{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Discourse-semantics of *risk* in the *New York Times*, 1963–2014\n", "==========================================" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**[Daniel McDonald](mailto:mcdonaldd@unimelb.edu.au?Subject=IPython%20NYT%20risk%20project), [Jens Zinn](mailto:jzinn@unimelb.edu.au?Subject=IPython%20NYT%20risk%20project)**\n", "--------------------------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "> **SUMMARY:** This *IPython Notebook* demonstrates the findings from our investigation of *risk* in the NYT, as well as the code used to generate these findings. If you have the necessary dependencies installed, you can also use this notebook to interrogate and visualise the corpus yourself. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you haven't already done so, the first things we need to do are **install corpkit**, download data for NLTK's tokeniser, and **unzip our corpus**." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# install corpkit with either pip or easy_install\n", "! easy_install -u corpkit" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# download nltk tokeniser data\n", "import nltk\n", "nltk.download('punkt')\n", "nltk.download('wordnet')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# unzip and untar our data\n", "! gzip -dc data/nyt.tar.gz | tar -xf - -C data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we have everything we need to start." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Orientation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Let's import the functions we'll be using to investigate the corpus.\n", "\n", "| **Function name** | Purpose | |\n", "| ----------------- | ---------------------------------- | |\n", "| `interrogator()` | interrogate parsed corpora | |\n", "| `editor()` | edit `interrogator()` results | |\n", "| `plotter()` | visualise `interrogator()` results | |\n", "| `quickview()` | view `interrogator()` results | |\n", "| `conc()` | complex concordancing of subcorpora | |\n", "| `keywords()` | get keywords and ngrams from `conc()` output | |\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "from IPython.display import clear_output\n", "import mpld3\n", "\n", "import corpkit\n", "from corpkit import (interrogator, editor, plotter, quickview, conc, \n", " save_result, load_result, load_all_results)\n", "\n", "# show figures in browser\n", "% matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's set the path to our corpus. If you were using this interface for your own corpora, you would change this to the path to your data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# corpus of every article, with annual subcorpora\n", "annual_trees = 'data/nyt/years'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also quickly set some options for displaying raw data:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pd.set_option('display.max_rows', 10)\n", "pd.set_option('display.max_columns', 8)\n", "pd.set_option('max_colwidth',70)\n", "pd.set_option('display.width', 1000)\n", "pd.set_option('expand_frame_repr', False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also quickly load all of our saved results as a dictionary. It's handy to make the name short:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10:32:28: adj_modifiers.p loaded as adj_modifiers.\n", "10:32:28: adj_riskwords.p loaded as adj_riskwords.\n", "10:32:29: all_govs.p loaded as all_govs.\n", "10:32:29: allwords.p loaded as allwords.\n", "10:32:29: at_risk_things.p loaded as at_risk_things.\n", "10:32:29: baseline.p loaded as baseline.\n", "10:32:29: edited_adj_riskwords.p loaded as edited_adj_riskwords.\n", "10:32:30: health-processes.p loaded as health-processes.\n", "10:32:39: health-social-actors-w-risk-in-sent.p loaded as health-social-actors-w-risk-in-sent.\n", "10:32:47: health_kwds.p loaded as health_kwds.\n", "10:33:10: health_kwds_compared_to_nyt.p loaded as health_kwds_compared_to_nyt.\n", "10:33:10: health_ngrams.p loaded as health_ngrams.\n", "10:33:11: kwds.p loaded as kwds.\n", "10:33:11: modals.p loaded as modals.\n", "10:33:11: modals_lemmatised.p loaded as modals_lemmatised.\n", "10:33:11: modifiers.p loaded as modifiers.\n", "10:33:11: n_atrisk_n.p loaded as n_atrisk_n.\n", "10:33:17: ngms.p loaded as ngms.\n", "10:33:26: noun_lemmata.p loaded as noun_lemmata.\n", "10:33:26: predicators.p loaded as predicators.\n", "10:33:27: proc_w_risk_part.p loaded as proc_w_risk_part.\n", "10:33:27: processes.p failed to load. Try using load_result to find out the matter.\n", "10:33:32: propernouns.p loaded as propernouns.\n", "10:33:32: relationals.p loaded as relationals.\n", "10:33:32: risk_as_part_process_mod.p loaded as risk_as_part_process_mod.\n", "10:33:32: risk_objects.p loaded as risk_objects.\n", "10:33:33: risk_of.p loaded as risk_of.\n", "10:33:33: risk_verbing.p loaded as risk_verbing.\n", "10:33:33: riskpos.p loaded as riskpos.\n", "10:33:33: riskwords.p loaded as riskwords.\n", "10:33:40: sayers.p loaded as sayers.\n", "10:33:40: social-actors-w-risk-in-sent.p loaded as social-actors-w-risk-in-sent.\n", "10:33:40: subj_of_risk_process.p loaded as subj_of_risk_process.\n", "10:33:40: terror_heart.p loaded as terror_heart.\n", "10:33:42: uniques.p loaded as uniques.\n", "10:33:42: x_subj_of_risk_process.p loaded as x_subj_of_risk_process.\n" ] } ], "source": [ "r = load_all_results('data/saved_interrogations')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quickstart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start off with some quick examples. By the end of this Notebook, you should be more than capable of reproducing even the most complex examples!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interrogating the corpus (and saving the result)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 00:20:20: Finished! 17 unique results, 280433 total.\n", "\n", "00:20:20: Data saved: data/saved_interrogations/modals.p\n", "\n", " 0: would (n=65161)\n", " 1: will (n=49031)\n", " 2: can (n=44432)\n", " 3: could (n=37139)\n", " 4: may (n=26869)\n", " 5: should (n=20450)\n", " 6: might (n=16907)\n", " 7: must (n=9083)\n", " 8: ca (n=3838)\n", " 9: 'll (n=2506)\n", " 10: 'd (n=2196)\n", " 11: wo (n=1948)\n", " 12: ought (n=547)\n", " 13: need (n=182)\n", " 14: shall (n=133)\n", " 15: dare (n=6)\n", " 16: shalt (n=5)\n" ] } ], "source": [ "# interrogate\n", "modals = interrogator(annual_trees, 'words', 'MD < __')\n", "# save\n", "save_result(modals, 'modals')\n", "# view\n", "quickview(modals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Edit results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " would will can could ... need shall dare shalt\n", "1963 22.326833 23.537323 17.955615 6.590451 ... 0.000000 0.537996 0.000000 0\n", "1987 24.750614 18.505132 15.512505 11.117537 ... 0.072286 0.260228 0.014457 0\n", "1988 23.138986 19.257117 16.182067 11.219364 ... 0.091338 0.060892 0.000000 0\n", "1989 22.766053 19.368358 15.371950 11.749738 ... 0.134710 0.014968 0.014968 0\n", "1990 24.631154 18.061811 15.716726 12.253456 ... 0.062121 0.046591 0.000000 0\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 24.989858 17.200811 15.388776 14.171738 ... 0.108181 0.067613 0.000000 0\n", "2011 23.185818 17.574289 15.584747 14.577222 ... 0.089274 0.000000 0.000000 0\n", "2012 23.097345 16.283186 15.132743 15.353982 ... 0.029499 0.029499 0.000000 0\n", "2013 22.136269 17.286522 16.349301 15.620351 ... 0.029753 0.029753 0.000000 0\n", "2014 21.618357 17.101449 16.908213 14.347826 ... 