrDUhjRFwbEdsjYl1ETAIezrOwMkk6V9KLkl6RNLPsevIk6UOSHpe0XNIySZdn+wdK+oWkl7M/B5Rdax4k9ZD0nKSfZdtHS3o6G/f9knqVXWMeJB0i6SFJf8jO/WlFnPNUspV6riDNbDlX+Us9WynmCsrLluWnSw1IRLR0sO+e6pdTPkk9gB8A5wFjqFztGVNuVbnaAXw1IkYDpwJfzsY7E5gfEcdSWXa5Xv9RuxxY3m57DvDdbNx/AhpLqSp/3wOaI2IUcCKVn0Gu5zyxbKWeK0gzW85V/lLPVoq5ghKyZfnq6hWQlJwCvBIRKyJiG3AfMKnkmnITEWsj4tns8TtUQn0klTE3ZYc1AZ8tp8L8SBoGnA/ckW0LOBtom15Yr+M+GDgTuBMgIrZFxCbyP+fJZCvlXEGa2XKuipFytlLMFZSaLcuRG5DdHQmsare9OttX9ySNABqAp4HDImItVH7hA0PKqyw3N1BZWrptQYVDgU0RsSPbrtdzPxLYAPxndin/jmylu7zPeZLZSjBXkGa2nKuCJZitFHMF5WXLcuQGZHfqYF/naxV3c5L6AfOAKyLi7bLryZukicD6iFjYfncHh9bjue8JfBy4OSIagHcp5tJ1Kj/f/5dariDpbDlXBUotWwnnCsrLluXIDcjuVgMfarc9DFhTUi2FkPQBKr/I50bET7Ldb0oamj0/FFhfVn05GQ98RtLrVKYsnE3l3aVDJLV9QGe9nvvVwOqIeDrbfojKL/e8z3lS2Uo0V5ButpyrgiSarVRzBeVly3LkBmR3C4Bjs5UlegH/DDxSck25yeaQ3gksj4jvtHvqEWBa9ngadbbqWURcHRHDImIElXP8y4i4GHgcmJwdVnfjBoiIdcAqScdnuyYAL5D/OU8mW6nmCtLNlnNVjFSzlWquoNRsWY669EnoqZH0aSrvLPQA7oqIb5ZcUm4knQH8BljC3+aVfp3KnNoHgKOAlcAFEfFWKUXmTNIngSsjYqKkkVTeXRoIPAdMjYi/lFlfHiSdROVGxl7ACmA6lTckcj3nqWTLuapILVvOVf6crfRyBeVly/LjBsTMzMzMzArjKVhmZmZmZlYYNyBmZmZmZlYYNyBmZmZmZlYYNyBmZmZmZlYYNyBmZmZmZlYYNyBWKEk7JS1q9zUz2/+6pEFl12fWHTlXZvlwtszy0bPzQ8yqaktEnFR2EWZ1xrkyy4ezZZYDXwGxmiKpr6RmSTOy7amSnsneebpVUo+yazTrbpwrs3w4W2b7xg2IFa3vLpezL2z3XD/gUeDeiLhd0mjgQmB89g7UTuDiEmo2q3XOlVk+nC2zHHgKlhVtb5ezHwauj4i52fYEYCywQBJAX2B9/iWadTvOlVk+nC2zHLgBsVryW+A8SfdGRAACmiLi6pLrMuvOnCuzfDhbZvvIU7CsllwLbAR+mG3PByZLGgIgaaCk4WUVZ9ZNOVdm+XC2zPaRGxAr2q7zaWfv8vwVQB9J10fEC8As4OeSngd+AQwtumCzbsC5MsuHs2WWA1WuGpqZmZmZmeXPV0DMzMzMzKwwbkDMzMzMzKwwbkDMzMzMzKwwbkDMzMzMzKwwbkDMzMzMzKwwbkDMzMzMzKwwbkDMzMzMzKwwfwWnX1jTaJqOpQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data xef2_1.0-60.1eV_orb22_E1G.inp.out, pType=a, thres=2.5101657363882177, 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_orb22_E1G.inp.out, pType=phaseUW, thres=2.5101657363882177, with Seaborn\n" ] }, { "data": { "image/png": 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wMDV69Oi01tOvX7/U0KFDM8r2Q4WFhalLLrmkzsclsb7Tzb4+uarvdHMnrb7TzZ2k+k4CR2TAv7hLL700CgoKIpVKpf2cgoKCOPbYYzNeV0lJSVx33XXx9NNPx5o1a9a5P5VKRUFBQXz88ccZj72+U+N8X0FBQfzxj3/MaNy65qWioiIaNcr8ckOnnXZaTJ06NWbNmhW9e/eu3ivws88+ixkzZkSvXr1i1113jS+//DImTZoUf/vb3+Lxxx+PLl26rDPWXXfdlfH6N9aCBQti1apV672/pKQkrb3qv++WW26JsrKyeO6552KLLbaIn/zkJzXu79evX/z3f/93VnnTscMOO2z0GJMmTYqItb/f7zvppJPi5ptvjkmTJsUJJ5yw0eupS9u2baNFixaxYsWKjJ5XXFwcTZs2jWbNmjVQsrX+8Y9/xN///ve47LLLYrvttouKioooLS1d57DfDZk0aVK0aNEifv7zn9dYfvrpp8dDDz0UkyZNiv3337++o1fP6bbbbltjeePGjaNdu3bx+eefZzR/K1eujObNm9d5Oqp0ZVLHW2yxRWyxxRYbtb6SkpJ4+eWXo3Pnzusc5XXqqafGq6++GpMnT47Ro0fXOVZ9/A1W7UWVae2nUqkoLi6OzTbbLOOjpjLJPWHChCgqKopLL700mjdvHqtXr46CgoKMaubrr7+O6dOnx7777hu777579fImTZrEsGHD4uKLL47XXnstjjvuuHrLvXLlyohYt+7btGkTzZo1y/i0eZWVlbFq1arYfPPNM3oN/f7/7/cdeeSR8bvf/S4++eST6mVJq+9Msq9PLuo7k9xJqu9Mcielvjekttf1pNV4urnXJxf1vSG1ZU9SjWeSO6k1fvnll0e3bt1i2LBhtX5G++FRq9loqPmuK/v6VNX5P//5z4zWt6nm/P7774+Kioq49NJLo1GjRlFSUhKNGzfOqManT58eCxYsiOOOOy46duxYvXyLLbaIIUOGxC233BLTp0+PH//4x/WWe3013qFDh4iIjGt8zZo11Z9NCgoKMnpulbKysigrK1vvdjrJ9V1X9vXJdX3XlTup9V1X7iTWdy5pZMC/uIcffniTreuqq66KZ555JgYMGBB9+vSJVq1a1dvY6ztH7vdl08ioet76vP/++1m9Cdlvv/3i8ccfj0ceeST22WefGvdNmzYtfvGLX8T5558fffv2jWnTpsXpp58et99+e62nyznkkEMyXn9DW7JkSbRo0SKj57zxxhtx8sknxw477BBLly5d5/5OnTrF4sWL6ytivUulUvHRRx9F+/bt1zklU/PmzWPXXXetPodmfb9hKC8vjxUrVkRFRUV888038cADD0RxcXFGtXHuuedWv0naeeedY+jQofHzn/+8Qd7cvP766xGx9ovU0aNHx1//+tcoLy+P9u3bxymnnBIjR47c4JvYJUuWxIIFC6J3797r1FmHDh1iu+22i5kzZ9Z77oiIvffeOzbbbLO45557Ytttt4299torVq9eHS+++GK8+eabcd5556X9ZnjQoEGxcuXKaNSoUfTs2TPOPPPMOOKIIxokd0P5n//5nygtLY299tprnfv23HPPaNy4cYP9LiLWfglXUlISq1evjs8++yxuvPHGiMh8u7jPPvvEypUro0mTJtG7d+8YNWpUgzTCXn/99WjZsmWUlpbGCSecEB9++GFERBQWFsZ5550Xhx56aJ1jVM1nbefDrVo2c+bMrL8Eq80BBxwQjzzySPz+97+PX//619GlS5dYsmRJ3HfffVFRURHnnntu2mMtXrw4evfuHaWlpdG8efPYb7/94vzzz9+o0wZWvTZss802WY9Rm01R3xvKnuT6ri13PtR3bbmTWN/18bqejvqu8UxyJ62+08mexBpPJ3cSa/yJJ56I6dOnx1NPPVVvDb/aNMQ2JZPsxcXFsXr16li1alXMnj07brjhhmjatGnap36N2LRz/re//S26du0aH3zwQVx//fXx+eefR6NGjWLPPfeMiy66KK3TKX/wwQcREdG7d+917qtaNnPmzLS/6E0n9wEHHBB//etf46KLLorzzjsvOnToEAsXLoxbbrklWrVqFaeffnpa66rKv9dee0V5eXm0bNkyDjrooLjgggtixx13THuMl19+OZ577rmoqKiI1q1bx8CBA+OCCy6Itm3bpj1GOhqivjPJnqT6Tid3Eus7ndxJq+9c08iAf3H77rvvJlvXa6+9FoMHD45rr7223seeM2fOOssqKipi/vz5cd9998Vnn30W9913X1pjPfTQQzUaPH/84x/jpptuWudx//znP2PlypVx/PHHZ5z3jjvuiJ///OfrNDEiIvr06RMnnnhi/PnPf46+fftGnz594rjjjospU6ZkvJ76NG3atHj33Xerf3711Vdj3rx56zxu+fLl8cILL0TPnj0zGn/ZsmV1npuxrKwsozE3pWXLlsWqVavWe42DDh06xPTp02P58uXRunXrel33e++9F8OHD6/+ecstt4yzzjorRo0aVedzW7RoEUceeWTsv//+0bZt21i4cGFMmDAhrrzyypgzZ05cddVV9Zo1IuLzzz+PiIj/+I//iB122CGuueaaiFi7p+NNN90UCxcu3OB6Fy1aFBH/txfKD3Xo0CH+53/+p55Tr9WuXbu47bbb4sorr4wLLrigennz5s3jmmuuSeuImy233DKGDBkSe++9d7Ru3TrmzZsX48aNiwsuuCC+/vrrGDlyZINkbwgb+l00bdo02rRpU/2YhnDffffVuHB6p06d4k9/+lPaX2Jts802MWzYsNh9992jZcuW8emnn8ZDDz0Up512Wlx//fVx9NFH12vezz//PCorK+P000+PgQMHxllnnRVLliyJu+66K375y1/GjTfeGEcdddQGx6iazx/ulfX9ZfU95/3794+LL7447r777hrbmg4dOsS4ceNizz33TGucTp06Re/evaN79+7RtGnT+Oijj2LcuHFx0kknxf3335/1e5Kbb745IiKr1+MN2RT1vaHsSa7v2nLnQ33XljuJ9b0xr+uZqO8azyR30uo7nexJrPF0cietxhcvXhz/+Z//GaeddlqtF1OvT/U935lmv/rqq2vscLfLLrvEHXfcUePaQhuyKed8xYoV8d1330V5eXmMHj06TjrppLjggguqL25/2mmnxdixY2v9/PrDdUXUPudV25p0d05Ld75PPvnk+Oabb2L8+PE1rjewyy67xOOPPx477bRTWuvr1q1bHH/88bHzzjtHZWVlvPfeezFhwoR46623YsKECWn93nbfffc4/PDDY6eddori4uJ4++2346mnnop33nknnnjiiXptZtR3fWeaPSn1nU7uJNZ3uvOdpPpOAo0MYJNJpVK1dq4bSuPGjaNLly5xzTXXxJlnnhljxoyJ3/3ud3U+b6uttqo+THDhwoXRunXrdfaULCgoiF122SX22muvGDFiRMbZPvnkkw2enmuHHXaI8ePHV//co0ePeOqppzJax8qVK+Pjjz+O5cuXR2Vl5Tr3Z3qx73fffbf6A2dBQUG88sor673Q+I477pjW6b6+r3379rU2Rqp89NFHNQ7fTJrS0tKIiPXujV+1vOpx9alHjx7x4IMPRllZWcydOzcmTZoUxcXFUVZWFk2abPil/ogjjljnKIATTzwxhg4dGo8//ngcf/zxaX/ATVdxcXFERLRs2TLGjRtXPTdHHnlkHHnkkfHEE0/Eqaeeus7Fx6ukM9cNMc9VWrVqFTvvvHPst99+ccABB0RpaWlMmjSpevtSVzPj1FNPXWfZkCFD4thjj41bb701jjnmmPU2aZKmpKQkItb/u2jevHmD/i6OPfbY+NGPfhQrV66MWbNmxV/+8pdYtmxZ2s//9a9/XePngQMHxnHHHRdHH310XHPNNXHooYdmfHTZhhQXF0dFRUUcffTRNY6wO+CAA+LII4+M66+/Po488sgNHgm1oTlv1qxZFBQUNMicd+jQIXbZZZfYf//9o2fPnrF48eIYO3ZsjBw5Mu6///7o1atXnWNcd911NX4+7LDD4t/+7d9iyJAhccUVV8QLL7yQca677rorXnnllRg4cGAMHjw44+dvSEPXd13Zk1rf68ud9Pre0Hwnrb435nU9E/Vd45nkTlp9p5M9iTWe7pwnqcavvPLKaN26dfzyl79M+/8zW/U935lmP/PMM+OYY46JZcuWxXvvvRfTp0/PqM435ZxXvT9ftmxZnH322TV22OnVq1eMGDEibrjhhpgwYcIG17WhOa+6gHHVY+ojd8Taz/2dOnWKHj16xMCBA6NLly7x1Vdfxf333x9nnnlmjB07Nrbffvs613fPPffU+PmII46Ivn37xsiRI+O6666Le++9t84xJk6cWOPnQYMGxR577BFXXXVV3HbbbXHFFVfUOUa66ru+M82elPpOJ3cS6zvd+U5SfSeBRgawyeyzzz5pnQO6IRxyyCFx5513ptXIGDx4cPUH3B49esQ555xT73vlbr755vH++++vc37/Ku+9915svvnm1T+vWrUqo+sHjBkzJh566KENHsGQ6bVIRowYEYMHD45UKhUDBw6M3/zmNzFgwIAajykoKIjNN988qyMODjrooJg4cWIMGzZsnTcG77//fkyePLnWL4CTourD8vrmvGp5fX4pWqVVq1Y1rikyePDgGDRoUPURSZlq0qRJnH322fGLX/wiXn/99XpvZFTNwZFHHlnjd920adM46qij4vbbb4933313vY2MdOa6IeY5Yu3RXyeffHKMGDEifvWrX1UvHzRoUJxyyilx9dVXxyGHHJLx3lZbbLFFnHbaaXHVVVfFW2+9Ve97ljeUqnOyru93sXr16no5B/D6bL/99tVv3A877LAYMGBAnHTSSVFWVpb1kS3bbrttHH/88fHAAw/EjBkzYr/99qu3vM2bN49Vq1atc4h/ly5donfv3jFt2rT44osvNrhH1IbmvKysLFKpVL3X//jx4+OKK66Ie++9Nw466KDq5Ycffnj827/9W/z2t79N6xSPtenZs2f0798/Xn755Zg/f35aH8SqPPTQQ3HTTTfFvvvuGzfccEO9nwqvIes7nexJrO8N5U5yfW8odxLru75f19envms8k9xJq+90siexxtPJnaQaf/7552PKlCnx4IMPNth7te+rz/nOJnu3bt2qj9Y+4ogj4uWXX47zzjsvmjRpkvXpRBtqzqu+hI2IdWp8v/32i44dO8YHH3wQJSUlGzwn/4bmfPXq1TUeUx+5IyJuuOGGePDBB+OZZ56JwsLC6uV9+/aNY489Nv70pz/VOAIsEwcffHD06tUr3nnnnSgrK8vqWoInn3xy3HbbbdWn160vm+I94YayJ6G+082dtPpON3dE8ut7U2u4kxEC/MCvfvWreOGFF+Lll1/e5OsuKSnJ+OKBEWu/tKzvJkZExIABA2Ly5Mlx55131ujYl5SUxB133BH/9V//FQMHDqxePmPGjFov9F2bRx99NO6555448MAD4/e//32kUqkYNWpUXHTRRdGhQ4fYfffd44477sg485ZbbhmdOnWKzp07x7XXXhv9+/ePTp061fjXsWPHrE+bdO6550aTJk1i8ODBMWbMmCgoKIhnn302Lrjgghg2bFi0a9cuzjzzzKzG3hRat24dm2222XoP3120aFFsvvnm9XptmPVp1apV9O/fP9544434+uuvsxqj6jofRUVF9RktIv7vsNt27dqtc1/VsuXLl9f5/A3NdUMd0VDVIPzpT39aY3lBQUEcfvjhUVpaGjNmzMhq7Iac84ayod9FeXl5FBUVbdKjS/bYY4/o2rVrnXtT1aXqYoX1/buoOn1ebY2udGo/YsOHrVctq+85v++++6rPo/t922yzTfTp0ydmz56d1Wtslarar+36SOvz4IMPxh//+MfYf//945577tmoD43r01D1nW32XNd3XbmTWt915U5iff9Qfbyu16aht+GZ5M51ff9QbdmTWuN15U5KjZeVlcU111wTBx54YHTq1CnmzZtX/S9i7RG38+bNiyVLlmSd5Yfqa77rK/thhx0WLVu2rHHkfTYaYs5bt25dvSPd+mq8srKyzgs5V51yp7Y539CpkLLNXV5eHmPHjo2uXbvW+JI34v++aJ86deoG11eXTp06VV+PJhsFBQXRsWPHen9fuSneE2aSfVPX94b8MHeS6juT3PlQ35uaIzKATaZbt27xhz/8IX75y19Gu3btYvvtt1/ngl0FBQXx0EMP1et6P/zww3j44YfX2fDn0q9+9av48MMP45Zbbok77rgjtt122ygoKIhFixZFeXl5dO/ePS666KKIWPtGraCgoMb5EDfkySefjD59+sTtt98eS5cujSuuuCJ+9KMfxf777x9DhgyJo48+OhYuXJhR3meffTYi1u51XlBQEAUFBTF9+vSYPn36Bp+3odNn/VD79u1jwoQJccUVV8TEiRMjlUrFpEmTIiLiJz/5SVx99dX1fm2J+lRQUBC9evWKadOmxYIFC2pc8LusrCxmz54dvXr1apCLZ9em6jDiut6MrU/VB4X6vihdRMRee+0V48ePj2+++Wad+6qWbeiivW3bto2OHTvGnDlzorS0tMaeRosWLYpvvvmm3k8xU+Xbb7+NiKj1dG1r1qyJiLXX58nG3LlzI6L2Bk9SFRYWRosWLWpt3nzwwQdRUVERe+yxxybNVFpaWucXSXVpqN/FnnvuGZ9//nl8880367wmVdV+XX9zu+++e0SsPVLth8FBhRcAAB0vSURBVN57772IiHqf88WLF0fTpk0jlUqtsw2rqvuq/2Yj0+3NvffeGzfccEP07ds3br/99hp72dWnhqjvjc2eq/pOJ3cS6zud3Emr7/XZ2Nf12myKbXgmuZO2/f5h9iTWeDq5k1LjpaWlUVRUFG+++Watp7h9//3347DDDoujjz46brjhhqzzfF99zXd9Za+oqIjy8vKNrvOGmvPdd9893n333Vi0aNE6RxZ988030aRJkzo/j1XN5/vvv7/O59eq30Ndc55J7osvvjjKy8vX+/57zZo1UV5evsH11WXevHnRtGnT2GqrrbJ6fmVlZXz99df1/rlqU2xPMsm+qet7Q36Yu6CgIDH1nUnupUuXJr6+NzWNDGCT+e///u84//zzo7KyMoqLizP+Mn1DfniKoyrLly+P4uLiaNKkSfzpT3/KauwXXnghxo0bF3Pnzq31nI8FBQUxe/bsjMZs1apVPPHEE/HYY4/Fa6+9FvPnz4+ItR+QBg4cGCeffHL1YX0tWrSIW2+9Ne2x586dG//+7/9enS3i/75YbdWqVZxwwgkxYcKEOOWUU9Ie89JLL42CgoI44ogjolmzZtU/p1Kp9T6noKAgo0ZGxNq96O67774oKiqKL774IlKpVOy4447Rvn37jMZpaCUlJbFw4cLYcssta2QbNGhQTJs2LR588MG4/PLLq5dPmDAhVq1aFcccc0y95liyZEmtb/C+/vrrmDJlSmy55ZbVb9LWl3np0qXrnDaipKSk+vDU/v3712vmiLV/r1tttVVMmjQpzjnnnNhiiy0iYu25eZ999tlo2rRpHHjggRGx9sKD3377bWy99dbRpk2b6jGOOeaYuOuuu2L8+PFx2mmnVS9/8MEHI2Lt76IhdOvWLd588814+umna7xJLS8vj+eeey4aNWpU/aGituxr1qyJkpKS2HLLLWuMW1RUFA888EA0b968xikikqSoqCiWLl0a7du3r86/2WabxaGHHhqTJ0+OV155pcaHzbFjx0bjxo3jyCOPrPcs3333Xa1fUk2ZMiXmz59fXT8byr5q1apo3LjxOl9sfvnllzFx4sTYZptt6v20aoMHD46nn346xo8fHwcddFD1NnrWrFkxY8aM6Nq1a+ywww7Vj//2229jxYoV0bFjx+q9yLfffvvYe++9Y+rUqfHRRx9Vn9d8zZo1MW7cuGjZsuV6XxOztcsuu8Ts2bPjxRdfrHGqgPnz58fUqVNjhx12qLEdqS33ihUrYvPNN4/GjRvXGHv69Onxt7/9LXr06JHWdZDuvvvuGDNmTPTr1y9uvfXWejsEflPUd7rZk1bf6eZOWn2nmztJ9Z3J63qmGrLGM8mdtPrOJHuSajyT3Emp8c022yxuueWWWu87//zzo7CwMEaNGpX1NfEacr4zzb6+Oh8/fnyUlZXFXnvtVWf2XMz54MGD4913341HH320ximZX3311fj222+jb9++Nf7uFi5cGCUlJbHDDjtE06ZNIyKiT58+0alTp3jppZfivPPOqz6SaeXKlfHkk09Gp06d6rygcia527ZtG1tvvXV8+eWXMWPGjBpzO2PGjPj888/jxz/+cY0xasu9bNmyWr/Enjx5csyZMycGDBhQ/dj1qe1zVcTaaxMsW7Zsoz4LNvRrZibZk1LfmeZOSn1nkjtJ9Z0UGhnAJnPjjTdGu3bt4o477ogePXrU69i1vcgVFBTEbrvtFjvttFOceOKJWb0pHjt2bPzpT3+KVq1axV577VWv53pv1qxZnHrqqfV+3YdGjRpVv0GoOnzy+3tFbLfddvHVV19lNObDDz8cEf93UauqnxtKmzZtanxpvSk8++yz1c21BQsWRCqVqnEKrnPPPbf69syZM2P48OExePDgGhcpO+644+LZZ5+NcePGxYoVK6qvC/PYY4/FPvvss875ODfW3XffHW+//XYcdNBB1adS+OKLL+LZZ5+NVatWxXXXXVf9Zmx9mY8++ujYZ599onv37tG2bdtYuHBh9VycccYZseuuu9Zr5oi1pyn7j//4j7jkkkvihBNOiCFDhkRExFNPPRWLFy+OCy64oPpN4auvvhqXXXZZ/PKXv4zRo0dXj3HWWWfFyy+/HNdff30sWLAgunfvHv/4xz/imWeeiaOOOir233//es8dsfZaMZMmTYrx48fHokWLom/fvlFSUhLPPfdcfPLJJzFs2LDqbU1t2VetWhUDBgyIAQMGRNeuXaN169Yxb968mDhxYixfvjx++9vfblTjLpM6joh1TjO3YMGC6mUdO3as0Yx89NFH47bbbotrr722Ri1feOGF8c4778TFF18cs2bNis6dO8eUKVPir3/9a/ziF79Y77VONib7yJEjY6uttorevXtHx44dY9WqVfHBBx/Eyy+/HK1bt45LLrmkxti1ZZ83b16cddZZ0b9//+jSpUtsvvnm8dlnn8VTTz0VZWVlcf3116f1JXkmuffdd9844YQTYuLEiXHGGWfEgAEDYsmSJTFu3Lho0qRJ/P73v68x9pgxY+KZZ56Jhx9+uMaHlMsvvzyGDh0aZ5xxRpx66qmx9dZbx+TJk+PDDz+Mq666Kq1T2GWSe/To0TFq1Ki4+OKLY+rUqdGzZ89YtGhRjB8/PkpKSmpcL2Z9ud9999249tpro1+/frH99ttH06ZNY9asWTFp0qRo3rx5XH311XVmfvTRR2PMmDHRtm3bOPTQQ+PFF1+scX/Lli1rnJYxSfWdSfYk1XcmuZNU35nkTkp9R2T2uh6RnBrPJHeS6jvT7Emq8UxyJ6XGmzZtus6pOb9vm222qXH/ihUrYty4cdW3I9Ze46+qxnv06FFjh5uGnO9Msx911FHRu3fv6NWrV2y77baxfPnymDp1arz++uvRqVOndS5enZQ5HzRoUEyePDkeffTRKCoqin333Tfmz58fjzzySGy55ZZx6aWX1nj+JZdcElOnTo0pU6ZU12Hjxo3j97//fZxzzjlxyimnxLBhw6Jp06bx+OOPx+LFi+POO+9c58vrjc09evTouOqqq+K0006Lk046Kbp06RJz586NCRMmRJMmTeL888+vM/ezzz4bEydOjL59+0bnzp2jsrIy3nvvvXjxxRejbdu2cdlll20wc0TEnXfeGTNmzIgf//jH0bFjxygtLY233nor3njjjejatWuMGjWq+rFJqu9MsyelvjPNnZT6ziR3o0aNElPfSaGRAWwyX375ZVx44YX13sSIiOo3AfXtkUceiV69esXDDz9cb+ffLikpiQMPPDBGjhwZv/jFL+plzO/bbrvtYsGCBRGxtvGw3Xbbxfvvv1+9R93s2bMzvk7Dvvvuu8Gf69OsWbPilVdeiXnz5kVBQUHssMMOceihh1bvYdJQnnrqqXXOL/n9PYF++AVwbRo3bhz33HNP3H777fHiiy/G888/H+3atYtTTz01Ro0aldabmkz069cvFi9eHC+//HIUFRXFmjVron379nHIIYfEiBEj0jqs9aijjoqpU6fGO++8EytXroyWLVvGbrvtFpdeemkcfvjh9Zr3+4499tjYeuut4957743bbrstKisro7CwMMaMGZPW3p9bbLFFPPbYY3HzzTfHSy+9FBMmTIhOnTrFhRdeGKeffnqD5e7YsWNMnDgx7rjjjnj77bfjjTfeiKZNm0a3bt3i6quvrm7KrE+LFi3isMMOi5kzZ8aUKVNi1apV1V/onHrqqRt9YelM6/iHe7t99dVX1cv23XfftI6q6tixY0yYMCFuuumm6qOPunTpEldeeWWceOKJDZJ9yJAh8eqrr8bEiRNj2bJl0bhx4+jUqVP1B7l0zk3btm3b2H///WPatGnx/PPPR2lpabRp0yb69esXZ5xxRuy22271njsi4qqrrorCwsKYOHFi9RdNP/rRj2LUqFFpH4q+2267xfjx4+Omm26K+++/P8rLy6OwsDBuueWWDX7wzzZ3//794+GHH477778/XnrppXjiiSdiiy22iD322CPOPPPMtOp2p512il69esXrr79efU7r9u3bx6BBg2LkyJGx44471jnGhx9+GBFr90T+zW9+s879nTp1qtHISFJ9Z5I9SfWd6Zwnpb4zyZ2U+o7I/HU9KTWeSe4k1Xem2SOSU+OZ5E5SjWdi+fLl69T4rFmzYtasWRGxdu/qdI4cro/5ztTw4cPj7bffjvHjx8eyZcuiWbNmseOOO8a5554bp556alqfxXIx540aNYo777wz7r333njuuefitddeq278nnfeebHTTjulNc7BBx8cDzzwQNx+++3VZxbo1atXPPDAAxv9Xrc2p5xySmy77bYxbty4mDhxYhQXF0erVq3iwAMPjHPOOSetHbOqTjv00ksvRVFRUVRWVkbHjh1j2LBhMXLkyLROV/fjH/84Pv/885g0aVIsXbo0GjVqFDvssEOcc845ceaZZ1YfhR6RvPrOJHuS6juT3Emq70xyJ6W+k6IgtaHzggDUo6pTJjXkl4wlJSWxYMGCWLZsWa2nPerTp09G4+2+++5x6aWXZnQapnTss88+cfHFF6d93YtM/O53v4uZM2dWX9fiuuuui3HjxsVJJ50UlZWV8cQTT8Sxxx4bf/jDH+p93RsjlUrFlVdeGY8//vg6v7uCgoIYMmRIXHnllZvsGhMAAAAAJIMjMoBN5oQTTojnnnsuhg8fHk2a1O/mp6SkJK677rp4+umna71YXdXF7T7++OOMxu3YsWMUFxfXV8xqe+65Z/XeFvVt6NCh8eabb1ZfBHn06NHxySefxKOPPhoRa5soVRcST5J77rknJkyYEAcccECcddZZ0a1bt4iI+PTTT+O+++6rPudkQxzFAgAAAEByOSID2GTeeeedGDNmTJSXl8fQoUOjc+fOtZ5qJ9OjJiIiLrvssnjmmWdiwIAB0adPn/Uezjh48OCMxh07dmw89dRT8cwzz9Rr8+Wjjz6K0047La688soaF91rSN9++200adJkk197Il0DBw6M7bbbLh5++OF1jrqorKyMYcOGxaJFi2LKlCk5SggAAABALmhkAJvMD6+N8cMvq7M9aiJibfNj4MCBce21125Uxh+aOnVqjBkzJkpLS+u1+XL22WfH3LlzY968edGhQ4fYcccdo0WLFjUeU1BQEHfeeWfGmWfNmhXbb799bLXV/2vv7qNysP8/jr+u0p1qHYmdlZrJUZwdFsnNOI6TMU2ztiSsyMjNhDM3x9lspxk5w85xlFqIaUQuTBxmyBEmHc6YjuVmm5HjuJ9GTC3X74+d9RNFV9+urkuej7/U+3O9z9s/Dl59Pu8Xqq3fvn1bFy5cMOv94IbQsWNHzZgxQzExMdXWMzMztWjRIp04caKBJwMAAAAAAIA18bQUgAZT3yHDw0wmk4KCguq9b2xsbOWvZ8+eXW/hy7Fjx2QwGOTh4aF79+7p1KlTj52p6y6IyMhILViwQOHh4dXWDxw4oGnTptUpMLIkb29v/fXXXzXWb9++LW9v7wacCAAAAAAAALaAIANAgzH3WSdzBAcH6/Tp0/Xe11LhS0FBgUX6Sqp2yfnDKioqbHJh9vDhw5WRkaGhQ4fKy8urSu3q1avKzs5WfHy8laYDAAAAAACAtRBkAGgUpk+frpiYGIWEhGjAgAH11teS4YslPSmoOHnyZI07RKzJy8tLXl5eGjhwoN599135+/tLkn799Vd99913evnll+Xp6akdO3ZU+VxD7RgBAAAAAACAdbAjA0CjsXfvXk2aNEktWrSQr6+v7OzsqtQNBoNWr15tpeksKysrS+vWrZMknT17Vi+99JLc3NweO1dSUqJr167p7bff1pdfftnQYz7RoztUqmMwGKrcOKnrThUAAAAAAAA8O7iRAaBR2L9/v6ZMmaIHDx6otLRUly5dqrfe9+/f16pVq7Rr1y5duHBBkuTr66sBAwYoLi5OTk5Odep79epVrVmzRsePH1dJSYkePHhQpW4wGLR169Za9WrSpIkcHR0rP2dvb1/59cP9WrdurXfeeccmn2havny5tUcAAAAAAACADeJGBoBGYfDgwbp9+7ZSU1Nr9ZP9tXXnzh3FxMSoqKhILi4u8vPzkyQVFxfr7t276tChgzIzM6u9/fAk58+fV3R0tEpKSuTj46Pi4mL5+vrq5s2bKi0tlbe3t5o1a6ZNmzaZPXNgYKAWLlxY47JvAAAAAAAA4Fli9/QjAGD7zp07p9jY2HoNMSRp6dKlKioqUkJCgvLz85WTk6OcnBzl5+dr8uTJ+uWXX5Sammp23yVLlqi8vFwbN25Udna2JGnOnDk6evSoZsyYobKyMi1evLhOM//000/P5N6ILVu26P79+9YeAwAAAAAAADaGIANAo9CyZcvHnmaqD7t379agQYP04YcfytnZufL7Tk5Omjhxot566y398MMPZvctKCjQkCFD1KFDhyqLuQ0Ggz744AN17txZixYtqtPMTZs2lb29vcrLy3X48GEZjUYZjUbl5+ervLy8Tj0bwqxZs9S7d2/NnTtXp0+ftvY4AAAA9So5OVkBAQEqKCiw9igAAADPHHZkAGgUIiMjtXXrVsXGxqpJk/r7o+3KlSvq0qVLjfXg4GDt2rXL7L63bt1SmzZtJEkODg6SpHv37lXWu3XrpuTkZLP7/mfPnj1KTEzUjRs3KpdjGwwGNW/eXImJierXr1+de1vK/PnzZTQatWbNGq1du1adOnVSVFSUwsLCqoRIAAAAtiAgIOCpZzIzM9WtW7cGmAYAAKBxI8gA0Ch06tRJubm5ioyM1Pvvv69WrVrJ3t7+sXNdu3Y1q+8LL7ygixcv1lgvLi6Wu7u72fN6enqqpKREkuTq6ionJ6cqC8rLy8vr/MzS0aNHNWXKFLm6umr06NFq166dJOnMmTMyGo2aOnWqvvnmGwUHB9epv6VEREQoIiJCv//+uzZs2KCcnBx9/PHHSkpKUnh4uKKiotS+fXtrjwkAAFDFpEmTaqz5+Pg04CQAAACNF0EGgEYhLi6u8tezZ8+u8lyTJJlMJhkMBhUVFZnVNyQkRFlZWRowYIA6duxYpVZYWKh169apb9++Zs/r7+9f+XySwWBQx44dlZ2drbCwMJlMJm3cuFGvvPKK2X0lKS0tTc2bN9fGjRvVsmXLKrWRI0cqMjJSaWlpysjIqFN/S2vTpo1mzZqladOmaffu3dqwYYPWr1+v9evX69VXX1VUVJQGDRokFxcXa48KAACghIQEa48AAADQ6BFkAGgU5s+fb5G+CQkJysvLU3R0tHr37i1/f38ZDAadPXtWBw8eVNOmTZ/4U3g16dOnj5YvX66///5bzs7OGj9+vMaOHatevXpJ+jd4qeuy7xMnTmjkyJGPhRjSv7tEoqKitHr16jr1bkgODg4KCwtTUFCQFi9erJycHBUWFqqwsFALFizQqFGjNG7cuHp9SgwAAKChXbp0SWPHjtX58+c1b948DR48uLJ2+fJlLVu2THl5ebpy5YpcXV0VFBSkiRMnPvZDNgAAAI0Z//sDoFGIiIiwSN82bdpo7dq1mjt3rvLy8pSXl1dZ69Kliz799NPKXRfmGDVqlEaNGlX59euvv67Vq1dr27Ztsre3V//+/dWjR486zXz//n15eHjUWPfw8Kjzs1UNpaKiQnv37pXRaNSPP/6oiooKdevWTdHR0XJwcFBmZqZSUlJ07do1JSYmWntcAACAOjl16pTGjh2r0tJSLVu2TD179qysnTx5UqNHj1ZJSYl69eql/v37688//9SePXs0fPhwLV26VH369LHi9AAAAA3HYPpvCywA4Ilu3rypixcvymQyydfXV56enmZ9/siRI/L39zf7c+YKDw9XixYttHLlymrrcXFxun79urZt22bROeri/PnzMhqN2rJli27cuCEPDw9FRERo6NChat26dZWziYmJ+v7771VQUGCdYQEAwHPtv2XfNd3OdXJyUnx8fOXXycnJSklJqVwAfujQISUkJMjFxUUrVqxQYGBg5dl//vlHAwcO1OXLl5WRkaGQkJDK2pUrVxQZGSmTyaS9e/fK0dHRQr9DAAAA28GNDACoJU9Pz/8phIiNjdWCBQsUHh5ej1M9bvDgwVq0aJGmTZumiRMnVu7aOHfunFJTU3X48GFNnz7dojPURUxMjI4ePSqTyaSgoCDNmDFDAwcOrPEf58HBwVq/fn0DTwkAAFBVSkpKtd93d3evEmQ8LCcnR5988on8/Py0YsUKeXt7V6nv27dPFy5c0OjRo6uEGJL04osvasyYMUp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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/mnt/femtobackSSHFS/FemtoShare/Results/ePolyScat_stuff/xef2/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb22_E1G.inp.out_BLM-L_2020-02-13_16-08-04.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_orb22_E1G.inp.out, pType=a, thres=0.0012573342655483753, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "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_orb22_E1G.inp.out_BLM-V_2020-02-13_16-08-04.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_orb22_E1G.inp.out, pType=a, thres=0.0012583757506786787, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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Tl19+edx6661x2mmnbXWM4n/zrx9V9NVlNTEvJ554YvzkJz+J++67r9Tr26677hoTJkyIgw8+uFLjtGvXLrp27RodO3aMevXqxT//+c+YMGFCXHDBBfHQQw9V6XvfHXfcERER55xzTpWNGZGZWtlaLrWtVsrLpbbWSnm51JZa2ZF9lXTURL2kk0vS66UyudSWeqlMLrWhXlasWBG/+93v4qKLLir3RuxVqbrnJd1cbrjhhlI3vN9vv/3innvuKXW/o63J9LysWbMmPv/88ygoKIjhw4fHBRdcEFdeeWUsWrQoxowZExdddFGMGzcuDjvssG1uK6L8eSl+bSt+THXlEhFx4YUXxqeffhoTJ04sdb+A/fbbLx5//PHYe++9K7W9fffdN84555zYZ599oqioKN5+++2YNGlSzJgxIyZNmlTp+S3PgQceGCeffHLsvffesW7dunjttdfiqaeeitdffz2eeOKJKm1oVHe9pJtLUuulMnnUllqpbD4RtaNeMkEzAyjliy++KPWG9uabb8Zhhx1WclOgE088Me68885MhVehVCpVbue8Ntm4cWNERIVH1xcvL35cdevUqVM8/PDDsXnz5vj4449jypQpJZeMqlt3628fp556apkj/c8///zo27dvPP7443HOOedU+oPdjii+pFTjxo1jwoQJJf+GvXr1il69esUTTzwRAwcOLHOT8mKVmZOamo+IiGbNmsU+++wTRx11VBxzzDGxcePGmDJlSvy///f/IiK22dAYOHBgmWXnnXdenHnmmXHnnXfGGWecUWHjprbYsGFDRFQ8Zw0aNKjROTvzzDPj29/+dqxduzbmzZsXf/3rX2PVqlWVfv4111xT6veTTjopzj777Dj99NPjxhtvjO9+97tlzhqqauvWrYvCwsI4/fTTS93w/phjjolevXrFLbfcEr169drqGVdbm5f69etHTk5Ojc3LrrvuGvvtt19069YtOnfuHCtWrIhx48bFkCFD4qGHHoouXbpsc4zf/OY3pX7v2bNnfO9734vzzjsvfvWrX8Wf/vSnKol1zJgx8eKLL8ZJJ50UZ511VpWMWayma2VbudSmWqkol9pYK1ubl9pQKzuyr5KOmqiXdHJJer1UJpfaUi+VnZek18v1118fzZs3j8svv3y7x6is6p6XdHMZPHhwnHHGGbFq1ap4++23Y9asWWnVS6bnpfjzzKpVq2Lo0KGlDmrq0qVLDBgwIEaNGhWTJk3a6ra2Ni/FNxwufsz2qOy81KlTJ9q1axedOnWKk046Kdq3bx+ffPJJPPTQQzF48OAYN25c7LHHHtvc3v3331/q91NPPTWOO+64GDJkSPzmN7+JBx54YLtzmTx5cqnfe/fuHQcddFCMHDkyRo8eHb/61a+2e+yvq+56STeXpNZLZfKoLbVS2Xwiake9ZIJmBlBKkyZNSt6sCgsLY/bs2aXu31C3bt0a/SKwsg477LBKXYM7yYo/NFZ0Tcfi5dX9xWWxZs2axdFHH13y+1lnnRW9e/eOxYsXx4MPPpj2eHXr1o2hQ4fG//zP/8Qrr7xSI82M4n+rXr16ldoZqVevXpx22mlx9913xxtvvFFhM6Myc1JT87FgwYK48MILY8CAAXH11VeXLO/du3f06dMnbrjhhvjOd76T9pFCTZo0iYsuuihGjhwZM2bMqPKjv2ta8XVDK5qzTZs2RYsWLWosnj322KNkB7Nnz57Ro0ePuOCCC2Lz5s3bfSbMLrvsEuecc06MHTs2Zs+eHUcddVRVhlxGgwYNYv369WVOb2/fvn107do13nzzzfj3v/+91SN6tjYvmzdvjlQqVSO1NHHixPjVr34VDzzwQBx//PEly08++eT43ve+F7/4xS9KHY2Wjs6dO8eJJ54Y06ZNi8WLF1fqg8XWPPLII3H77bfHEUccEaNGjaryy/PVZK1UJpfaUitby6W21crWcqkttVLV+yoVqYl6SSeXpNdLZXKpLfVSmVySXi8vvPBCTJ8+PR5++OEaea+tznnZnlz23XffkjPfTz311Jg2bVpcccUVUbdu3e2+zGpNzkvxl6cRUaZejjrqqGjbtm3MmTMnNmzYsNXr529tXjZt2lTqMelKZ15GjRoVDz/8cDzzzDORl5dXsvy4446LM888M37729+WOvMsHSeccEJ06dIlXn/99di8eXNa9xPclgsvvDBGjx5dchnjqpKJfeSt5ZLUeinP1/OoDbWyNeXNS22tl+rmBuBAKfvtt19MmTIl8vPzY9KkSbF+/fpSp6wvW7YsWrZsmcEIy3f11VfHn/70p5g2bVqmQ9luzZs3j0aNGlV4Guny5cvjW9/6VsbuB9KsWbM48cQT49VXX40lS5Zs1xjF9wLJz8+vytAqVHyWQevWrcusK162evXqbT5/a3NSU2cyPPLII7F58+Y45ZRTSi3PycmJk08+OTZu3BizZ8/errFrel6q09bmrKCgIPLz8zN69slBBx0UHTp02OYRQdtSfDO+mpiz4jPzymuUVaaOIrZ+SnbxspqYlwcffLDkGrFftfPOO8fhhx8e8+fPT/sGul9VXEtffPHFDsX58MMPx0033RTdunWL+++/v1o+MNVUrWxvLkmslW3lUptqZVu51JZa+bqq2FcpTybeW9LJJYn18lXl5VKb6uWrysslyfWyefPmuPHGG+PYY4+Ndu3axaJFi0p+Ir48C3nRokWxcuXK7Y7v66prXqoql549e0bjxo1j4sSJacfwVTU1L82bN49vfetbEVFxvRQVFW3zBs3Fl8wpb162dqmjqsyloKAgxo0bFx06dCj1xWzE/32JPnPmzLRj+Kp27dqV3OumKuXk5ETbtm2r/PUxE69j6eSShHqpyNfzSHqtbMvX86nN9VLdnJkBlDJo0KC49NJLS27w1KVLl/j2t79dsv7VV1+t8pubVoV99903fv3rX8fll18erVu3jj322KPMTcdycnLikUceyVCE25aTkxNdunSJN998M5YuXVrqJuCbN2+O+fPnR5cuXWrs5tnlKT4rZ1s7ABUp3qmt6hunVeSQQw6JiRMnxqefflpmXfGyrd1Ut1WrVtG2bdtYsGBBbNy4sdRRMcuXL49PP/20yi/9UpHPPvssIiKKiorKrNuyZUtEfHk21fb4+OOPI6L8pk9tk5eXFw0bNiy3sTNnzpwoLCyMgw46KAOR/Z+NGzdu8wuabanJOTv44INj4cKF8emnn5bZkS6uo23V9IEHHhgREe+8806ZdW+//XZERI3My4oVK6JevXqRSqXKvJYW11Hxf7dHVbzGPfDAAzFq1Kg47rjj4u677y51lFlVqola2dFcklQrlcmlttRKZXKpDbVSkR3dVylPpt5b0sklSfVSnq/nUlvqpTxfzyXJ9bJx48bIz8+Pv//979GzZ88y6995553o2bNnnH766TFq1KjtjvGrqmteqiqXwsLCKCgo2OF6qcl5OfDAA+ONN96I5cuXlzlb6dNPP426detu856Kxf/m77zzTqlr7xcv++pjqiuXn/zkJ1FQUFDhZ5YtW7ZEQUFB2jF81aJFi6JevXqx00477dA4X1dUVBRLliyp8vetTLyOpZNLEuqlIl/PIycnJ9G1si1fz+eLL76otfVS3ZyZAZRy/PHHxyOPPBIDBgyIyy+/vNRp7fn5+dG2bds488wzMxhh+f73f/83fvjDH0ZRUVGsW7culi1bFkuWLCn1s3jx4kyHWWLDhg2xcOHCki+oi/Xu3Tsivjxi8quKz5I544wzqj22io5mWrJkSUyfPj2aNm1asmNQUR7lHXGxYcOGklMgTzzxxCqOunw9evSInXbaKaZMmRJr164tWb5u3bp49tlno169enHsscdGxJc311u4cGGZI1TOOOOM2LBhQ5mjUYrnqHjOqlvx6b5PP/10qeUFBQXx3HPPRW5ubsnOcHm5bNmypdwjLvLz82Ps2LHRoEGDUpdRqA3y8/Nj4cKFpfJq1KhRfPe7340lS5bEiy++WOrx48aNizp16kSvXr2qPbbPP/+83OXTp0+PxYsXxyGHHFJqeXm5rF+/vuRU5q/66KOPYvLkybHzzjvXyOXaiht2EydOjFQqVbJ83rx5MXv27OjQoUPsueeeJcs/++yzWLhwYalrye6xxx5x6KGHxsyZM+Of//xnyfItW7bEhAkTonHjxtGjR49qz2W//faL9evXx5///OdSyxcvXhwzZ86MPffcs9SlYsrLZc2aNeV+qJg1a1b87W9/i06dOkXbtm23K7777rsvRo0aFd27d4977rmnyhoZmaiVyuZSG2qlsrnUhlqpbC5Jr5V09lXSVdP1kk4uSa+XdHJJer2kk0uS66VRo0bx+9//vtyfiC8bdb///e9L3bg8HTU5L+nmUlG9TJw4MTZv3lymXpI8L8X18uijj5Ya5y9/+Ut89tln0a1bt1Kv58uWLYuFCxeW+qLz8MMPj3bt2sXUqVNLHei1du3aePLJJ6Ndu3bbvDHyjubSqlWraNGiRXz00UdlmsOzZ8+OhQsXlnn9KS+Xiu7h8Pzzz8eCBQvi+OOPj3r16qWdS0TFZw7cf//9sWrVqh36HFvTr2Pp5JLkekknjyTXSrr51IZ6yRRnZgBlHHbYYeW+OLds2XK7r8dX3W699dZo3bp13HPPPdGpU6eMxPDss8/GsmXLIiJi6dKlkUql4p577ilZf9lll5X8/9y5c6N///5x1llnlbpJ1tlnnx3PPvtsTJgwIdasWVNyL5DHHnssDjvssDLXfqwO9913X7z22mtx/PHHl1xu4N///nc8++yzsX79+vjNb35TsgNQUR6nn356HHbYYdGxY8do1apVLFu2rOTfZ9CgQbH//vtXex4REU2bNo2f/exnce2118a5554b5513XkREPPXUU7FixYq48sorSy5z8Je//CWuu+66uPzyy2P48OElY1xyySUxbdq0uOWWW2Lp0qXRsWPHeOutt+KZZ56J0047rdRl2KrTgAEDYsqUKTFx4sRYvnx5HHfccbFhw4Z47rnn4v33349+/fqV7ByWl8v69eujR48e0aNHj+jQoUM0b948Fi1aFJMnT47Vq1fHL37xi2jTpk2Vx51OXUREqXXFzyle9vVm6qOPPhqjR4+Om2++uVRtXHXVVfH666/HT37yk5g3b17svvvuMX369Hj55Zfjf/7nfyq8R0pV5jJkyJDYaaedomvXrtG2bdtYv359zJkzJ6ZNmxbNmzePa6+9ttTY5eWyaNGiuOSSS+LEE0+M9u3bx7e+9a348MMP46mnnorNmzfHLbfcst3XNk0nlyOOOCLOPffcmDx5cgwaNCh69OgRK1eujAkTJkTdunXjl7/8Zamxb7vttnjmmWdi/PjxceSRR5Ys//nPfx59+/aNQYMGxcCBA6NFixbx/PPPx7vvvhsjR47c7kvopZPL8OHDY9iwYfGTn/wkZs6cGZ07d47ly5fHxIkTY8OGDaXuR1NRLm+88UbcfPPN0b1799hjjz2iXr16MW/evJgyZUo0aNAgbrjhhu3K49FHH43bbrstWrVqFd/97nfLfCnWuHHjOOmkk0p+T3KtpJNL0mslnVySXivp5JLkWolIb18lItn1kk4uSa+XdHJJer2kk0uS66VevXplLlH6VTvvvHOp9WvWrIkJEyaU/H9ExHvvvVdSL506dSr1xWFNzku6uZx22mnRtWvX6NKlS+yyyy6xevXqmDlzZrzyyivRrl27MjeqTvK89O7dO55//vl49NFHIz8/P4444ohYvHhx/OEPf4imTZvGiBEjSj3/2muvjZkzZ8b06dNL/n7r1KkTv/zlL+PSSy+NPn36RL9+/aJevXrx+OOPx4oVK+Lee++NOnXqVHsuw4cPj5EjR8ZFF10UF1xwQbRv3z4+/vjjmDRpUtStWzd++MMfbjOXZ599NiZPnhzHHXdc7L777lFUVBRvv/12/PnPf45WrVrFddddl3Yexe69996YPXt2HHnkkdG2bdvYuHFjzJgxI1599dXo0KFDDBs2rOSxSa6XdHNJcr2kk0eSayXdfHJzcxNfL5mimQFkhY8++iiuuuqqjDUyIr78gvzr1ywsPiIlouyXtuWpU6dO3H///XH33XfHn//853jhhReidevWMXDgwBg2bNgOvWlWVvfu3WPFihUxbdq0yM/Pjy1btkSbNm3iO9/5TgwYMKBSp1SedtppMXPmzHj99ddj7dq10bhx4zjggANixIgRcfLJJ1d7Dl915plnRosWLeKBBx6I0aNHR1FRUeTl5cVtt91WqaMomzRpEo899ljccccdMXXq1Jg0aVK0a9currrqqrj44otrIIMvtW3bNiZPnhz33HNPvPbaa/Hqq69GvXr1Yt99940bbrihpFFTkYYNG0bPnj1j7ty5MX369Fi/fn3JFyIDBw6stptIp1sXX10XEfHJJ5+ULDviiCMqdWZY27ZtY9KkSXH77beXnNXUvn37uP766+P888/f3lTSyuW8886Lv/zlLzF58uRYtWpV1KlTJ9q1a1fyQaUy11lt1apVdOvWLd5888144YUXYuPGjdGyZcvo3r17DBo0aIcu+ZfuvIwcOTLy8vJi8uTJJV/gfPvb345hw4ZV+jTrAw44ICZOnBi33357PPTQQ1FQUFBytN7WPgRXZS4nnnhijB8/Ph566KGYOnVqPPHEE9GkSZM46KCDYvDgwZWqg7333ju6dOkSr7zySsn1n9u0aRO9e/eOIUOGxF577bVdebz77rsR8eXRwD/96VPj5AkAAArJSURBVE/LrG/Xrl2pZkaSayWdXJJeK+nOS5JrJZ1cklwrEenvqyS5XtLJJen1ku68JLle0skl6fWSjtWrV5epl3nz5sW8efMi4sujnitzZHp1zUs6+vfvH6+99lpMnDgxVq1aFfXr14+99torLrvsshg4cGClviBOyrzk5ubGvffeGw888EA899xz8dJLL5U0oK+44orYe++9KzXOCSecEGPHjo2777477rzzzoj48rLSY8eOrbbPAl/Xp0+f2GWXXWLChAkxefLkWLduXTRr1iyOPfbYuPTSSyt10FvxpYSmTp0a+fn5UVRUFG3bto1+/frFkCFDduhSeUceeWQsXLgwpkyZEl988UXk5ubGnnvuGZdeemkMHjw4mjRpUvLYpNdLOrkkuV7SyaM21Eo6+SS9XjIlJ/XVczqBb5zt6cLm5OTETTfdVA3RbL+TTjopLrzwwhr9chkAAAAAqBmaGfANtz1nMuTk5MR7771XDdFsvzFjxsTUqVNj8uTJUbeuk84AAAAAIJtoZgBZ4fXXX4/bbrstCgoKom/fvrH77ruXe0mmww8/PAPRAQAAAAA7QjMDyApfP8MkJyen1O+pVCqRZ5QAAAAAANvmWixAhRYtWhQrV66MvLy8aNq0aabD2aqbb7450yEAAAAAANXEmRlAGa+88krceOONsWTJkoiIGDt2bHTr1i3+85//xAUXXBBXX311nHzyyRmOEgAAAAD4psjNdABAssyaNSsuu+yyaNq0aQwbNiy+2u/ceeedo127dvHCCy9kMEIAAAAA4JtGMwMo5e677468vLx48skno0+fPmXWH3rooTF//vwMRAYAAAAAfFNpZgClzJ07N84444yoU6dOuet32223WLlyZQ1HBQAAAAB8k2lmAKVs2bIlGjZsWOH6VatWVdjoAAAAAACoDpoZQCl77bVXzJkzp8L1M2bMiP32268GIwIAAAAAvuk0M4BSTj/99PjjH