0.024155 0.000000 0.000000 0\n", "\n", "[29 rows x 17 columns] \n", "would 23.235853\n", "will 17.484034\n", "can 15.844070\n", "could 13.243449\n", "may 9.581255\n", "should 7.292294\n", "might 6.028891\n", "other 7.290155\n", "Name: Combined total, dtype: float64 \n", " would/will/'ll... can/could/ca may/might/must should/shall/shalt\n", "1960s 47.276395 25.016812 19.569603 7.800941\n", "1980s 44.756285 28.050776 19.224476 7.566817\n", "1990s 44.481957 29.142571 19.140310 6.892708\n", "2000s 42.386571 30.710739 19.182867 7.485681\n", "2010s 42.581666 32.045745 17.777845 7.397044\n" ] } ], "source": [ "# if using loaded results:\n", "modals = r['modals']\n", "\n", "# simple stuff: make relative frequencies for individual or total results\n", "rel_modals = editor(modals.results, '%', modals.totals)\n", "\n", "# trickier: make an 'others' result from low-total entries\n", "low_indices = [i for i, w in enumerate(list(modals.results.index)) if i > 6]\n", "each_modal_total = editor(modals.results, '%', modals.totals, merge_entries = low_indices, \n", " newname = 'other', just_totals = True)\n", "\n", "# complex stuff: merge results\n", "entries_to_merge = [r'(^w|\\'ll|\\'d)', r'^c', r'^m[^d]', r'^sh']\n", "for regex in entries_to_merge:\n", " modals = editor(modals.results, merge_entries = regex)\n", " \n", "# complex stuff: merge subcorpora\n", "subcorpora_to_merge = [('1960s', r'^196'), ('1980s', r'^198'), ('1990s', r'^199'), \n", " ('2000s', r'^200'), ('2010s', r'^201')]\n", "for subcorp, search in subcorpora_to_merge:\n", " modals = editor(modals.results, merge_subcorpora = search, new_subcorpus_name=subcorp)\n", " \n", "# make relative, sort, remove what we don't want\n", "modals = editor(modals.results, '%', modals.totals,\n", " just_subcorpora = [n for n, s in subcorpora_to_merge], sort_by = 'total', keep_top = 4)\n", "\n", "# clear output and show results\n", "clear_output()\n", "print rel_modals.results, '\\n', each_modal_total.results, '\\n', modals.results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot results" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AwC9iLoa4VHJSDcKcJLohc1QyPFmswa0JD8YWlHIZng0sWiprpVQGYybXQ/Bk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\nDmFQaiSrYn4ZMhWqlB57IdU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gc6wfneP9sHuiM5wXksOrUZlXFLYiZqszwK3y98UwDA4X\nVaLSkI9L96+jf0FIzt3JIVgdk/jCzgOozila1TEcXhfaLffQMWqNOwNZVXYh6st2gWc5zPg8mPV5\nIpdeD2Z8bsz6PBG/LZEE4PGPwO0fgNs/COA/rKqPlEhaW1thsVhw+vTp8Gx7586dQ3Nzc3imvVBb\nQ0MDjEYjjEYjysrKYDabw5OspJoVzz3d1taGtrY21NXVobGxMVn92pSst8s0nfEE/OiaGkGOKgPb\ntGsvNpzqsSaE4P+7+xZ+9OCHUev+454zeHrHs2u2Sjk8Nnz3+l/j3kR0CZWagsP4rYPfQIY89fXg\n1uN7HX8u8iqcMO5B99QIrg73Lumey1JpcLioErUFZVDJ5DG3mXLP4p2uG7A6JqPW8SyHp8r3rKqc\nikgIfjX4AL/suxszdrE6pwif31EXrmG6cJzH55z4p1s/hGmkFVggFLTKvdCrDiFLlYEnS6tRk1+6\n6OxFb9/6e7z7MDI+fU9eHV48dhYydu0WsPUgFKfYOdYfU5AvJEediZr8MuzPK8H4wFBSvtMiIfh4\nsBu/6LsT8/+8Jr8MT2/fH/e7uBCX34sP+rtwdagnbvxrmS4HnyrfixLd8r0BozMjuD78K3SO3UCf\n7S4C4qMHLuqiTQxNTU0xdVTIOGe322EymcK1sE+ePImWlhZotVq89tprKCsrWxcNtuKrgcFgQHl5\nOcrLy5PRH8oWRSnjUZNfut7dWBWCKKDF9P/gA+vPItpZhsVvHngBx0ufSshxdEoD/uD4n+LSve/j\nX7t+ELHOPHoNTe+9gP965GVUGHYm5HjpTLE2C1/d/2SEcCSEoM1iwvXhXrgXsSoCUkb0kaIKVBjy\nlxR72aoMnKr5BG6M9OJnvbcjYir9ooCf9HTizsQQGqsOLruI84TLidb7N2ImKMy3Li72oGEebYNp\n5FJUu151EDrVfgCSO/2dBzfQbr2HJ0urUFtQFhFzF+I/7j2DSdcYbgxfDrfdGe/A98yv41Tt76Zl\n1n4sQnGKnWP96F5GnKKGV2BvXglq8ksjwg2iIxATA8sweLxkJ7ZnFeDi/WsYmY1MkjOPWdFnH0dj\n1UFUGuKHnXiFAD4e7MblgQdRD04hCjL0+FT5HlQa8pf8/xOJgJ7pLphGr6Jz9DoGnZYVnxtlZdTV\n1aGjoyMs/BwOBzo6OtDa2opz587BYrHAZDJF5JWQ4PeZrDD+NpGsSDS2traG3dIXLlxAXV0dnnvu\nuWT1jUJJe7wBD16/9pcwj16LaJdzCvzOkW9if8GhhB6PZTg8u/ur2J61C393/W8w538U3zblGsef\nv/+H+PK+38Inyz+3YW70q4EQAp71oDafx896rsDlH4dPmAIhfjDgkKHYgUzlXvDcIxGnkslxoNCI\nQ0UVK66VxwZdjDuyCvDOg5tRiQ0Dzim8fv3nOGHcjWMlO+K6MiXrYjd+GcfSVJ1dhM/trFt0HnBC\nCFrvfx+t9/8pop0Bg5rCz8Phy40SSw6vCz/q7sD7/ffxePEOaBVqBEQBflGAX5CWVbmfhcXWjyn3\no1I97ZZ3MeD0YJv2sLRtcPuAKCAgimAZZt4fu8j7xdcxAMAwYILnIX11pSUDJrj+0evQd5uZ9xl3\nwI+uqej46IXIWBZV2UWoyS9FpSF/XeaPz9No8Vt1J/BBfxfe778X8f/l9LrxVueHOFxUgU9X7IuI\ndQyIAq4P9+GD/vtxywBlqTLwSeMe7M7dtugD0ZxvFrfGbsA8dg23Rm9EXEsoyaexsRFWqxWtra3Q\n6/XQ6/XhCVNCUzTbbDZYrdZwtZrW1lY0Njaira0N5eXlaGhogE6nS2m/V+SeXpg9HToByvKg7unU\nkYqxnvU68erH30LP9P2I9gy5Fi8eO4vKrKqkHn/KNY7vXP1L9Nq6otYdLf4ETtX+bkpi0pI91oQQ\nTLjGYLU/RJ+tG1b7Q1jsD+HyLxXoz0AtL8eO7ONoMD6GPXnF4BNQpogQgo5RK97t6YxZTqUo04DG\nqoPI10RezCddM7jUdR2DzmjrolLG47PbaxctJN7d3Y3K7ZX4p87/Fz/v/deIdRwjw9cO/T6OFD8J\nm3sOHw50oWPUsuKMYEF0Y8T5IwjibER7jqYBGsXG9i4ZdbnYn1+K3bnbwrNPxSOV1+rhGRsu3r+O\nCVd0FQmDUoOT1YdQrM1G51g/3rPcjTnrDABkylVoMO5CbX5ZTCFMCMHwTD/Mo9dgHr2Gh9P3IC5R\n0ilEtioXNQVHsL/gEGoKDq/sBCmbijWJxoXvKYtDRWPqSPZYT7km8O3L/w3DMwMR7dnqPPz+499C\nYWZx0o49n4Doxw9vX8DPet6JWleQUYzfOfoyirXGpPYhkWNNCMGUewIWWzf67N2w2ntgsXVjzj+7\n9IcXYV/+QXx2539AVfbehFlgnV43fvTgJh5Mj0atYxkG9WW78ERJFRiGwceD3fil5Q4CYvRNuiq7\nEF79CA4AACAASURBVJ/feWBR6yIA3H9wH+87/w2/Gngvol3OKfC7R/8I+/IPRrTbPS58NNCFmyOW\nJes9zscn2DHq/DcQMj/xikNB5tNQ8HnL3k86kKPOxP68UuzPL4F+BdblVF+r/aKANstdfDTwIOZ6\nvVIdN4FHJZPjidIqHCmqBM/Ffii6M27C9zv/DsMz/cvqDwMW27OrUVNwBDUFh7AtM/n1SSkbgxWJ\nxpaWFgCA0WiExWKBw+HA888/n7TOrRaXfw53x03gOTn25NWlTSA3FY2pI5ljPeS04m8++m8RhZEB\noERrxEuPvwKDKvWlfq4NfYh/uHk+qi6knFPgudr/mrC4ylisZay9AQ+6p+6ia+oOLLZuWOwPMeuL\nXbdzOTBgQRBfIFUYqvDZnV9CXeFjCck2J4Tg1vgAfvzQDHcgusRSvkYHOSeLWcReKePxme212L+M\naQp9ghd//d6f4OHM3Yh2Na/BS8easD07frUBp9eNjwa6cGOkL6ZojYXbP4zxmZ9ifoINyyhQoP08\neE67rH2sF2peHoxTLEPRKssirde1ut8xiYv3ry+rXA7PcjhWvAOPl+yMazmd9c3gB7f+Hh/2/3zJ\n/Wn4DOzLP4j9BYexL//guiTVUdKfFWdPt7a2oq2tDbW1tTh16lSy+rVi/IIP5tFr+HiwHebRa+Fs\nL70yCyfKP4uG8qehVeiX2EtyoaIxdSRrrLun7uLVX70S5RqtytmL54/+31DL11Z+ZS2MzgzhO1f/\nHAMxgtjrjb+Or+z/bfDc8rIyV8JKxloQBfTZHuDuhBl3J0zomb6PgBg7kH8pVLwGRn0ljPrtMOp3\nwGjYAYMyG1cG2/Hj7n+JsgLPpyCjGJ/Z8SyOlZxYtCTNcpn1efBv3SbcmxwCAAiiFz5hEr7AJATR\ng5D4ksqhEOgUKpRosyBjWRAQECJCBAEh0utwGyEgIBifHcbQAiuRTmHA7x//U5TojMvq44zXjWvD\nvRiZtYNjWMg4Djwr/clYDnzoPSe9fzB5DT99+GbEPnLVhXj+sT+DTqWDjJH6LpLQnzjv9cL38V6T\nsBWUkODokEdjRUhoGd0W6zO5ai0qDHlrjlNcz2u1TwjgZ723cG24N+Z6Kb62Ak+WVocz6xdCCMHV\noQ/w/c6/W3RGqm3aMtQUHEZN/mFUZlWnzSxTlPRlxaJxPlarFWVlZYnsz4oQiYB7E7fw8UAbbgxf\nhjsQv/6WjJXhyLYn8VTlF9Ytu5SKxtSRjLHuGLmC16/+ZVS9xENFj+Nrh/4gKYJspfgEL75nfiMq\nkxsASnUV+J0j30ReRmFCj7nYWBNCMOi04l5QJHZN3l7VLDlKmQpl+koY9TtQbtiOMv125GkK41oL\nRSLCNHIV/979z1Exp/PRK7Pwa9ufQYPx6VXHf/oFP/odveizPUDHiAkPp+/DJziW/uAayNUU4A+O\n/xnyNAVJPc7Fu9/DO11vR7RVZe/F7x//04SI7XQlHa7VPbYxtHbdiCj2XpNfhgbjrkUTuabdk3jL\n9B2YRq9GrWPAYG/+AdQWHMH+gsPIUW+scAPK+rMi0Wg2m3Hx4kU4HNIF0WQy4b333lviU4mFEII+\nezeuDLTjyuD7cHhXPk9opaEKT1V+AYe3HYeMTd2FLx0uRFuFRI91u+VdtHT8bZTr80T5Z/EbNb8N\nlkmvJ/QPrD/DW6bXowSuSqbGfzn4Ig4WPZ6wYy0c68m5saAl0Yx7E+YVz72t4JRBgbgdRoNkRczP\nKFqVO5kQgu6pO/j3B/8C89i1uNupeQ0+Wf45fKryC4tOzSgSEWOzw+i1daHX9gB9tgfot/dBIKuz\nlq6Gbdoy/MHxP4VeufZ6pktBCMHfXf8f+HiwPaL9WMkJ/B8Hv7Fp49zS5VrtCfhxc6QP7oAf+/JK\nkKeJHxogEhFtfT/G/77THPPBbFtmKc4ceB6VWdXJ7DJlk7Mi0djU1ISTJ0+GXQEXL17EK6+8krTO\nzWd0ZggfD7bh44F2jM0NL7l9jjofM14HvIIn7jY6hQEN5Z/BifLPpGQO33S5EG0FEjXWhBD8a9fb\nuHjvH6PWndz1FXyh6stpe+MccPThb6/8eczfy69vfwa/vv0kZKwMHCsDx3Dh5UrPx3SvA97MmaA1\n0YyJuejEkMXIVedjV24NdubsgVG/A4WZ25IiwgccFvy4+19wZbA9btYoz8rxRNmn8PSOZ5GnKYDD\nY0Pv/8/em4dHdd75np/3nFq1r4hFoGJfbJBkvIFtJLCTtmM7BDtxOp0ERC/p3J4ObWbu9Mzc7ttR\n9/Q8987MnWC7t+nue2Pk29lsJyDbcRLHNsgL2CyWBLZZBKgkJBBoLamkWs957x+nVJJQaSlUpQXO\n53nqOfs5b71SnfM9v/e3dJ/nUldEJPY04Jswajt5rMxdx577/+O0+puFtBD/5cO/5HznZyPWf3nN\nN9ix9pvT1o7pZK7dq6/0XmZ/7d/R0PX5qG0WxcKTq7/Ol1Z9dVqNJCa3JlOKnvZ4PEnNEdTt6+RY\n6/t8dLkGd0/DhPtn2LO4t/Ah7i8sZ1n2Knyhft5vfpt3Lr0x7oNMFRbuKXyQR5Y9mZA0KbrUae9v\n47Knkcu9bi57GmnpdaOHde5evJnfWbFjRoIlbicScdPXpcaP6v+Fdxt/OWK9QGFXyZ9QtvTRKZ1/\nOvCFBvjhJ89z4sqHkz5GFRZUZUhEDheWQ/PGPv6wj9beprjalG7LZN28YtbmF7Muv5j8JA+x3khH\n/zV+c+Eg7zW9RVCLnetOoJDlyB4V7DRZBAqLMpawLHsV89MLUYVq5CMUAoExVRCIyDojV+Hg/NA+\nAiOfoRAKXde62Vr8hRmxansDvfxtzb8f9QLyB3ft5cGi5AVZzRRzRTSG9RBvnn+V18/9LKZv8Iqc\ntVSUfo9FGUsMY4+UiBnIS2ly6xD38HRdXR3Z2dlIKampqeEHP/hB0hr3+weeHLOO5iAOi5ONCzdz\nf2EZa/OLYzry6lLn9LWT/Pbia3x2vXbc8y3LXsXDy57knkUPTspnxxcaiIrCZk8jLZ5GWnqbxrVw\nWhQLDxV9gcdWPj3tD8zbhane9McSW1bFxnfv+XPuWnj/VJs4bUgpefvS6/zs9A+ndRh1EIfFyerc\nO1k7zxCJizKKZkWd7L6Ah7cvvcE7F9+YcmLj3JR5LMtexdLsVSzLXkVR1nIcFmeCWmow00LmmvcK\nf1vz70dEtwsE25Y9ztPrdt4ydaohvr4OhP10+zvp8XfR7TOmPZGpTbWzPGcNq3LvYEH6+BV+4uVi\n11le/OSFEQFSQkLWACzqt/No2mZWhfPgahu0tSHb2iAcRtm2DXXXTkRqfAnuTUwgTtG4d+/eaPlA\nKSWHDx/mwIEDExx18+w+8ETM9aqwsGH+3WxaXE7x/HuwqfZJn/Nq32XevvQGR5rfHdchP8OeRfnS\nxyh3PUq2Mxdd6lzvv0qLxz3CgtgxMH5t2/FQhML9hWU8vuoZFmYsvunzmIzmZh6wutQ53/EpHzS/\nw4nWD0cJ/xRrKn92/1+xKu+ORDZ12rjYdY5/PPaf6fK1J/U6qrCwIncN6/KLWZtfwtLslbMm7VUs\n/GEf77nf4jcXDk6qb1KsqVFxOCgUbxf3lobOz/l/PviLEbWIwQgo+uaG77Jx4aZZ664RDw0NDSxd\nvhSPv9sQgf7OqCCMCkN/J93+rkm7K6TZMliVu45VuXewMu8OijKX31S0sj/g5dcf/VcaPn2XvF6Y\n1wf5fYJ5vYL8PrDqk+j/3Fwsf/qnKKUlcV/f5PZmWoanv//974/wfRxcrqqqGjdtz3DRKBCszlvP\n/YvLuHvhA6ROMbWJLzTAB81v887FN8b1kVSFyqIMF23eljGHsqaKQLBx4SYeX/0MrqwVSbnG7UY8\nD9j2/jY+bH6HD5vfHfMlINuRy//ywN+wKGPmsgUkAm+glwNnf8TpaycJhgNoUkPTw4T1MJoMT7pC\nxEgERVnLIiKxmFW5d2C3jJ+oejYS1sNGup7zP49abyyKhSWZy0dYEeeljR21nUxmg2gE+LjlPf75\n+P8bcxSoZP69fKv4u+TO8qhcXep4/N10+Tro8rXTOXCdTl87XQPtdPra6fBeZyDsnXCkayrYVYdh\nhcy7g1W5d7Ase9Wo3430+dCPHkVeuoS82oa/pRG1vQvLzfxMY6B84QuouysQKbeOldgkucQtGl0u\nV3R4urq6esLa0/v37+f555+ntnZoWNjlcpGTk8O+ffvGrSiz+8ATLMlczqbFZdxbuIUcZ95kmzpp\ndKnz6bVPePvS65y+djJh5021prM4cymLM10szlxKYYaLj899yAnPe3QOXB/zuPUFG3li1TOz3pol\npaS1r4mTV45yqescqmIhzZZOmi2dVFsGadY0Y2qPrLOmk2bLmLY0HRM9YP1hHydaj/BB82851/Hp\nuOdamL6Y/3nzX8/6B2EiMHLoaYaI1DU0GR4SldFljbAeQpMaUkp87SGK1946Fgtd6lz3XiWg+VmU\nsWTWBA/MFtEIRoWRqrq/j+krblcd7Fj3LR5Z9uSM5f3zhQYiYrA9Kga7fMPnO2fEVWM8VGHBlbWc\nVXl3sN6fj+uYG/X9o+CLP0VVXOTnY/nT/wmluDi51zG5JYhLNJaWluJyuaLLbrd7hBgcix07dowY\nxp5szeorvZenddi2ra+Vdxrf4IOmtyedS04RCvPTCg1xmLGUwkwXSzKXkuXIHTVMMzjk8XFLDb88\n9wpXvS1jnnd17p08sfoZ7phXOmuGe6SUuHsucOLKh3xy5Sht3ta4z2FXHaRGxGVUYNoiAtOWTq4z\nnwXphcxLXTglgRnrAatLnfOdn/Fh0zscb/1gXL9TgGxnHg8ueZhHVz5FitX0/xmL2SRmbmVmWz8H\ntQCvnf0pv274BZrURm0vylpORcn3cGUnd/SkP+jlWOv7nL52kvb+Nrp87ZOoS544VKGS5cghy5FD\ntjOXLEeusezMocvXwfmOz7jQdWbCZ4pFg7uaBGXnFFZcn4IlOzUVsXABYv4CWDAfsWCB8cnLQ/vl\nm+jV1RCjMpDy6KOGr6Mzsb64JrcWcYnGw4cPU15eHl2uq6ujpGRiC8ONorGqqgqXy0V9ff2sLEPo\nCw1w5PK7vH3xDdqGCbsbrYeLM5ayKGPJpJM6D7/p61Lj5JWjvHHuFZo9F8c8xpW1kidXP0PJgvtm\nZEhMlxoXOs9y8soRTl45QmeS/eEGESjkpxawIK2Q+emLItNCFqQXkm7LnFBID+9rY/j5XY40v0P7\nBD6oVsXGxoWbeLDoEdbmb5h1+RdnI7NNzNyqzNZ+bul1U1X7D1zoOjNqm0DhkeVPsGPttxIaKBPW\nQ5xqO8GRy4eobzt201WFJiLdlhkRgjlDU0cuWcPWpdkyJrw3a7rG5d5Gznd8RkPnZ5zv/DyavzSv\nD7acV9jcoJAemJyBoNchCc3LIWfpnVgWLoL5CxCDAjF9/HRM+tmzhF/4O7gSwy1r3jws3/seyvo7\nJ9UOk9uPKVWEmSw3isZBKisr2bp167hD1DOJLnUuexrxBvtYmF4Y03oYD7Fu+lJKTl87yRvnXo6Z\nY2uQRelLeHz117h30ZakD/mE9TDnOk5HhOLRuJMzJ5tUaxrz0xaxIH2xISTTFrEgvZD81AXRgIvP\nzn1Kj/MaHzS9w9mOUxOec3nOGh5c8gj3LnpwRksBzkVmq5i51ZjN/axLnffcb/HyZy/GDAzJdubx\nrQ3fnVLWASklF7rOcvTyuxxr+WDKEe+p1nRyUvLIdeaTk5JvTJ355Kbk42nro2TtXUlzTdDDYbo/\n+C3ar39F1tmxy10CeJySo8t1mnIl7ekS26Il/N79z06pspkMBNB+/BP0114DOVoCKF/6EurObyMc\nc8832SS5TLtorKqqIisri+3bt/PCCy+QmZk5q2pYJ5OJyq2d6/yUN869PG5aoPzU+Ty28mlW5KyJ\nDPFmJKR8XUgL8tn1Wk5eOUrt1Y8ndUNWhYV184rZuGATKbY0vME++oN9eIO99Ae9eIO9eIN90fX9\nob6bDLSYHIpQmJe6gNyUeTR0fE5QHz9wKduRy+Yl23hgycMsSC9MWrtudWazmLmVmAv97PF385PT\n/8rHLe/F3H7Xgvv5ZvF34/JPv+a9wtHLhzh6+TDX+69O6hiLYiFnmAg0BGFeRBzOIyclb9yUSMnq\na9nVhf7bt9Heegs6x88Bena+Ts1qnbolEl0Bi2Jl+5pv8OjKpxKWjUA/c8awOl6N0a8FBVj27EG5\nY11CrjVdBL+yI2nnth1MXraYm6Wuro7du3ePchV0u93s3buXyspKihPorzrtorGmpoaSkhIyMzOp\nrKzkqaeeYsOGDTGPa2iYOKH3rciVgWaOtL/N+b7Tk9rfqthwqqmkqKk41RScllScauRjSSFFTYuu\nT4mstyo2QnqQi94znO09xcW+iUUWgEVYWZa+hjUZxaxIX4dDnbz/i5Q6AT2AL9yPTxvApw2bhgcY\n0Lx0B9rpDF6nN5Qc66YqLKzOWM+GrHtxpa2aFfkCTUxuNS72neHXV17FE+oatc2m2Ckr+BIbcx4c\n8/c3EO7nTHctF9qP09PbjDMIzqDAGQJHaGjeWA+ZmoNckYmat4jgHethxVqEZXYEMCEljosXSTt6\nlJRPP0PE8CccRHM66d+4kb5N99OXm0brQCMtA250qVGcfT+59sQH44lgkKxf/Zr0Dz9E3GB1lELQ\n9+AD9Dz6KNJmGCdm+4vL7SYawdBYVVVVZGSMLDOZjNHcpCdPq66upra2lpdeeomdO3dSVlZGdXU1\nALm5uWMKRpj9/5zxMtm315WspIyHael188tzr/Bxy/ujah4PJ6QHCelBekOTr8M9+KY6GV8gh8VJ\nyfx72bhwM+sLNk5LOpVA2E+bt5WrfS20eVsi01bavK03lfpoefZqHih6hPsWPWQOPyeYuWABuxWY\nS/28kpVs3fBFI1Dmwi9GjDAE9QC/vXqAy9317A7cS86ldmRfH7Lfi7+3E83bh+oPsjY86Ao0GfEX\nAjrgQgd8VA8pKSgb70Lccy/KXXch0uILZEtEX0uvF/3dd9F+/ZvY/oPDECtXoDz6KNYHH8RptzNo\nh93ANEU033EH+mOPGlbHa0N+30JKMt7/gIyLFw1fx7Vrp6c9JrOWSVkae3t7R62bbModkyFu9kZ0\nzXuFN8+/yofN705bmog0WwalC+5j48LNrMsvmbZUOROhS51uXwdX+1q46m2hra+Vq97LtPW1jir5\nluXIYfPibTxY9DAL0s3k6cliLomZucxc7efLnkaqav+ei93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fqalGUuGLF9Hfew/9/Q+g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\nJ3pPjhdgDY3Cfukq7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IO/N1RVJJTIRhtr+P2sQZrF2vgsHEKbu0ACJHQGhpXPZeRr+7nw2p88AAQvMW\ni0Vx5sRxrFixEmXh6xCQvl84Q6AXpYOHsHqZA/UrORpCcyeqBMQEXk6dls6HIx/CHXQrXUbWYACh\neTv58ftIJBJoqLRAHxpO+/MLchzFI5+g2v8x1m0ATBaOhtDsNDoVPJJL6TIohw2Hh9Ht6eYoyBwx\ngNC8eD0uXO+8hOYVzSgJXVG0Fm3YAWv/Yaws60fzGi1EvpvpLjQ6AWOJO18igCgV2obaMOIdUbqM\nrMBDNs3Lh+8dglanQ11ZEbRhp9LlQICEorEzqHQeQ2trAiWVnLJLM9MYRIxGGUBoaQUSAfR4eyBJ\nbHieDQMIzVl/jw1jI0NobmpCaWDpG0/nQx3zwDLwNhqMV7G6VQO1lm9tmk6rV2H0LhdJJEqVjxwf\nYcTHUZDZ8ChNcyLLMk598j4MxgIsKy2AJjKudEm3EQCY3JdR7ngHa1cGUVXH0RC6SVDJSIBXL6Wl\nF0wEOQoyBwwgNCd93Tfgdo2jqakRJf4Opcu5KzEegsV+FHX4HGvWq6A3skmVAHANEEqjjxwfsRdk\nFgwgNCtZlnH6kw9hNBZgmdUATTQ7ppkZ/DaU2Q+jZbkTdc2cspvvZK4Bsii20zbYTtum3dbxfmZ/\nGFFSKBGCzWvjKMhd8KMhzaqn6xq8HhfWr1+PEl92HXAEKYbikY+gN1SheMNW2LpVCHjjSpdFSsjT\nEZCzb5wFALgGXdj1B7sAAB1tHdAX6dHR1oFHXnxk1scMXRkCAFhqLDj7xllUt1TDdsoGQ5EhTa8i\nO33s+BgNRQ2oNlcrXUpG4ggI3ZUsyzhz4kMYCkyoMeugjnmULmlBdKEhWAcOYVWVHU2rtVj0ZXsp\nq6g0IkIIKV1G2tlO29C4rRGbH9sM16ArOYphO2ND49ZGuAZdGL42POtj7FfsMBQZYKm2oLqlGlWr\nquAadGHTtzcp9MqyQ1gKw+bhKMidMIDQXXVd7YDP68HK5iaU+i8rXc6iCLKEotGTqHS/j/XrJZjL\n2KSaL7Q6FVwJ5aeNp5tr0AXbqYnTJpYaC1yDLjRubcQjL0yMeoS8IVSurJz1MdUt1Qh5Q3DZXbDU\nWNDR1oG1u9am98VkqU/GPoHD51C6jIzEAEJ3JMsyzn72K+gNBags1kMV8yldUkpooi5Y+g+jqegG\nVrVqIKr5a5Dr8nURss2PbcbmxzYDAIauDKFmTQ0AIOwP45N//QRf+U9fmdNjqlZVAZgIJ3qTHvYr\ndjRsaUiAhwm+AAAgAElEQVTTq8huoUQIg/5Bro46Ax556Y6ud15EIOBBTU0NrGHb7A/IIgKAQtcF\nlDuOYF1LGOW1HA3JZRqDCEckfz+FDl0ZQtXqquRoh96kx32/dR/O/vIsXPaZl6e/9TGNWxvRuLUR\nZ984iy2Pb4Fr0IWO9zsQ9i/NlbBzySeOT+AK8DIAt2IAoRlJkoRzp05ArzdieZUVWgWu+ZIOqngA\n5sEjqFddRMt6NbR6ldIl0RLQ6EW4Yvn7B8B22pZsQB26MoShqxNNpVWrq9DRNnNj+dTHTAr7wgj7\nwjBXm3H2jbNY8/U1cA3m7/d1rsZj4xjyD3EU5BYMIDQj2/VOBPxeFBYVw5oYzemeTQGA0Xcd5UOH\nsabJg2WNnLKbc8T8bQI8+8uzuO+37gMA2E5NNKGGvBMNuWFfGNZaa/LfMz5mytTbs2/cvH3q9jS7\nU2OnEIgElC4jozCA0IwutJ+ETm/AysZlKPDfULqctBASUZiHPkBN9DO0bhBhKOQs9Vwhq/Lzk6ft\nlA3H/v4Y/m733+H7D34fgihg8+MTs1vOvnEW+kI9Wr7WAgD4yR/+ZObHCBMfPyYbUCfpC/UAkAwz\ndHe9wV4MeYeULiOjCDLHhOgWztERvPHav6DIbMFX1y9Difuc0iWlnSyo4C29F26hEt1XYkqXQ4tU\nsVaD/e6fKV1GVhu6OpRsRgUmAsnQlSE0bmuE3qRXsLLscY/5Hnyz4ZvQajjKCnAEhGZw9rOPoNPr\nsaKpHhb/VaXLUYQgJ1A8egJVnuNYt0FGcQmbVLOZrOI1YBZravgAAEu1BWu+vobhYx4uuC9gyMdR\nkEkMIDRNOBSEvb8PKpUK5SYNxHhQ6ZIUpY04Ye0/jGZLN1as0UBkj2rW0ehE+CW/0mUQQYIEe8DO\nZtQvMIDQNJ+fPgFBFFBbWwtrKD96P2YjQEbh+DlUOI+idW0MpdUcDckmGp0KzsSY0mUQAQA+G/uM\nU3K/wABCSYlEAl3XOqHRaFFXYYE2nH8LN92NOuaDZeBdNOg6sHqdGhodf32ygUafn4uQUWbyxDwY\nCfAquQADCE1x48olRMIhGE0mmKX8W7Z6LgQABZ4rKB9+B2tX+FFdz2ayTKc1qOAI5+8iZJR5Oj2d\niMaiSpehOAYQSrp07gz0BiOaltfC5M+tlU9TTUyEYba3YVniDNZuUEFfwCm7mUqlAQIJrr9AmeOy\n5zJGfBwFYQAhAIBj2A63a2LUw2pUQ5CYzufCEOhF6eAhtNSNon4lR0MyUp6uAUKZKyEnYA+yGZUB\nhAAA5059Ap1eD4u1BMUxThObD0GKo3jkV6jyf4x1GwSYzBwNySRyHq+CSpnr1NgpeIIepctQFAMI\nIRaLYmRoEKIoomFZJQyBPqVLykq6sAPW/kNYWd6P5jVaiPztygwcAaEM5Iw6MRrM7+ZoHiIJtmud\niMeiEAQBZq0MQeYnxoUSIKFo7AwqncfQ2ppASSWn7CpJEIGEyJVsKTMNBAYgSfl7vGUAIVztuACd\n3oDKyiqYw71Kl5MT1DEPLANvo8F4FavXaaDW8ldNCVqdCh7JrXQZRDM6N34OrmD+rgnCo2KeC4eC\ncI6OQBAELKssgSY0rHRJOUMAYHJfRvnIO1i7MojKOo6GpJtGp+IaIJSxvHEvxoL5u0geA0ie67hw\nDoIgQK1Wo0gVgaB0QTlIjIdgsR9FHT7HmvUq6IxsUk0XjV7AaJQBhDJXf6A/b0/DMIDkue6uK9Bq\ndVi2rBbmINf+WEpGvw1l9sNYU+9EXTOn7KaD1iBiNMIAQpnr3Pg5jAfGlS5DEQwgeczndcPtnBj+\nq7AUQh3N33OR6SJIMRQPf4Sa0Am0bhBQUMTRkKUkqIGYzCZUylyBRCBvZ8MwgOSxC2dPQqPVQVSp\nYFJx4bF00oWGUDJwCKuq7GharQXPfS0RkVNwKfPl62kYBpA8JcsyBnptUKvVKC8rR1FkQOmS8o4g\nSygaPYlK9/tYv16CuYxNqqkmq/LvoE7Z55L7EtzB/JutxQCSpxzDdvh9XgBAdYUVmiCvS6AUTdQF\nS/9hNBfdwKq1Gohq/lqmDAMIZQFv3IvxUP71gfBIl6euXPocOr0eAFCoAQRwqFpJAgCT6wLKR49g\nXUsY5bUcDVkslVpABGGlyyCaE2fEmXfXhmEAyVOjw3aIogoFpkIUJvIveWcqVTwA8+AR1KsuomW9\nGlq9SumSspZGp4JbYmM1ZYcOdwfC0fwKzAwgeSgY8MPrmTgwL6upgjHIa79kEgGA0Xcd5UOHsabJ\ng2WNnLK7EBqdiNGEQ+kyiOakP9gPZ9CpdBlpxQCSh7qudkD44kpplgItxER+pe5sISSiMA99gJro\nSbSuF2EwccrufGgMIhwRBhDKDhIkjIfzazSaASQP9fbcgE6nh0ql5vTbLKAPDqBk8BBW146gYRVH\nQ+ZKqxfhjObXJ0rKbr3+XiQSCaXLSBsGkDyTSCQwPjrxqbC8ogJF4X6FK6K5EOQEih0nUOU9jnUb\ngOISNqnOSpVfDX2U/a76rubVdFwGkDwzYh9A9ItGp+oyC9Sh/FyBL1tpI2Ow9h9Cs6UHK9ZqILJH\n9c5ETsGl7OKP++GJeJQuI20YQPLMtc4L0OuNAIACjcTpt1lIgIzC8XZUjB1F69o4Sqs4GjITLkJG\n2cgT9eTNdFwGkDwzOjwEURSh0Whh4BoJWU0d88Ey8A4a9B1YvU4NtZa/ztPwFAxloYHAQN4sy84j\nVh4J+H3weSfOL1qsVhREuPppthMAFHiuoHz4HbSu9KO6nk2qAKDWivDLPqXLIJq3Ln8XfOH8eO8y\ngOSRrqsdEL9oGqgstUATZv9HrhATYZjtbViWOIO1G1TQF+T3lF2tToXxBGfAUPZxx9xwh/OjETW/\nj1J5ZmigF1qdDgBg1IoQIvkz3StfGAK90IcGoa3bjvF4BXqv5+c0a7VegDM+pnQZRAviieZHIypH\nQPKIx3NzkRujOj/OMeYjQYqjeORXqA58jHUbBJjM+fc5Q2cQMRwZVroMogUZCY3kRR8IA0ieiETC\nCPj8AABTYRGMcV4jI9fpwg5Y+w9hZfkAmtdoIebRb7tKK8If9ytdBtGC3PDdQCgSUrqMJZdHh6T8\n5hgaRCIRBwCUl5bAyE+HeUGAhKKx06h0HkNrawLWijyZsss1QCiLOaNOeCNepctYcgwgeaKn6xr0\nBgMAwFpUACGaH13WNEEd88Ay8DYaC65i9TpNzk/ZlTkFl7JYQk7AH8v9EbzcPgpR0rhzNDkDxqCW\nIChcD6WfAMDkvozykXexdmUQlXU5PGWXi5BRlmMAoZwgyzJ8nomeD5VaDYOYnzMjaIIYD8JiP4o6\nnMPa9SrojLnVpCoIQEKIK10G0aI4I86cb0RlAMkDXrcL4fDEqqemwiIYY1wfgQCj34ZS+9toqR9H\nXXPujIZodCr45Nw/f065rcffg0gsonQZS4oBJA/09XRBrZo4/WI1F0ETzY9Fbmh2ghSFefg4akIn\n0LpBREFR9o+GaHQinAkuskfZzRFxwBvO7SDNAJIH7AO90GgnFiArMhVAZAMq3UIXGkLJwFtYVWVH\n02oNsrlJSKMXMRpjAKHsFpWiOd8HwgCSB3weFwRh4i+KXg1eAZdmJMgSikZPotL9Adavl2Auy84p\nu1qDiBFe54hyQDAeVLqEJcUAkuNkWUYwcDNFa0WGD7o7TdQFS/9hNBV1YeVaDUR1dh0mRM3Ep0ei\nbBeMByHLuXvMzq4jC81bwO9DPBYDAAiCAB0XaKI5EAAUus6jYvQI1rVEUF6TRU2qDNmUI8bD4wwg\nlL3czrHkVC6DsQC6eG43NVFqqeIBmAffRb36AlrWq6HVZ/4hQ+YaIJQjhsJDiMVjSpexZDL/aEKL\nMjzUn7wCbmFhEfS8BgzNkwDA6LuOsqG3sabJi2UNGT4awlE+yhHj0XH4o7nbiMoAkuPc406o1RPN\nhNZiE9QRTsGlhRETEZiHPkBN7CRa14swmDJvyq6oEhAV2P9BucEf9yMcCytdxpLJvCMIpVQgcHPK\nrVGvgRDgwZkWRx8cgC40BE3tvXDLVei+mjnvKa1OBQ/XAKEcEorn7lVxOQKS44L+m8N3Ol6gi1JE\nkBModpxAlfc41m0Aiq2Z8VlGoxcxJo0pXQZRyoQSDCCUhWLRKCLhm29eDWcHUIppI2Ow9h9Cc0kv\nVqzVQFT4iKLRC3BEHcoWQZRCHAGhrOT1uBGP3bwol1pgAKHUEyCj0NmOirGjaG2No7RKuSZVrUGF\nsQhHQCh35PJaIAwgOcwxbIdKPXENGI1GC7Wc2xc2ImWpYz5YBt5Bvb4Dq9epodYqcHgRZUjgLBjK\nHZ6YJ2evissAksPGHPbkNWB0egO08YDCFVGuEwCYPJ0oH34HrSv9qK5P82gI1wChHDMeGWcAoewT\nDgUhfnFSXq/XQysxgFB6iIkwzPY2LEucwdr1KugL0tOkKnMNEMox/rgf4XhuTsVlAMlhkcjNN63J\nqIeY4xc2WkptZ2+g7eyNabcdPH5JoWqyhyHQi1L7IbTUjWL5ijSMhqhz81w55a9APMAAQtknErrZ\n82HQ6yDm6Jt4Ni/++N0Zv9536PSM2x88fgltZ28k72+/NggAaKy2Yt+h0zh33Y4f/OwjuHy5252e\nSoIUR/HIr1Ad+BjrNgAm89JcZVetERGUGLIpt4SlcM4ux84AksOmjoDotBogD68QuvetU/jFLSMV\n/3DoNFb9h79CU7X1tu3PXbejsdqKnZub0Vhlwbnrdpy9Zoe1yIiGKiu2rKrBxhXVsNnH8XuPbE3X\ny8gJurAD1v7DWFnej+YWDYQUH300OhVcsjO1OyXKALl6dWcGkBwlSRKi0ZsjICpxokEw3zzz6DY0\n3BI0fvz847j6b3+Cr29qmvExkyMktiEXNq6oxpZVNRj3BtE9NI7GKisOfHgRT31t3ZLXnosESCga\nO43K8Tasa5VgqUjdaIhGL2AszlVQKfcwgFBWiUbCkBJcA2Qm474Q2s7ewA9f++i2+zauqEZDlQWl\nj/4lrIWG5G0AYLOPo9ikx9mrg3cMLzQ36pgHloHDaDJdw6pWDdSaxR+KNAYRjjAXIaPck5ASSpew\nJBhAclQkHJ62eI0qH4c/7mDPI1uxc3MznJ7gbY2lbl8IzTUl+PHzj+PZH/4S3UPjAICdm5uxc3Mz\n9h06jWd//V7Y7OM4ePwSPP787KtJBQGAyXUJFY53sXZ1EJXLFtekqtGJcMd5sUXKPQmZAYSySCQS\ngpS4+aYVOQICYKLxdHL2SkmxEbYh17T7/+HwaTzz6DbsfqAVP3/pu9Nmurh9IXj8IdRXWbDvrVPY\n/UArbF8EFFo4MR6EZfAo6sTPsWa9CjrjAqfscgou5SgGEMoqfp8PokqV/FrgCAgAoLHKgl2bmwEA\nTk8QW1fVAJgIF5OKCvQAJkY9ik2G5O3/cPg0nv+N+ye258hHyhl9XSizv42W+nHUNc9/NETmxRYp\nRzGAUFbx+zxQqW9+kszX/HHgw4s4e3UQ//DFlNqdm5tx7OwNHDx+CaXFBbjni/6Oh/7kHwEAz//G\n/fjhax/h4PFL2HfoNPZ8MdOle2gcDVU3m1nNpomQMu7ltM9UEqQozMPHURM+gdYNIoxF8xgN4QgI\n5ahc7QER5Fy9yk2e+/T4Udy42gHVF6MgD2xpQZX7lMJVZa9z1+3JZlRgIpC0X7Nj1+ZmFH8RRii1\nZEGEr3QrPEINuq7GgLsdqQSgbJ2Ig87X01YfUbo8XPUw7q29F0KODWWnZ31kSrt4PJZchh3I3xGQ\nVJkaPgCgoco6bUSEUk+QJRSNnoRBa0HB+i+j166DZ3TmBZk0WhX8kjfNFRKlB6fhUlZJxBPT0nKO\nBWfKI5qoC5b+t9Fc3IWVazUQ1be/mTV6EU6Ja4BQbookIsjFkxUMIDlKlqefD2f+oGwmQEbh+HlU\njB7BupYIymumN6lqdAJGYwwglJsk5GZ/EwNIjrr18s3CXU+gE2UHVTwA8+ARLNdcxKpWEVr9xCFM\nZ1RhJDyicHVESyMXRz8A9oDkLOmWERCRQyCUIwQABd5rMAR6YWj6MkZDViRUQDjGqdGUm249nucK\nBpAcJSemJmYByNEETflLTERgHvoAqqr7ENYuw0Pi1xGQIrM/kCjDSbKEAkMBCowFAIBCdaHCFS0N\nBpAcJU1ZuEYURQjIzXnklJ8kUQ1f5TbI5mJoDC5I3QKaCipg7+3ENXcADhdXqKXsFY1FsX3Tdmxs\n3qh0KUuKPSA5SpKmjnjIYBsq5YK4vhTupm/At+arKFg+DGvZKbi9hfjXCw4Ih+wwhf1o7PkAX6mr\nQk1pqdLlEi2IAOG2Pr5cxBGQHCVPefNKkgRZUN1la6LMJQGIWNcgWt4Ald4Nc+EFiOLNdRF6ho14\n49Pr+O7WchT/cwKJ727B0D//r6hZ8wAatjyGvrCMnhEHZDZiU5aQJClnG0+nYgDJUbc2LUm5/16m\nHCOJOvhr74VcWAC9cQBmw2e3rWcTjxehs3+i7yNQaYLpFz0oKW2B/OjzGH7rhwh2HEflim1Y9cB/\nQtBUhvHw3XtETAYTVIIKiThPWZKyigqL0N3dndJ9ajQa1NTUZMyKqgwgOUq+JXFIcma84YhmEzdW\nIlCzEYIhCpOpC2qN747b9vSvwOFTE9NvT3jjeHx7NTQ/6kBZ2SbgG7+P4SN/j+D1UwhePwVDXStW\nPfrHMDdtgKls5oOwLMtwOBzo7u7GO++8g+Hh4SV7nUTp9sgjj6CmpkbpMpIYQHLU1GXYAeToMjaU\nKyQA4bINiJXWQm1wwmxqhyDEZ31cn0OHUc/EqMbPT9nxyJMroT0xCPVftqP0b7Yjcf9/xOhHPwUA\nhPou4cb/+D3oKhpR+9ifoLh5E4oql9+yYrCAiooKlJeXo7m5Gb29vThy5Ah6e3uX5HUTpdOtfxeU\nxgCSo0TV9J4PnoKhTCSpjfDX3Au5UAeDsR8F+ttPs9xJLFaC87abVyP2heLw1hZgsvVU858/Q/k/\nPoz4Vi9cp99MbhcZsaHrx38AjaUKtY89D/PKbSiqaZx+7SRBQGlpKUpKStDY2Ije3l68//77uHr1\naipeNpEiGEAoLVS3BJA86GeiLBIxLUO4uhWiITxxmkUdmPc+bvSuwJFz/dNu69epUVJlgjDkBwBo\nf/djVL3+XSSCHngvH5+2bcw1hO5/+hOoC0tg3PE7CBTV4XPbEILBIGaybNkyrF27Fp2dnejs7Jx3\nvURKy5Tej0kMIDlKpZr+o5U4DZcUJkFEsGITEtZyaAxjMJvOQhAW3uw5MKaGNzj9NM2/d7iwdncT\ntP/9fPI27dMfourN55AI+RCwtd+2n7jPCe/bP4TKUIiv3P8/IbJyNS73O+Hz+6dt53A44HA4UF5e\njrVr1+LGjRs4f/58XsxWoNxw6wdTpWXWeAylzK1vNJ6CIaUktIXwNOyCr/VB6Op9MJedhKmwa1Hh\nIxSqxskrnttuv9znRXhz5bTbBACGX/8Q1V95Hrqq5jvXGfLBc+T/QfT157FR1Y8vt9TBXFx023YO\nhwOXLl1CQUEBdu/ejW3btmXcgZ1oJhqNRukSpuEISI4SVSrIspwccmMAoXSLFDUiXLUaKn0AxUVX\nIIqhlO27q78BH1yYeYriuFWPQq0KQvRmwBEAFDz6MZa9+xfo+cXziLvsd9y3FA3B+/4+CGoN1m1/\nGvKaL+HqsA+j465p2zmdTjidTpjNZjz++OMYHh7GyZMnEYvFUvIaiVJNrVZn1GkYjoDkKJ1ON20l\nPZnTcCkNJKjgr94Oz5pvQlphgbniNIrMl1IaPiQJ6BsFQtGZR1DaxqNI3H/7VEMhLsH07U+w/Mkf\nQF1YMuvzyPEYfL/6N/j/7Y+wyn0K96+pRVX57Y9zu924dOkSwuEwHn30UXzta1+DTqeb/wsjWmKZ\nNgLCAJKjtFr9tNVQExwBoSUU11ngaXwI/nU7oV8+BkvZSRSYeiAIqZ8AHgjW46OLrjve/1a7A9Ff\nn/lUixCIo/CpU6j77l9DZZjjBb6kBPynfwnvT/8IDYNteKClGsurK27bzO/3o6OjAx6PB9/61rfw\n0EMPoaCgYG7PQZQGanVmnfTIrGooZTS3jIBEYgnIghqCPPvaCkRzIQOImFciUrECKoMXxYWXIIpL\nfzXaroFanOi8ccf7o3EJwdpCGDDzFZAEZxhFv30Rdf/yN+j55z+EHAvP7YllGcEL7wEX3kPNqvtQ\nv/lxDARVsA0MT2tEDQaD6OjogE6nw4MPPohIJIITJ07A47m9Z4UonTJtBIQBJEfp9XpI0s0han8w\nBKmgAKooD4K0OJKoRaD6XkjFJugMdpiNJyEI6RlikyQBvSMS4rMM6V0BcF+TGehyz3i/0O9D8R/a\nUPe3f42+n/wR5MT8+jaCVz8Brn6CsoaNqL33uxiJ6XCtb2h66I9EcOXKFWg0GjzwwAOQZRknTpyA\n0+mc13MRpQpHQCgttHr9tIOhPxBCopgBhBYubihDoGYzBEMcBYU2aDTpfy95vCtw7NzYrNv99PMx\nbH1qJXSvnLrjNkKHE+Y/10D68++j/6fPA/L8TxeFu88h3H0OxVWrsOMrvwWnUIwrvUOIx2+ONMZi\nMVy7dg0qlQrbt2+HWq3GyZMnucw7pR1HQCgtTKYiTL34ZygcQlRtgla5kigLSQAipa2Ili6HyuBC\nselziKJyszxsgxU413Vt1u36RoMIf7kKs7WCip8No/i/6yA98xcY/PmfLbiuyNBVRPb/GQyldbjv\n/t+FR1uNjt5hRKM3r9qbSCTQ1dUFURRxzz33wGAwoL29ncu8U9pwBITSwmAsgKi62WMcCQURVd3e\nOEc0E0nUw1+7HXKhHnrj4IxXok17TZIatqH4nKeUOy16FJk0EPx3D0yat3thsa5A4tt/iuH/7+VF\n1Rgb64PnFy9BY67Al+7/XfhNy3G5dwTh8M0+E0mS0NPTA0EQsHLlSmzZsgUXLlzA9evXF/XcRHcj\nCELGBRDOgslReoNx2mqoiUQCcWTW8BtlnpixGp4VvwZ/65dhqu2GpfQ0DEa74uEDAEbHV+Hds445\nb//GgB+Jb9TPaVvNT6/D+mklyh76gwVWN13MPQLPmy8Db/4Z7i32Y1vLchiNxmnbyLKM/v5+XL58\nGbW1tXjyySfR2tqaUes0UO7Q6XQMIJQeoihCe8taBDFeEpdmIAEIlG2Ep+VbiK5eBnNVO8yW81Br\n/LM+Np267VZ09s+9pvcvjiLyYP2ct9f93x0o7WuF9f7fXkB1M0v4XfC8/deIH/jfsEXvwJfWLEdR\n4e3Tf4eGhnDp0iVYrVbs3r0bmzdvzrgLh1F2M5lM0Ov1SpcxDd/hOUyrm/5mi0v8ZEU3SeoCeOt3\nwtf6MDSNYZjLPkNh4Q0IQuZN1ZYkPa4Pzm+KryQBgSoT5jM/R/9/fI6y6P0o3vrY/AqcrZZwAN6j\nf4/wa3+CDbIN962pg8VcfNt2k8u8a7VaPPHEE9i+fTuXeaeUKCkpgclkUrqMaRhAcpheb5j2dYwB\nhABETMvhWflNBNZuRWHtNVhKTkOvd2TEaZY7sTta8M7puZ9+mXQ2HAc2lM3rMcY/Oo0Ky2MwtX59\n3s83GzkWhu/4PyH47/8ZrcGL2LFmGcpLrLdt53K5cOnSJUiShMceeww7duyAVssWclq4qqqqjAuz\nDCA5THfLcFtMwrw+DVLukCDCX7kVnjXfRGJlOcyVp1FsvgiVauZLz2eaniETehzzX879Z+0ORJ5c\nOe/HFfzOp6he+bswNm2d92PnQk7E4Pv0Nfh++kdYMfYJ7m+pRU1F6W3beb1eXL58GcFgEI888gh2\n7twJg8Ewwx4JAAYHBzE4ODjtNpvNplA1maW8vDzj+osyqyOFUspYYIIkJSCKE6k3EAxB1pogxDLr\n3D4tnbi2GIHabRCMIgymbmi1towe6ZhJPG5CZ9/CriUz5o0idE8ZFnLm2/jUx6g59MfoD/+fCA92\nLuj5ZyVLCLS/BbS/hfrWnWje8Ah6fRJ6BkembRYIBNDR0QGDwYCHH34YwWAQn3zyCfz+3PxdHhsb\nwy9+8QsUFU1cjbimpgY7duyYto3NZoNOp4PNZsOOHTswNjaxPkxhYSE6OztRVlaGgYGBjOt7UIrR\naGQAofQptpQgFotBp5sIIGMuD6LLLNAzgOS8sLkJkYpVUOn9KC7qgCjOcbnxDNQ31IK3F3D6ZdJQ\ngRbmEgME5/xCjACg4Nc/Qu27/xW9b/0pYmNLu15H4FIbcKkNVSvuxfKtT8EeUuNG/9C0Zd5DoRA6\nOzuh0+mwc+dOxGIxnDhxAm73zCu+ZqtIJIJnnnkGwEQYufXifpMjHTt27MDnn3+OsbExjI6Ooqys\nDEVFRYhGoygtLUVnZyfuueceJV5CxsnEkTOegslhlpJSJKZcGtzv9SKkmf0qoJSdJFENX82X4Vnz\nTcjNRTBXnEKR+XJWhw8A6BvRY8S98Nfwus2D+KONC3qsIAGmX/8Eyx9/Geri8gXXMB+h6yfh+ffn\nUXL2/8UDTRa0NNbedu4+Eong6tWr6Ovrw44dO/Doo4+irGx+vS6ZrKbm5tWMR0dHUXjLzKGpIyKR\nSASlpaUoKytDJBKB1+tFUVERbDYbGhsX9nPPRQwglFYFpiII4s0DVzweQ2TWtSEp28T1JfA0fQP+\ntV+DcfnIxJVoC/rSdn2WpRSPW3DetrgRu1NXxxHZUbvgxwvhOEyPfYrlT/8VVAXmRdUyH+G+i3D/\n/EUUffx32LHciPXNy25bxyEej+P69euw2WzYtm0bHnvssWl/vLPd4OAgmpqaZrwvGo3i/PnzyRGO\n0tKJHhqfzwetVovR0dGc+l4shiAIDCCUXiZTIdTq6Z+cwonMOgdICyMBCFlb4Fn9TYRXt6C4+gLM\n1nZoNLk1FN/VvwpHzo4uej/eMiNk1cLf+4I3isLfbEfdb/4NRJ1x9gekUGT4Btz7/yt0x17BfdUq\nbBMmbfsAACAASURBVFxZd9uMmMll3q9evYrW1lY88cQTqK+vT2udS2FgYOCOs3+0Wi02bNiAzs5O\neL1eABMjIzU1Nejs7MSaNWvg9Xphs9mmLYmfjzJxDRCAASSnqdRqGAqmz/uOJDgTJptJohbeZffD\nt/bXIDRpYC4/haLiTohibh5g+x1quAOLv/bMR94o5O3Vi9qHMBxE8Z4rqPuPfwtBnf4psTHnIDy/\n/EuoDr+EL5fFsHXV8ts+1cqyjN7eXnR0dKC5uRlPPvkkVq1alfZaU2WysXSm2yfvKy0tRXd3d/K+\nSCSCaDSabEZtbGxMBpR8ZTabM24NEIABJOeZCoumfe32BSBpi+6wNWWquKECnuaH4W/dgYJl/bCU\nnoLROJgTp1nuJBKpxKmrqfnD8YuzDkQeb170foQuN4q/14dl/+GHgKjMmgpx7xjcb34f0hv/O7YV\nenDv6uUwFRTctt3AwAAuXbqEqqoqPPnkk1i/fn3GzYK4m5lCQyQysRjd4OBg8t/RaDQ5WwYArly5\ngg0bNiTvI6Curu62Rt5MwACS4wqLzJCkm2uwO11eRLUWBSuiuZIABEvXw7P6W4isbkRx1ecwWz6H\nRpMfn+Zu9Dfh/fMzfwKeL384jmBdaoK3eG4U5lc8qP3O/wUl5zQngh543vlbxA58D5s0dnx5zXIU\nF92+zPvw8DAuXbqE4uJi7N69G1u2bMmaZd6nBgsAOHz4MACgpaUFXq83OSOooaEBwERomdqwOnn6\nZjKs5Ku6urqM/JkL8tQ5XpRzrl+5jI+OHYbBMHHeWqVSYeemRlhd7QpXRnciqQ3w19z7xZVo+6HX\nD2fd2h2LJUnAe599BX/x76m7QuxfPrwcm36/DcKgLyX7iz3RgPHfDMF+8L+lZH+LJai1MH3pNyDX\nb0PnkBdO18z9QBaLBTU1NbDb7Th16hTi8cxben+hxsbGks2owEQgGRsbQ21tbV6vJPvss89i06ZN\nSpdxm8yLRJRS5ZXV09YRSCQSiMi8Km4mihbUwrPy1xBY8yWYam2wlJyGwZB/4QMAgqE6fHzJldJ9\n/vTSOGK7F38aZpLmF90wHylG+bf+S8r2uRhyPArfxz+B/9/+GGv857BjzTJUlN0+7X5ymfdYLIZv\nf/vb+OpX/3/27jwurvM+9P/nzMIMzMAM+zaAkJAQoH0Hrbb21dbqOHaaJord5Na/Jo6bm61J1N6m\nvU1rO03v63dvY6e/m9ZZLDtbE0eWYruxZYNkSWiDQQtCEvsOswCznvP7AwsLg6yNmTPDPO/Xy68X\nzJw554sMc77zPN/n+6yZNDfnm5MPGB5BmTp16qT5+e7VR0eSIoVoRDbJJSZZiNOPTjjESpjIISMx\nlLmAQEom+vhurOZTSFJQ7bBUd6U5n/fsVyb0nBebXXiWZjGRtyLDCxdJTZtD8MEn6HnrhQk8832Q\nA7iOvQLHX6Vo7iaKZ22iod9Pc9voZm4ul4va2lpMJhPbtm3D6XRSWVnJ4GB0tOcX7kxCQsKYPiqR\nQiQgk5xGoyHBnIjvpjnQIZ+MIumQlMkz9BptZL0Zt20ZiklLvOk6ZsPxmBzpGI8sQ2OHjC8g3/7g\nu9SfGk+iUYvkmbgkz/j350j7h0XI5U76ql6esPPeN0Vh4MwhOHOI/JLVTFvwEE1uuNrSMWpU9Eab\nd6PRyIYNG/B4PLz33nu4XBMzVSWoKzc3F6s1fP1r7oaYgokBJvPo4be2rl588eHp6iiM5k0qxDFj\nC4OlC0myXSA59SRGY5dIPm7icE3nrbO9ITn3651DyGvyJ/y8CV+tJiNuA4nzNk34uSfCYN3bOH7y\nZTLO/5TV09OYUZAzZkWMx+PhwoULtLa28uCDD7Jt2zZSUsbu1CtEl+nTp6PXR+a0u0hAYkCSNZlg\n8MNPfL09PbgNWSpGFFtktLizl+Io3YI8PRVr1gmSrDVoNPe2wdpk19CSxcnLoWmo9rsz7Xi3haY9\nd8Ln3yfb9klMM1eE5PwTwdNwkv6ffYXk9/+VVVMtlI3T5t3n83Hx4kWuXbtGRUUFO3bsICNDfGCJ\nVunp6RG5AgbEFExMyLVN4cL508QnDPcKCAYDDMmxXZQVDoE46/BOtCaIN10lLq5ejHTchixruNYe\nICiHZnFeIAADuWbiGd5sbqKZHnuP3F9/gcYhF57rZ0NwhYnhba7De/AbmDIKWbnyT+nVpVJ3vQ3/\nTXtHBQIB6uvr0Wg0LFy4EKPRyMmTJ2lqalIxcuFuRWoBKogRkJiQmZOL9JEMeMAPSkjeggWPdcZw\ni/TSOVhya7CmnMJg6BXJxx3o6Zs5Ia3XP45dAaaHrhdOwsPvkLfmq8RlTdyKm1DxdV6l/xffwXDk\nu1RkwYLigjENq2RZ5urVq1y4cIGSkhJ27dolNnmLEpIkRWwBKogEJCbEJ5gwmUf/Enb0OAgaxc64\nE0XW6HDZVuAo2wxFCR+0SK9Fo4ntBkh362prKrWNoS1+fKm6C9++GSE7vwSYth0lf+vfoE+Jjs3Q\n/H1tOH79XTS//TbLUjwsmVlAQsLoPW8URaGxsRG73U5hYSF79uyhpKREpYiFO5Geno7FYlE7jFsS\nCUiMsCanjqp87+7uwm28v70xBAjEpw+3SC9bQ0J+63CLdFPTpG6RHiqyHEd9q49Qt0Zs6RnCUxLa\n5FsKyJh3vEf+7u+hS4yeRD/g6sHxu38k+MuvsTihh2UlBSSOs4dIS0sLNTU1pKens2fPHubNmxdV\nbd5jxezZs8UUjKA+W8FUfL4PP437vF4GCe+unpPF8E60ZThmbsVTPGO4RXrKafR6h9qhRbW2zhJ+\nf6Lz9gdOgC6LESUxtHVQ0mCAxL3vk/+J59DGR+4w+HiCQy4ch/8F38G/ZL62iYqSfKyWsTeyzs5O\nampqMJlM7N69myVLlowpahXUE6kt2G+I3MiECZVfOA05OLr3wWBAEjvj3gVZY8SZvxpX2WY00zRY\nM46RZLmARnP/u7UKcL09iYb28DTB+lWji+DmwpBfR+rxkPTp8+Q/9jyauPjbvyDCyL4hnG+9wNDP\nn2a2r44Vpfmkp4ytn+np6aGmpgaNRsPOnTtZsWJFxC79jCXJyZG975dIQGKEOdGCMX70jpk9Djdy\nXOTOD0YKf0I2jumbcc9ajtl2neS094lPaBVFpRMoEEjgQpMnbNd7296Nd+3E9wMZj9TkwvJUA3mP\nPYukjc6bshLw43r3J7h/8kWK+99nVamN7IyxU0v9/f3U1NTg8XjYvn07DzzwQETuwhoLzGZzxDYg\nu0EkIDFCkiSSU0a/YbR3dDNozFYposgmA4MZ83CUbMU3swBrdjXW5DPo9KI7ZCg0t5fyWpimX2C4\n26ory4QSpiRSquvB+q0ObJ/8B5Ci+G1XDuI+8SucL32RwpY3WV2SQ0FO5pjD3G43drsdh8PB1q1b\n2bBhAyaTaZwTCqFSXFwc8Y3kovgvQbhbGTm5+P2+ke+HBt24NZGdIYebrEvAOeVBXLM2oZvixZp+\njMTEy0iSaFsfStc74mnrDd8ICMD7Q0GYF74GW5rj7Vj+ZYjcfX8TtmuGjKIweO4Ijpe+RO6lX7K6\nOINpedljClEHBwex2+10dHSwfv16Nm/eHNGrMiaTkpISdLrIbvUlEpAYUjhtJn6fb9RjTh8o0fyJ\nbIJ4zfk4ZmxhoGwp5tzLJKeewBjfKaZZwiAQsFJzdSDs1z1Y3Yl3T+iW445Hf6iR5FeMZD309bBe\nN5QGL76H46d/SfrZf2dVUSozp+SOKXz0er1cuHCB5uZmVq9ezfbt20lNjZ7VQdEoLS0t4lcmRXZ6\nJEyo5NQ0DMbRhXBNbV1Myc7BMNisUlTqkdEwmLWQYEoGemMnVvNJsROtCq42F3PoVGvYr9vr8jE0\nPx1jmK+r/8llUlJLCW58iq7D/yvMVw8dz9XTeK6expJdzMoVn6JHsnDhehuBwIejh36/n0uXLqHV\nalm2bBk6nY7jx4/T3t6uYuSTj8lkivgCVBAjIDFFo9FgSR49J9jT3YXDEFv9QIJxSTgK1+OatR5D\ngRNr2jHMiQ0i+VBJY6eeXpfv9geGQItJj5Ie/uXohh/YSbtWRsqqPwn7tUPN23YRxyt/Rfxb/8jy\n3DjmTc8nLm70kudgMMiVK1e4fPky8+bNY+fOneTnh6coOBaUlJSQlpamdhi3JRKQGGPLnzpqGkZR\nFFwBXUwsx/VapuEo3sJQyXwsNjvJqScxGLvFNIuKfL4MTl1Wr7D355cdBB6apsq1jQfOkO5bhWXx\nTlWuH2r+7kYcvzyA/vX/QXl6kIXFBRiNo8ebZFnm2rVrXLhwgeLiYnbv3s306dNVinjyKC0tjYp+\nLCIBiTHFZXNGDYkCtHf3EzBMzvlYGS2unIrhnWiLLFgzb+xEG96CR2F89Y1FvHG6W7XrV9f34a1Q\nr116whdPkGl9CPOsB1WLIdT8/R04/vPv4T//iqUWN0tKxm/z3tTURG1tLTabjT179jBr1qyIr2GI\nRJIkkZmZGRX/dqIGJMaYzIlYrCn4fB/egNva2nFmFpDq7VExsokVMCQzYFuMlAAJ5gbi4i6qHZLw\nEbIMTV0a3B51Vxg50hMw6TRIAVmV65s+W0XOwc/Q7HEzWP++KjGEQ9Ddh+P3z6Exmli08tP4p5RR\n29SL0zV6BKytrY22tjYyMjLYvXs3DQ0NnDlzBllW5/9PtLHZbGRmjl0aHYnECEgMysq1EbypK2og\n4Mcth7sUb+LJwFDyzOEW6SVlWHLOY005RVxcn9qhCePweG1U2vvVDoO3+zwoFerWQSXse5fcpV/C\nmDv5N3eTPQM4//D/4vn5M8xVGlhemk+ydezS3Btt3g0GA7t27WLZsmVRMa2gtmXLlmEeZ/+eSCQS\nkBhUPGsePu/oKYgelwdZH52NgmRNHE7bSlxlW5CKDFgzjpNkqUOjUaewUbgz9Y1TeKdG/VG3X1Z3\n4H2oSNUYJMC0421sG75FXMYUVWMJF8XvwfX2/8fgT59m1uB5VpbmkZE6tnFWX18fNTU1yLLMww8/\nzMqVK0Wb94+Rk5MTFdMvIBKQmJSWnkl8wuhko7G5DVfCFHUCukeB+IzhnWhnrcKU30xy2nESEprF\nTrRRQJahsUvB61d/WH3QKzOQr/6OoZIM5u3vkr/ju+gs4WuQpjYl6MdV9XNcL32R6d3vsarERm7m\n2BUcTqeT2tpaBgcH2b59O2vXriU+Pvr21wml5ORkMjKi53dHJCAxSJIk0jOzUW7a99wzNIBLUv9N\n+HZkYDBtNo6ZW/HOLBreiTb5NHq9U+3QhLvgck/lj2d71Q5jRINOg5Kn/o61kjeIeecxCvY9i9YU\nY12KFZmB6t/ifOkvmNJ4mNUzs5mSO7aWYWBgALvdTm9vL5s2bWLjxo1RM+UQakuWLIn49us3EwlI\njCoum4tnaPTOo90uH7IuMqdhZJ0RZ/4aXGWb0E5VsGYcIzHpotiJNko1tOTy/qXIqc35aW0v/jB3\nRb0Vyekj8dFq8j/5PBpD+HuURIKBmjdx/ORpsusOsro4g+n5Y6cVhoaGqKuro729nbVr17Jly5aI\n33wt1AoLC8d0oY1kYhVMjMrNm4L+I82BGq41UjC7iOT+sypFNZYvIZch2xwkoxdz4hV0OrfaIQn3\nSZY1XGsPEAhGzlTZpRYXnmVZxN3+0LCQOgaxPHGB/H/9Ptd//BRKIDbrmYYuH2fo8nFS82eTW/4Y\nHXICl663jSqi93q9XLx4EZ1Ox8qVKwE4duwYXV1daoWtCoPBQHp6utph3JXoSZWECaXV6UhJzxw1\nDePzenAoZtWbksnAQOYCHCVbCcy0Yc06hTX5rEg+Jone/hkcUbH3x630psSjxEfOZzLpSj+WrzSS\n99izoIms1R/V7V6q272jHnunMXS9dTyN5+l/+WskHf0BKwsSmFOUN2ajtUAgwOXLl2loaGDJkiU8\n/PDD5OTETpfnuXPnRs3y2xu0Bw4cOKB2EII6FFnmav0FdDdVlCsaPdlJGrSB8G8OJuvMuPJX4rUV\nY8jowpx0CYOhVxSVTjK1V0r49zdaVU90P0pKimOBN4jmcuRMDUntgxia9eif3Iiz5s2QXONSr5/a\nLj/nu3zMSBm7uuSdRg89Q0FOtQ8/f6nXjy+okG3W8najBwn4Q8MQSIz7+okUdPfisf8Xce3nmDZr\nISmZufS6hkaNiCiKQl9fHz09PcyYMYO5c+cyNDREf7/6S75DacuWLdhstqhZAQNiBCSmTSsuRacf\nPejc2tpKv7EwrHF4E6d8sBPtIhJtl4Z3ojV2iRbpk5As62lo8yNHWvYBvH62E9/m8P7u3wntH1uw\n/ptCzq5vh+T8P6sdYFW+EbdP4XLv6JqqSx98vyDLAMDlXj+Xev0kxmnINusoTtEzPUVPmzvI1qLw\n1av4e1pw/Op/oH3tABXpfhYXF4xZEaMoCtevX8dut1NUVMSePXsoLi4OW4zhlJCQQHZ2dlQlHyAS\nkJim0+nJzs0b1WFQUWT6vBKKFNohXxkN7uylOEq3Is9Iw5p1Aov1PFrt4O1fLEStju4SXjvRqXYY\n4woEYCA3MeJGZgD0v7qK9XULmVufmdDzvt3ooTh1eNTiE6Umpn9kBOOP1z2Y44ZvajlmLafafRSn\n6HH5ZNrcgZFRkNUF6jQyDDi76f/Pf0D+9TdYkuhg6cwCzKaxhfTNzc3U1NSQnZ3Nnj17mDNnTtTd\nrD/O8uXLycrKUjuMuyYSkBg3Z+EyvJ6hUY9dud7CgHlqSK4XiLPgmLoe9+x1GAp6saYdw2S+iiSp\n3w9CCL1rbRbqW8M/vXenzgUVKInMfZEML14k5VwhqQ8+MWHnvNjjx+mVudzr5+f2sf9fBnwySXEf\n3iacXnkkSWlzBzHHabjY4x8ZIVFLcNCB49D38b/6FRboW6koLcCSNHZZdXt7OzU1NVgsFnbv3s2i\nRYuiatXIrcycOTMqu8RG/7+8cF8ysnIwJ47u/+F09NOvndhqao91Oo7iLXhK52LJtWNNOfVBfceE\nXkaIYMFgApeavbc/UEU/Pd2Jd3fk7sZq/N550noXkVz+yISd02LQjCQV4xWSjjcitCDLwIIsA7+r\nH2TH9HhaXQHeafTg9qn7QUL2DuJ8818Z+tnTzAlcZkVpPqnJY5fmdnV1UVNTg16vZ9euXZSXl48p\nao0WGRkZUVtsKxKQGCdJElOmFeP3j17m1+XwIOvvr7mPrNHhyl2Oo3QLFJmxZr5PkqVW7EQbo1ra\nZ/LaiQ61w/hYbb0ePBE6AnJDwlerydBvJHH+5vs+V5JBQ7Z5+JOzOU7iQs/oGhBTnAbXB0mFy6eQ\nZPjwluH2ybh9CllmHb+rH2JVvpE2d5BIoAR8uI7+O+6ffIlS92lWluaRmT72/+uNNu+BQICHHnqI\n1atXExcXKYux78yaNWtITk5WO4x7IhIQgdkLlo6qIgdouN5Iv+nePgkGjKk4pm3EXfYACQXtJKcf\nJ8HUKFazxLjrHSaauyM/+exKMqBY1J1SuJ2ELxwnO+cTmGauuK/zrM430PpB0uD2Kcz8oB7kxkjG\nAwXGkefb3EEWZX14c/5d/RCfKB2utxhQeeTjluQArmOv4HrpLyhq/yOrSnKxZY9tVe5yuaitrcXt\ndrNt2zbWrVtHQkLkN4GTJImCgoKorWcRCYhAgslE2kd6gvh9XvqDCSjc2S+2DAyllA7vRDtzJpac\nc1hTqtHrJ/fSN+HOBAJJ1F6LjgLjX1xzEIzA1TAfZXq8ktw5XyB+yrx7Pke2WYc5TuKdRg9Or8yq\n/OFi0r98c7hN/o2pmep2L+Y4iaKR+o8AOeYPaw5MH9SJuCI1EVEUBs4cwvnSF8m/8ltWz8xiqi1r\nzI37Rpv37u5uNmzYwKZNm0hMVL9F/60UFxeTnZ2tdhj3TFJuvusIMety3XmOvnkIY/yHWX9ySior\n8jWY3A23fJ2sMeC2LUVJNGFMaMYY3yrqOoQxrlxfwtP/2k63M7JrQG54ZX46piePqB3GbSnAwKHV\nNP7hO3jbLoftupd7/aNWzLS5A1zuDbAgKw5zXHR8rjVOXYRx6SO0evVcbmxjvFthXFwchYWFBAIB\nqqqq6O2NnP2LAD7zmc+wdOnSqB0Bic6qG2HCTZ1ewvF33xr1WF9vD73T5mBibAISSMhiIHc+UrwP\ns/kKOr0rXKEKUeh6R1zUJB8AriwTCRJE+qyhBJi2HyXv9b/m+q++gr+3JSzX/ehy3WyzjmxzdN1O\nPA0n8TScJNlWwqqKT9GlmLn4kTbvPp9vpM17RUUFGo2GY8eO0dmp/lJyg8FAbm5u1CYfIKZghA9o\ndTqycwuQ5dG1IE3tffiMw3OmMjCYPhdHyVa8xVOwZldjTT4jkg/hY/n9qZy+El1t9I8PBFAWRkdb\naykgY97xHvm7v4cucew29sLH8zbX4Tj4DcxvP8/KPCNzivLR60cnWIFAgPr6eurr61m4cCE7d+4k\nLy9PpYiHrVmzJmpXv9wgpmCEEf29Pfzypz8aNQ0jSRJrls4j3qRFSTQQn9CEwdguplmEO3ahoZwv\n/Z9GnIMBtUO5Y1aTjn9LNWL8+lG1Q7ljSooR1y8WcO0/niI4JD4U3Ct9cjYJqz+LKyGH2mvteL1j\nR+4kSSIvLw+z2cyZM2doaLj1NHUoSJLEl7/8ZWbMiIwdnO+VGAERRlhTUknNGF2MqigKfUENCTlt\nwy3S40XyIdydxk5tVCUfAP0DAQYLLWqHcVekXg+Jj58j/7Hn0cTF3/4Fwrj8fW04fv1dNL/9NstS\nPCyZWTBmRYyiKDQ2NmK32yksLGTPnj2UlJSELcb58+erPgIzEUQCIowyf/FyvEOjO6NWnzhJd1d0\nvRlPdm++Wcebb9aNeuwXv6hWKZpbGxrK4dgFh9ph3JPmBD1KZuQvxbyZ1OLG8ucN5D32LJI2tBvD\nTXYBVw+O3/0jwV9+jUUJPSwrKSDRPLY3UktLCzU1NaSnp7Nnzx7mzZsX8rqM8vJyjEZ12t9