/8Y06dPL1mWk5MTRUVFMXr06HjjjTfizDPPzGCEAABkm7vuuis6duwYb7zxRqZDAQAgoepmOgAgWQYOHBgzZsyIyy+/PNq1axc5OTkxcuTI+M9//hOrV6+O448/Ps4///xMhwkAQIJ17Nhxm48ZP358HHnkkTUQDQAA2UAzAyilXr168dBDD8Uf/vCHeO655+I///lPLF26NNq3bx9Dhw6N/v37R05OTqbDBACgFrj88ssrXNeuXbsajAQAgNpOMwMoo06dOjFgwIAYMGBApkMBAKAWGz58eKZDAAAgS7hnBgAAAIm0bNmy6NWrV3Tp0iWmTJlSat3y5ctj5MiR0aNHj+jSpUsceeSRMXTo0Jg7d26GogUAoDo5MwMoY9OmTfHwww/Hiy++GIsWLYqcnJzYc889o2fPnjFw4MBo2LBhpkMEACDLLViwIC655JJYt25d3H///XH00UeXrJs3b15cfPHFsXr16jj22GOjZ8+e8cUXX8RLL70UF154Ydx9991xwgknZDB6AACqmmYGUEp+fn4MGDAgPvjgg2jcuHHsscceERGxaNGiuOOOO+KPf/xjjB8/Plq2bJnhSAEASLq77rqr3OUNGjSIIUOGVPi81157LYYPHx6NGjWKxx57LDp16lSybsuWLfGjH/0o1q9fH+PHj48jjjiiZN2KFSvi3HPPjZ/97Gfx17/+NerXr191yQAAkFGaGUApt9xyS3zwwQdxzTXXRL9+/Uo+AG7evDnGjx8ft956a4waNSpuuummDEcKAEDSjR49utzlTZs2rbCZMWXKlPjZz34We+65Zzz44IPRtm3bUuv/9re/xSeffBIXX3xxqUZGRMQuu+wSgwcPjptuuilef/11Z2cAAGQRzQyglJdffjnOOuusGDRoUKnl9evXj8GDB8fChQvjr3/9a4aiAwCgNnn//ffTevz48eNj+vTpceihh8a9994bzZo1K/OY2bNnR8SX99Mo78yPjz/+OCIiFi5cqJkBAJBFNDOAUjZt2hQHH3xwhesPOuigmDp1ag1GBADAN8WsWbMilUpFt27dym1kRESsWrUqImKb+6Tr16+v8vgAAMgczQyglE6dOsWHH35Y4fqFCxeWumYxAABUlV//+tdx//33x+jRo6OwsDB+9KMflXlM06ZNIyLinnvuiR49etR0iAAAZEhupgMAkuVHP/pRPP300/GXv/ylzLpp06bF008/HVdeeWUGIgMAINs1bdo0xo4dG4cddljce++98bvf/a7MY4rPIp41a1ZNhwcAQAY5MwO+4a677royy/bYY4+44ooron379rHvvvtGRMSHH34YH3/8ceTl5cWzzz5b5maLAABQFZo0aRIPPvhgXHrppfHQQw/F5s2b4+c//3nJ+h49esSee+4Zjz32WBx11FHl3hfjnXfeiU6dOkWjRo1qMnQAAKpRTiqVSmU6CCBztueSUTk5OfHee+9VQzQAAGSDjh07RkTE5ZdfXuFjTjrppOjcuXNERNx1110xevToGD9+fBx55JER8eW93IYPHx6vvPJKnH/++XH99ddHTk5OREQsWLAgBg8eHJ9//nl07do1OnfuHA0bNozly5fHu+++G4sXL46///3v0bp162rOFACAmuLMDPiGW7BgQaZDAAAgS40ePbrCde3atStpZpSnQYMGMXr06Ljqqqvi8ccfj82bN8dNN90Uubm50alTp5gyZUo8/PDD8be//S2efvrpyM3NjdatW8f+++8fw4cPjxYtWlRHSgAAZIgzMwAAAAAAgERzA3AAAAAAACDRXGYKKGPNmjUxefLkmD17dqxevTqKiopKrc/JyYlHHnkkQ9EBAAAAAN80mhlAKStWrIgf/OAHsWzZsthpp51izZo10axZs/jvf/8bRUVF0aJFi2jUqFGmwwQAAAAAvkFcZgoo5Y477oj8/Px4+OGHY+rUqZFKpeL222+Pt956KwYPHhyNGzeOiRMnZjpMAAAAAOAbRDMDKGXGjBlx7rnnRrdu3SInJ6dkeaNGjeLqq6+OffbZJ2699dYMRggAAAAAfNNoZgCl5OfnR8eOHSMiom7dL69Et2nTppL1xx57bMyYMSMjsQEAAAAA30yaGUApzZs3jzVr1kRERJMmTaJevXqxbNmykvU5OTmxbt26TIUHAAAAAHwDaWYApey9997x4YcfRsSXjYsDDjggnnnmmdi8eXNs2LAhnn766dhzzz0zHCUAAAAA8E2imQGUcswxx8SLL75YcmmpwYMHx7v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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 (0.05771746219580165+5.54763715798287e-18j)\n", "Plotting data (No filename), pType=a, thres=5.7717462195801654e-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 0.6078922580948944\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 11:09:26.183 (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 16:40:49 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 16:40:49 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 16:40:49 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_16-08-04\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 22 ioinzation (Iodine 4d, E1G/PG), 1-60eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3676901. URL: https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb22_E1G.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{xef2 wavefn test run, orb 22 ioinzation (Iodine 4d, E1G/PG), 1-60eV,\n", " title = {ePSproc: xef2 wavefn test run, orb 22 ioinzation (Iodine 4d, E1G/PG), 1-60eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3676901},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/xef2_1.0-60.1eV/xef2_1.0-60.1eV_orb22_E1G.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.3676901.svg)](http://dx.doi.org/10.5281/zenodo.3676901) [![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 }