PJJGA\nCKPkTZmGKWm4M6rT2U/91QtcbbxER2cQWRZvaBPhq1/9xajvX331FG++WcfnP/+TcY9/4YWjvPDC\nUb72tV8CUF3dCMDUqem88MJRTp9u5HvfO0xfX+Qtc61vKuTtcz1qh3FPfnahj8BDRWqHcdekCz1Y\nv9WB7ZP/AJJ4i79fwSEXzsP/gu/gXzJf20RFST5WS9KY4zo7O6mpqcFkMrF7926WLFkSkvboNpuN\nvLy8qC4+vUH8dgqjSJLE1OnFXGqopX+on/yi6UwrLqWhoZm+vsjvjRDpfvjDd/jFL06PfD88knGB\ntWtLaGjo4syZplHHv/lmHevWlfDEEytpaOjmzTfrOHXqOikpJgoL01i0qID58/NpaOjmc5+7v6ZU\nE02WoakLhnyR0R3zbp296sC7LDqL/DTH20n+wSC5+/6H2qFMGrJvCOdbLzD086eZ7atjRWk+6Slj\nO5D29PRQU1ODRqNh586drFixYkxR6/1Yt24dVuvY9vLRSCQgwhhzF1VQVFJG/pRpI22JvV4P3d06\nFCX6NjyKJE8+uYqpUz9cqbB2bQn/+38/BkBv7wDz5o2e121o6OaNN4anWqZOTaOhoZtFiwro7R3g\n6tVupk5N59VXT7Fv38Lw/RB3yD0whXfO96kdxn3pT49H0Ufn26T29SaSX4kj6+Gvqx3KpKIE/Lje\n/Qnun3yR4v73WVVqIztjbJv3/v5+ampq8Hg8bN++nQceeACD4f467JrN5qjufPpR0fmXJYRUXJyB\noqLSMfvD2O0N9PWFZpfcWOZwDPGP/3iYr3997N4eTzyxkieeWAkMT70sXjyF+fPzAWho6MJiiefk\nyes8+ODMsMZ8JxpabFTWRVbjprv1Vq8XeXmu2mHcM/1P6kl5L4v0jU+pHcrkIwdxn/gVzpe+SGHL\nm6wuyaEgZ+zSbbfbjd1ux+FwsGXLFtavX4/JZLqnS65fv56srKz7jTxiiAREGNf8+RVjHhsaGqCj\nQ4eiRFfDoUhnscTzla9s5F//9R2uXu0e95jq6kYWLiwYGSFZu7aEtWtLeOGFo3z+86toaOjiF7+o\nxuEYGvf14SbLGq53yASC0b3K/9fVHfiisA7kZoYf2ElrKCVl1afVDmVyUhQGzx3B8dKXyLn0S1YX\nZzItL3vMKMXg4CB1dXV0dnayfv16Nm/eTFLS2FqSW9HpdMyYMQONZvLctifPTyJMKIPBSH5+0ZhN\n6uz2enp6pqkU1eRTXd3I6dPDRaULFuTz6qunxj3uzTfr+Pu/3znqsf7+Qfr7B5kyJY0f/vAou3cv\noKGhK+Qx34l+53T+UD1+MhVNPD6ZgbzI3QvkThn/5iwZnpVYFu+8/cHCPRu6+B6Onz5D+tl/Z92i\nknFrP7xeLxcuXKC5uZk1a9awfft2UlNvvwPz6tWrJ8XS25uJj7ITJBAIjLlZR7slS9aQmWkbk3EH\ng1Y8nnQk6f42ntJqh9DpTt/+wEnszTfrWLBgeEqlv3+IJUumfPD1IFbr8BLQH/7wHb7ylY0jx69d\nO9xv4IUXjo483t8fGSMfNzS0ZHCm4ZLaYUyIeq2G1CkWpGvRuZz4hvinT5D1bw8RnO3Eff5NtcOZ\n1LyNNVgl8Hg8BAKBcWs//H4/ly5dQqvVsmzZMnQ6HcePH6e9vX3MsVqtlgULFkxoMWskEAnIBAkG\ngzidTrXDmHBGowmfzztqONHhcCPLRnS6+9taPSkpHl2M/Qa++uopTp68zosvvsvnPreCJ59cxcGD\nJ2loOEpycgK7di0AYN265zl58pu88UYdX/var/je947Q2zvAq6/+GcBIAeoNVutw46ne3oHw/1Af\nIcs6rrb5kaN79mXES+e7mb9nBoZ/OqF2KPct4bNV5Bz8U5qHXAzWv692OJNW5obPUbR4Df/PojW8\n++67nDlzBp/PN27vjmAwyJUrV9BoNMybN4/4+HhOnTpFY2PjyDGrV68mPz8/nD9CWIhW7BPEZ3rs\nDgAAIABJREFU6/XidDpxuVwEAtHV9fHjKIrC4KB7zHymXq9Hrw8wvB/nvZEkD+fP/5LkZCMPPDD5\n/rhC6fTpxpFiVBhOSKqrG1m3rgSLRd0umO1ds/jGvw1xoSm69n/5OD8rz8LyJ4fUDmNCKMDAb1fT\ndPS7eJpq1Q5n0pH0BmZ949ekTZ838pjf7+f48eOcPHmSoaGhj20iJkkSNpuNpKQkzp07R0NDA08/\n/TTTp08PR/hhFWOfP0MvEAggy/c3NRFptFodgUBgVAt2n8+PJOnQaPz3fF5FUXC77/31sezm5AOg\nsDCNwsLI2IjsWlsyF5oioxZlovQmx5OUoEOKspby45EA00Nvk3fom1z//TfwdV5TO6RJJWfbX2Cd\nUjbqMb1ez4oVKygvL6e6upqqqircbjfx8WM/LCiKQlNTE4ODgzzyyCMAk3L0A0QRqnAH9Pq4cR5V\nCAYVht/OBGGYLBu53DJ2865o97u2QYLrCtQOY8JIMpi2HyV/x3fRWaNj199ooEtMJX3xNnS3qNXQ\narUsXryYp556im3btmEwGBgYGOCjExGKopCens60adMoKioa6cc02YgEJJTiYcAwELL/CNNIuyRJ\n6HQ6bv4bqau7wJYt2wgGRw+iNTU1s3//n2O3XwhPcEJEaW4v4fcnOtUOY8L94WwHvk2TqxOw5JMx\n7zxGwd5/QmuaHJ011Zb/yLex5t1+qkSj0TBnzhy+8IUvsHfvXkwm06hEZHBwkAcffHDSNBy7FTEF\nE0ID8gC/7fptyM6/PX07Ju6toc3d0uvjRtW2lJTMxGbLxeFwkpxsGlkRk5dno7R0Jg7H5CvIFW6v\nscPM9c5WtcOYcAEZ3Dlm4plcY36S00fio9Xk/+x5rv/HU8ge9YuYo1V8/mxSypbfVdIgSRLFxcUU\nFxdz7do13nrrLdra2kZGPyY7kYAId2R4FERPIOAfVQsSDAYJBrXodAr3U5AqRL9AwExdY2QtB55I\nZ/wy68vSoDb6+5vcTOoYxPK5C+T/8Hmu//gplIDv9i8Sxsjf+3XMafe+d9CUKVP47Gc/S1tbG4qi\nTPrRDxBTMDHh8OHDLFu2DLvdzosvvsjGjRtxuVwcPnyY/fv343K5OHjwIFVVVVRVVXHkyBEAKisr\n2bhxI263m6amJr7whS/w/vtjl+4FAkFefvnXVFW9T1XV+zQ3t4T7RxQiQGNbCa9NwumXG352ugvf\nHnVXIrytNPC20jDqsf9U7Pd9XqmhH8sz18l77FnQiM+ldytl2U5Spi+YkKQhOzubnJzo3ATxbokE\nJAZs3LiR8vJykpKSeOSRR0hMTCQxMZG8vDy+//3vU1lZCUB5eTnl5eWcP38eu91ORUUFNpsNgLy8\nPCoqKhgaGhpVMKUocOxYFU6nm/LypZSXL8Fmi969M4R719hupLN/8hWg3tDR52GoOGVCznVWaSNF\n/msWyD9ggfwDnpZ/N+aY3yh23lYaRp47q7QBMIVkfqyc4pzSxj8r79HP/fXjuUFzthvr3/di+8Tf\nQQx8+p4okk5Pzvr9GM0WtUOJOiIBiRH79u3j5Zdfpqamhs2bN1NVVYXD4SAxMZGqqqpRLX6tVis1\nNTXjnker1SFJo39tjh9/n+zsbGRZfHKKVYFAMmevTp6+H7fSnmhASb51D4c71c8QvZrvUK35C/6v\ntJenpRWjnr8x0rFamsp1+jintHGGVpKJp0BKZj45zJGyuab08SfSgvuO5wbt261YfySTs+vbE3bO\nyS5n+5dInjpH7TCikkhAYkR5eTlVVVVIksS+ffs4ePDgyHBhaWkpTU1NI8c2NTUxe/bske9vjHjc\nOMZgMIwaBSkrK6W2tpZAQEFRNLhcrnD8SEIEudJUzOFTk6v3x3heueogsPX+V8Oslj7cVfo0reRL\n1jHPP6fZBkAfQ8yRsplPDn0McV3po4BkfqPY2SmN7jcxEfS/vor1kIXMrc9M+Lknm7i0fDKWPnTL\nZbfCxxMJSAwpLy8nLy+PxMRELBYLy5YtA4ZHR1wu10j9R1lZGSUlw/uNPPLIIxw6dAi73U5iYiIH\nDx5kYGCQS5cu09zcwhtvvMHatWuxWCxUVlZSW3uJpqYWDh78FS7X5P9ELAxr6tTRPzD5m8pV1fXi\nWz1xTaHeVhp4mPGTCIfi4QfKeyOjI3OkbACu0YdFMnJaaWWVFJqlwYYfXSTlbCFpa58Myfkniymf\n+jssuVNvf6AwLtGKfYLcaMXe19c30gl1wBCGZbje8CzD/ShFURgaGhwzVSxJGuLiNGg0t+8YqSge\nTpw4iNmsZ9euGSGKVAg1rzeLZ1/O4Hfvd6gdSlj8aPMUsh7+NdIEbHZzQH6DA5p1H3vMLvk/eF7a\nRoGUPPLYj5VTPMA0ZBTO0cZqpmKR7n9q6KMG/+cCOk3/RV/lzyf83NEufc3jFD36bYym6N8tWS1i\n0j6ETBoT29O3h/T8apEkCb1ej9/vG1X5rSgywaAGSZKQJJHbxoL6pqm8dfaa2mGETaXbz87FWUjH\n2+77XOcY/xxnlTYkhkc95pDNb7DzFywHhkdGHHjIl6wjCcw5pY05ZN93PB+V8LVqMv73BoLznThP\n/37Czx+ttOZkstf+qUg+7pNIQEJpiLA1ClPDh83JRicagUAAjUaPVjv5h+RjnSxDY6eGQW9Q7VDC\n5pVTHWzdNR3jfSYg15S+MY85FA8WycjbNDD3g4TCgYeFfLiy7Mec4i+k5SPPhVrCF46T9dIjBIdc\nDFw4GvLrRYMpj3+X5IIStcOIeqIGRLgvcXGGMfsYAPj9QbEqJgYMDhVw9PzYG+lk5hwMMDjl/pdc\nSgwvqb3Zw8q/A/BpFnKNPn6snMKKke3S8M3uutI36jUWhqdd+ghtAzjT45Xkzv4z4qfMD+l1ooF1\n3gbSZq1EoxG3z/sl7hDCfdFqtWi1OoLB4Kh6kBtTMRqNhOiQOnldac6jsu6K2mGEXaNRR3KWCan9\n3luXF0jJPCdtG/XYf2mGiz4tkpFPs3D4wZv+rhx42CGVjnz/GWkh/6nYWU3oCyETdh0l99BXaPJ+\nB2/b5ZBfLxJp4uLJ3f5F4i2paocyKYgUTrhvcXGGcfsWBQKBMZvVCZOHLENjh4wvIKsdStj99EIf\n/l3h74p6YyXMDQVSMjuk0pAUoH6UBJi3HyVvy1+jT4nNZoMFj3+XtOnzYqJNejiIBES4b5Ik3XIq\nJhAIIstaFaISQs3hms4bZ3rVDkMVNdcceBdnqR1G2EkBGfOO98jf/T10iWlqhxNWyYu3k7FgvZh6\nmUDiX1KYEFqtDq1Wx0dzEFkenoqZXHuICgANLVmcqo+t+o+b9acloMTFXnItDQZI3P0+BY8+hzY+\nSe1wwkKXmEbeji+RYI2tpCvURAIiTJi4OMO4jwcC/g+mYkQSMlnIsparbQHk2Jt9GfFG9xDyqtic\nipD6PCQ+fpb8x55HExevdjghN/Wzz5EyRax6mWgiAQkhY1wCOil0/xnjEiYs1o0bNwJQW1s77td3\n4uOmYoZXxcTep8XJqru3mCPVkdV63dF0FkfT2VGP9VypDNn1fnumE9/2aSE7f6STWtxY/vwKeY8/\nh6SbvK3IszZ/gbSyclH3EQKiQjCEAn5otDtDdv780okb/jx8+DAAZWVl2Gw23G73qK/NZvMdnUen\n0xEMagkG5TGrYgIBCb1eiyTFTs+IyepaWyq1jZdCdv6W6l9htGQS8LjJLNsw5nl31xW8zo6R591d\nwytxDJYsOmqPYM4oor/pDDpj6BpFeXwyA7YkJv/n/1uTLvRg/aYe+cD3aHrpGVAm15CYIXsGOQ88\njiHhzt7/hLsjRkAEmpubRxKQiRAXN35FfjAYFPUgk4Asx1Hf6htT7zNR+j8YxUidVoHH2Y7HObbF\ne+upX5A6rYKAd4CBrgYGOq+gMyZiTMrEnFGEKX0qXmcHmaXrQxPkBy5KEspU6+0PnMQ077eT/M8D\n5D7yt2qHMqEknZ5pf/o/ScoOzX47gkhAYsLhw4dZtmwZdrudF198kY0bN+JyuTh8+DD79+9HkiSe\ne+453O6J2TxOkiQMBuMtpmLE0txo19ZZyu9PdIbs/I7msxgtwytMjElZY6dV6isxZQwvgc1dsBNT\n+lTMGUUEPC48zg4MSZn01FeSWrQ8ZDHe8JNzXfj2hH85bqTRHm4i+WU9WQ9/Q+1QJkzB439HavFi\nMfUSQiIBiQEbN26kvLycpKQkHnnkERITE0lMTCQvL49//ud/Jjc3F5vNNqHX1Gq16HT6cZIQRXRJ\njXLX2hNpaB8M2fl1hkQCHhcAAa8bj7N91PPurnoCXhcDXQ20VP8KAFP6cCMur6MdncGEu6sei21O\nyGK84VrHIJ7Z6SG/TjTQ/7SelKMZpG98Su1Q7lvqykfJWrwFnU68T4WSSEBixL59+3j55Zepqalh\n8+bNVFVV4XA47ri2417ExRnQaDRjhuqH60FAUURRarQJBExcaArt/iOpRRUjSYfX2YHeOLbWSW9M\nGkk6bhSaWvLmYsmbS0ftETLLNuJxtNNzpZKA9967ld6JHqsRxTx5izDvhuF/1ZHWUEbKqk+rHco9\nM2RPJ3/rnxNvSVE7lElPJCAxory8nKqqKiRJYt++fRw8eHDM0OLNoxW3+vpuGQzjl+gFgwH8fj2K\nIj5hRJOm9pKQTr8AGJMySStawUBXA1qDCUNS5qjndYZEDEkZH3xtwt1ZP/JcwOsm4B3AmJRJh/0I\nqdMq8I5TQzKRftPiJri+IKTXiCbGvzlDxtAKLEt2qR3KXdMYTUzb/xyW3NC3thdEAhJTysvLycvL\nIzExEYvFwrJly4Dh5bbNzc28/vrr2O32cb++Vx+3NHdoyIPLlYaiiDnWaNHUEU9bb2hHQAa6GnB3\n1mNKn0rQO0DqtHJgOLmAD0ZIHB0fPDaAOePDGoyO2j+Qu2AnAMEQj3zc8Ob5LrwbpoTlWtEi/ssn\nyUraTuLs0BYBTyhJovCzz5M+Y4Go+wgT8fEzhHT6iV0qO975A747P/6ZZ54Z+frAgQMjX5eVlY1a\nBXOrr++VTqdDlvUEAv5Rf9iKotDS0k1iYg6Kwrj7yQiRIxCwcu5q6G/qpvSpeJzD0yeZZR/2obH/\n5jvM2fcsxqRMdAbTB9Mr7pEExePswGj5cLREazANx/1BPUmoyDIMZJtJQKzvulnC/mNkv/wnBIec\nDNYfVzuc28ra/mWy5q8VrdbDSCQgIeTxha5QD+4u+VBbXJyBYDCIoiijEo1AwE9Li4P+/rkkJzeo\nF6BwW1ebizl0sjUs10qdVjHmsTn7nh35+kZvkJuPGx4tqbjpmI30XKnEYpsbwkiHVfuCbJyTDuci\nqzmb2hIeeZfc336RJu938TTVqh3OLSXO3UDe2seIi5+45o7C7YlUTwgbo3H8epCBATeXLgUYHMwI\nc0TC3bjeqafPHblZ742i1BuMSZmkTqtA98FISCj9rLoT354ZIb9OtJEA00Nvk7f2m8RlRGY/DWNe\nKdM+8VeYU7Nvf7AwoUQCIoTNx/UHuXLlKteupeL3h/5mIdw9ny+DU5dCO5URzbocPganJ6sdRkSS\nZDBtP0r+jr9FZ828/QvCSGfJYNpnnsVqK1I7lJgkEhAhrLRaLXr9+EWpZ8/W0tw8HVkWSxojTX1j\nEW+e6VY7jIjWbtKjpIzfBTjWST4Z885jFOz9J7SmyOgcqzEkUPjEv5A+fa4oOlWJSECEsNPr9eh0\nujFJiKIonDx5nvb2MrEyJoLIMjR1anB7AmqHEtEONjgIxPDmdLcjOX0kPlpNwSefR2NUeaRTo8X2\n6WfJmbNCJB8qEgmIoIq4OCNarQ75I/u5+/0+jh+/QGfn7JDtNSLcHY83j/fs/WqHEfGOX+zDu3Ji\nOwpPNlLHIEn768h/7HkkvUG1OLL2fpv8pZvFiheViX99QTWJiRa02rG/gkNDA5w40UB3d6lIQiJA\nfWMBR2t71A4jKjgzElC04hP1x5GuOrA8c538x/4JNOFfiJmy7gmmrNmH3qBeAiQMEwmIoBpJkigq\nKiMYDI55zul0cPp0G729YqMvNckyNHYpeP2Ta5v1UDnq9KEsFaspbkdzthvL3/Vie/Tvw9oAKGnp\nLgq3/hnxiZFRhxLrRB+QELIaJfTB0PUC8WsT6PdE9xCB0RjP9OlleL0DGAyjC/i6u7s5fz6OefOm\nYLVeUyfAGOdyT+O/zvSqHUbU+GV1JzseLiK+Mjz9UqKZ9u1WrMmFyJ/6Dq2vHgj59UxzNzF111+S\nlJ4b8msJd0YkICGkDw6S3Hzvbcxvp8+2CRi/t0Y0SU5OY9asCt5998iYXiGtra0YDAXMmpVDYqJ4\nUw+3hpYcTly+rHYYUcM1FGBwimUS/FWGh/7XV7GmFhPc9pd0/O6fQnadhJJVTNn7VZJzI7MXSawS\nUzBCRJgxYxYLF67A6x27z8jVq9e5dMnI0FCaCpHFLlnWcK09QCAY3aNs4XbNoEXJTVQ7jKhh+NFF\nUk4XkLb2yZCc3zh1IbbdXydjysyQnF+4dyIBiREHDx6kqqoKu92O3W4HoLKyErvdzrPPPktzc/PI\nYxs3bqSqqoqqqioOHDiAyxWeBlRz5y6hpGQeXq93zHMXL16mvj4Vj0dskR0uvf0zOFwten/crZ/W\n9uLfJRpb3Q3jP9WQ2rWQ5IpPTOh5DXll5Oz9FjnFoW/HL9w9kYDEgMOHD9PU1ER5eTlJSUkcPHgQ\ngFdeeYXS0lI2b97Miy++CEBFRQU2m438/PyR3XNramrCFuvSpWsoLJyOzzd2JOT8eTuXL6fj8aSG\nLZ5YdrU1nfPXnGqHEXXqmlx4F0ZWx89okPD1ajI060mav3VCzheXWUTOI39D/qwlotdHhBIJSAyo\nqalh9uzZANhstpGdcJ955hmOHDkyboJhsVhGvg7XCAgMr4xZvXoLWVl5+P1j9x05f97OpUupDA2J\nJCSUZDmOK61+sQz6HvWlJqAYtGqHEXUS/vx9srL3YSpZdV/n0WdMJfuT36VgbrlIPiKYSEBiwOzZ\nszl//vzI9y6Xi8rKSl588UU2bNhARcXwDqI3pmGAkS6l47VMDzVJkli/fidWayqBgH/M8zU1dVy6\nlCJqQkKovWsmvz/ZqXYYUetw1xDymjy1w4hKpk9VkjvrSeKnzL+n18flzCTrk9+lcMFKkXxEOJGA\nxIANGzZgtVo5cuQIVVVVNDU1YbUOr4O32+04nU4cDgfNzc3Y7Xaam5t5/fXXcblcVFVVUVlZGdZR\nEBjeM2bLlkdITLTi949NQmprL3DxopXBwfSwxhUrrrdbqG8dUDuMqPXa6U6826be/kBhXAm7jmJb\n9d8xZN/dDsOG/Nmk7foW0xauFslHFJAUNT7iTkJerxen00lfX99Ie3HRB+TjKYrCiRMnMJvN7Nq1\na9xj/H4/r732MxyOfvT6sZvUlZQUU1zsJCFBfFqfKMFgAv/xehk/PNSodihR7cfr80nb9RvEbfDe\nKDoN7kMruf6b/46/p/m2xxunLsSy6YuUlK8TyUeUEH1AQmg4OQhhRwB/9CYfd0qv17Nt26O89trP\ncTj60OlGJyF1dRdRlBkUF0uYTB0qRTm5tLSX8NoJkdDdrzoFVhYlQ32f2qFEJSkgY37oPfJ/9w9c\nf/mLBJy3XpEVP6MC84NPMnPZWpF8RBExBSNEPJ1Oz9atn8BiSRm3JuTChUvU1cXjdIqNwCbCtfYE\nWrrHrkIS7s5Pznbh23t3UwjCaNJggMTd71PwiefQxieNe0xC2QMkrvs8Zcs3iM3looz4vyVEheEk\n5BGs1rRxV8dcunSFc+dk+vrEvPv9CASSsF8P3bRhLGnqGsJTJlZr3S+pz0Pi42fJf/x5NHGjR5TN\ni3ZgWr2fsor1YuQjCokERIgaw0nIPlJS0sdNQhobm6iudtLdPVMsH71H11tKeE2sfpkwXRYjijlO\n7TCintTixvLfrpD32LNIH0zDWh7cT0L5J5lVsVbl6IR7JRIQIapotTq2bNlHWloWPt/YjqkdHR28\n/34rnZ2zURTxiehuXe/U0+Mcm9wJ9+bXTS6Cm6aoHcakIF3owfpXHdge/R4pO76KYfZmypauVjss\n4T6IBESIOlqtjk2b9pCbO2XcvWP6+/uorLxMa+tcZHnsyhlhfH5/Oqfr3WqHMan8sbYb7/oCtcOY\nNKTz3cS58zDOXEnZ4uVqhyPcJ5GACFFJq9Wybt1DzJgxC49naMzzQ0MDvPfeORobywgExN6kd6K+\naTpHqrvUDmNSkWVwZ5kQg3H3T8lIoOeF5XiKEymes1DtcIQJIJbhhpDVqkWvD91qAr/fSH9/MGTn\nj3SSJLF8+Xri402cOXMMo3F0ohEI+Dl27DTz58+moKANo7FHpUgjn6JAc6cG11BA7VAmnROeIFvn\nZsAZUVtzr4JlqbR/qwTr4gJyp4hC88lCJCAhpNd7SE2tCtn5e3rKgfBNMdTW1vLlL3+Zw4cPj3q8\nqamJAwcO8Mwzz1BaWhq2eG5YsKACszmJ9977A3FxhlHV8LIsc+rUWVyuIoqKkrBYriKK5cfyeHKo\nqnOoHcak9PNTnazbPR2jSEDuiXdLAVd2J1Hy4FySU0Xn48lETMEId6ysrAybzYbbPbpOIC8vj9LS\nUhwO9W5gM2bMYuPG3QQC/nH3r7l0qZ6TJ510dc1CUcSv/UfVNxXyx/O3bvQk3Ltel4+homS1w4g6\nikZi4JuLuLI3gzk714vkYxIS78TCpJGTk89DD30KgGBw7NRUZ2cn7757mebmOQSDxnCHF7FkGZo6\nweOT1Q5l0mo1xaGkiVqkO6WkGHH8cA2XZygseXQDZsv4TciE6CYSkBhx8OBBqqqqsNvt2O32UY9V\nVVVx5MgRACorK9m4cSNut5umpib2799PVdX400g3v/7mnXTVZLWmsHv3n2I2J427TNfjGeS9985w\n5UoRHk+KChFGHvdAIX88L9qFh9LP6/sJ7JimdhhRIbgok44fLKM12c/qx7ahG2cPKGFyEAlIDDh8\n+DBNTU2Ul5eTlJTEwYMHRxKO8vJyysvLOX/+PHa7nYqKCmy24ZbmeXl5VFRUjNkJV1GUkR1yb7z+\nxmsigdGYwEMPPU5hYfG4y3RlOcjJk2epqbHQ3z8l5puWNTTncuxCr9phTGqnLvfhXZ6rdhgRTQE8\nT5Rx+c/y8NtMVDwsNpWb7EQCEgNqamqYPXs2ADabjQMHDlBZWUleXt7IMVarlZqamjs+Z1VV1ajX\nRxqNRsPq1ZtZtuwBPJ6hj6kLcdHRMQtFic16bFnWcK1DJhCM8SwsDBwZCSg68ZY7HsWoxf3cCs7M\nDlK4dj6zVy5WOyQhDMRfQwyYPXs258+fH/ne5XJRWlpKU1PTyGNNTU0jSQowcsO++ZjbnTMSlZTM\nY/v2R1EU+ZZ1IUeP1tHQUBqTUzJ9jhm8cVoUn4bD230+lPIctcOIOHKhhd4XVnM+oZs1n3mIzAIx\nUhQrtAcOHDigdhCTQTAYxOv14vF4Rm7eJpNMQkLoaiOGhvIYHNTe9rhp06ZRV1dHd3c3nZ2deL1e\n1qxZw7Fjx/B6vdTV1ZGUlMTq1cNtjePj46mpqUGSJBobG3n77bd54IEHqK+v55VXXiEpKYkdO3ZQ\nV1eH1+vF5XLx+uuvU19fz/LlyzEYDHf8M7S2thIXF0dJSck9/zvcjsmUyIwZs2hqusLAgButdvRo\nhywHaWlpx+/PwmjMJD6+J2aW6tobSvi/f2hFjH+EXn3XADuWZqM/ck3tUCKCAnj3l9H0KRuORHjg\n0e3o40S9RyyRlPHGpoW75vV6cTqd9PX1IcvDqwlEI7KPpygKJ06cwGw2s2vXrpBfT5Zljh49TEND\nHQbD+CsSEhOTmD9/OtnZF9Fqx3ZYnUxkWcerby3i+7++qnYoMePfH8wjbe9/qh2G6pT0BJx/u5Tz\nA42UPrCYqXNmqh2SoILYnPgOk+HkIJQZffQmH2q4UReSk1NAZeUf0Gq1aDSjR5BcLifvvnuaOXNK\nyctzkpjYolK0odfZM5NDJ0Xr9XC6qteSaktEao7MKctw8O2aRufOXOpaLrFx/16SUqxqhySoRNSA\nCDFn+vRSdu/+DAkJibdYJSNz5kwNp075J3WB6rXWZC42i83nwumntT34d09XOwxVKIlxuL6/itOr\ndLT5+9n19GdE8hHjRAIixCSzOYmHH/4UZWUL8HrHXyXT2trG0aMXqK+fycBAtgpRho4sG7ncMrZP\nihBaF5tdeBZkqh1G2AXW2Oj8Pys46qhjasUs1n96F1rd5EzshTsnfgOEmKXRaFiyZDX5+dN4663f\nEgj40elGT5n5fF5OnDhLdnY2M2fOJjPzEhpN9N+4W9pLee2E2JtEDb0p8SQatUieyT+FqsTrGPzm\nIupTBunvus7OL/0p8WaT2mEJEUKMgAgxLyvLxt69+8nKsuHxjF942tbWxjvv1HDx4lSczvyob152\nvcNEY9fkLrKNVK+3DxB8MF/tMELOv62Qzh+u5B25geSZNnY89bhIPoRRRAIiCIBeH8eGDbuoqFiH\n3+8ft2dIMBjg9OkaKiudtLbOJRBIUCHS+xcIJGK/LpIPtfz+XCe+LZN3S3nFlojz/6yhel0c51ou\ns/ULn2TO6iWiq6kwhpiCEYSbzJw5h4KCIv74x9doa2vCaBy7XLe3t4ejR/soKZlBfr6M1dqAJEXP\nkEhjawmvnWhXO4yYFQjAQK6ZeGAy3ZIVvQbPl+bRPiueM/ZTlC5fwPrNq9FoxOdcYXwiAQmhoWAc\n3S5/yM6flqgnXusL2fljVXx8Aps37+XKlTqqqt5CloNjakNkWaa29gLXrycxe/ZsMjM7SEjoUCni\nu9PYaaDLEf11LNGsRoY1M1NgkuzBE1hto/+JYk5ds6M0ymz/b58kzTa5CreFiScSkBDqdvn5zksX\nQnb+v358JnliFVvITJtWQn7+NI4efZ1r1+oxGIxjhpHdbidVVafJzs5mxow5ZGQ0oNe6MN3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u+t/PUszwPyLHAcR5cvX1ZPT49Onz6917uz79i2reWVNV1Z/EQ3srd1d2VN5Y2y/B2PD5LHMQxD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\n", 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CAkJjnlSAasWjk4xhGMpIroyC300aUE/8nvUSV+hRUZJRoVCoZqzW2mglYbsv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zk0imVo8HZpG0vnwROBb4FHDh/nxejZERERHJz6CNkckWMX2oLiiq0jQqp2Vl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\nzloyszHAeuDU0BLzB+AB4EJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# line chart\n", "plotter('Common modals in the NYT', rel_modals.results.drop('1963'), y_label = 'Percentage of all modals', \n", " style = 'fivethirtyeight', num_to_plot = 8, legend_pos = 'outside upper right', \n", " show_totals = 'both')\n", "\n", "# pie chart\n", "plotter('Pie chart of common modals', each_modal_total.results, explode = ['other'], shadow = True,\n", " num_to_plot = 'all', kind = 'pie', colours = 'Accent', figsize = (8, 8), show_totals = 'plot')\n", "\n", "# stacked area chart\n", "plotter('An ocean of modals: \\emph{The New York Times}, 1987--2014', rel_modals.results.drop('1963'), kind = 'area', \n", " stacked = True, colours = 'summer', figsize = (8, 10), num_to_plot = 'all', \n", " legend_pos = 'lower right', y_label = 'Percentage of all modals')\n", "\n", "# bar chart, transposing and reversing the data\n", "plotter('Modal use by decade', modals.results.iloc[::-1].T.iloc[::-1], kind = 'barh',\n", " x_label = 'Percentage of all modals', y_label = 'Modal group', style = 'bmh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some plots may also be viewed interactively: you can simply add `interactive = True` and get a version that can be scrolled through, zoomed, hovered over, or lit up:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import mpld3" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
\n", "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plotter('Common modals in the NYT', rel_modals.results.drop('1963'), y_label = 'Percentage of all modals', \n", " style = 'fivethirtyeight', num_to_plot = 8, legend_pos = 'outside upper right', \n", " show_totals = 'both', interactive=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This uses `mpld3`, which is still under a great deal of development. As such, its use here is currently poorly documented and largely experimental. Many features, such as legend placement, use of `TeX`, etc., will not work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Anyway, as you can see, there's a lot to do. These results all came from one very simple query! So, let's begin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The report" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The focus of this notebook is our methodology and findings during our 2014 research project. These parts of the project are contextualised and elaborated upon in our written report. Depending on your browser's capabilities/settings, the following will download or display our report:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from corpkit import report_display\n", "report_display()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our main corpus is comprised of paragraphs from *New York Times* articles that contain a risk word, which we have defined by regular expression as `'(?i)'.?\\brisk.?\\b'`. This includes *low-risk*, or *risk/reward* as single tokens, but excludes *brisk* or *asterisk*.\n", "\n", "The data comes from a number of sources.\n", "\n", "* 1963 editions were downloaded from ProQuest Newsstand as PDFs. Optical character recognition and manual processing was used to create a set of 1200 risk sentences.\n", "* The 1987–2006 editions were taken from the *NYT Annotated Corpus*.\n", "* 2007–2014 editions were downloaded from *ProQuest Newsstand* as HTML.\n", "\n", "In total, 149,504 documents were processed. The corpus from which the risk corpus was made is over 150 million words in length!\n", "\n", "The texts have been parsed for part of speech and grammatical structure by [`Stanford CoreNLP*](http://nlp.stanford.edu/software/corenlp.shtml). In this Notebook, we are only working with the parsed versions of the texts. We rely on [*Tregex*](http://nlp.stanford.edu/~manning/courses/ling289/Tregex.html) to interrogate the corpora. Tregex allows very complex searching of parsed trees, in combination with [Java Regular Expressions](http://docs.oracle.com/javase/7/docs/api/java/util/regex/Pattern.html). It's definitely worthwhile to learn the Tregex syntax, but in case you're time-poor, at the end of this notebook are a series of Tregex queries that you can copy and paste into `interrogator()` and `conc()` queries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interrogating the corpus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, let's start by finding out how many words we have in each subcorpus. To do this, we'll interrogate the corpus using `interrogator()`. Its most important arguments are:\n", "\n", "1. **path to corpus**\n", "2. search **options**\n", "3. a search **query**\n", "\n", "There are many kinds of search options available:\n", "\n", "| Option | Function |\n", "| :------|:-------|\n", "| `b` | get tag and word of Tregex match |\n", "| `c` | count Tregex match |\n", "| `d` | get dependent of regular expression match and the r/ship |\n", "| `f` | get dependency function of regular expression match |\n", "| `g` | get governor of regular expression match and the r/ship |\n", "| `i` | get dependency index of regular expression match |\n", "| `k` | Find keywords |\n", "| `n` | find n-grams |\n", "| `p` | get part-of-speech tag with Tregex |\n", "| `r` | regular expression, for plaintext corpora |\n", "| `s` | simple search string or list of strings for plaintext corpora |\n", "| `w` | get word(s)returned by Tregex/keywords/ngrams |\n", "\n", "Right now, we only need to count tokens, so we can use the `c` option. The cell below will run `interrogator()` over each subcorpus and count the number of matches for the query.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "allwords = interrogator(annual_trees, 'count', 'any') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the interrogation has finished, we can view our results:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1963 83325\n", "1987 481830\n", "1988 450872\n", "...\n", "2012 995546\n", "2013 978308\n", "2014 623268\n", "Name: Total, Length: 29, dtype: int64" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# from the allwords results, print the totals\n", "allwords.totals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to see the query and options that created the results, you can use:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'datatype': numpy.int64,\n", " 'dep_type': 'basic-dependencies',\n", " 'dictionary': 'bnc.p',\n", " 'function_filter': False,\n", " 'lemmatag': False,\n", " 'lemmatise': False,\n", " 'options': 'count',\n", " 'path': 'data/nyt/years',\n", " 'phrases': False,\n", " 'plaintext': False,\n", " 'query': '/.?[A-Za-z0-9].?/ !< __',\n", " 'quicksave': False,\n", " 'spelling': False,\n", " 'table_size': 50,\n", " 'time_ended': '2015-06=09 18:04:32',\n", " 'time_started': '2015-06=09 17:55:03',\n", " 'titlefilter': False,\n", " 'translated_options': 'C'}" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "allwords.query" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You could even run the same query again by passing this dictionary back into `interrogator()`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# again = interrogator(**allwords.query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lists of years and totals are pretty dry. Luckily, we can use the `plotter()` function to visualise our results. At minimum, `plotter()` needs two arguments:\n", "\n", "1. a title (in quotation marks)\n", "2. a list of results to plot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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olAAigl3FI27B8fv92Lx5M/Lz8+HxeGCxWOBwOIYdJBER0bBd2EV8sOX7ySCy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\ndu/e3ed7vPdnJtm/E5jgECwWi7adRTA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Word counts in each subcorpus', allwords.totals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we have smaller samples for 1963 and 2014, we might want to project them. To do that, we can pass subcorpus names and projection values to `editor()`:" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Projection: 1963 * 5\n", "Projection: 2014 * 1.37\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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CtTlarRYAkp4WzW63w263i9tlZWVQKpVJP7bZSqFQ8HxIjGUgPZaB9JJVBoFguCa/VJ2P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\nIiLKOgxwiIiIKOswwCEiIqKs8/8DbX62RQzLs/QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proj_vals = [(1963, 5), (2014, 1.37)]\n", "projected = editor(allwords.totals, projection = proj_vals)\n", "plotter('Word counts in each subcorpus (projected)', projected.totals, style = 'bmh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! So, we can see that the number of words per year varies quite a lot, even after projection. That's worth keeping in mind." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Frequency of risk words in the NYT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's count the total number of risk words. Notice that we are using the `'both'` flag, instead of the `'count'` flag, because we want both the word and its tag." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 21:50:17: Finished! 565 unique results, 356542 total.\n" ] } ], "source": [ "# our query:\n", "riskwords_query = r'__ < /(?i).?\\brisk.?\\b/' # any risk word and its word class/part of speech\n", "# get all risk words and their tags :\n", "riskwords = interrogator(annual_trees, 'both', riskwords_query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even when do not use the `count` flag, we can access the total number of matches as before:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1963 1476\n", "1987 7511\n", "1988 7226\n", "1989 7559\n", "1990 7841\n", "1991 7005\n", "1992 6861\n", "1993 6921\n", "1994 7024\n", "1995 7074\n", "1996 6942\n", "1997 7014\n", "1998 7996\n", "1999 7827\n", "2000 8057\n", "2001 10412\n", "2002 19802\n", "2003 19222\n", "2004 19126\n", "2005 19290\n", "2006 19032\n", "2007 18342\n", "2008 19516\n", "2009 18752\n", "2010 19510\n", "2011 20738\n", "2012 18606\n", "2013 18454\n", "2014 11406\n", "Name: Total, dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "riskwords.totals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the moment, it's hard to tell whether or not these counts are simply because our annual NYT samples are different sizes. To account for this, we can calculate the percentage of parsed words that are risk words. This means combining the two interrogations we have already performed.\n", "\n", "We can do this by using `editor()`:" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "1963 1.771377\n", "1987 1.558849\n", "1988 1.602672\n", "...\n", "2012 1.868924\n", "2013 1.886318\n", "2014 1.830031\n", "Name: Total, Length: 29, dtype: float64\n" ] } ], "source": [ "rel_riskwords = editor(riskwords.totals, '%', allwords.totals)\n", "print rel_riskwords.totals" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ZEKMzgVvnQJ750puNV37ozcbrT0GMvxLImgQx/iqIxOGaxEhE+iQPViLhkafQ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\ngpg4GXETJ7fbLqUEzp+/mOy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Relative frequency of risk words', rel_riskwords.totals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's more helpful. We can now see some interesting peaks and troughs in the proportion of risk words. We can also see that 1963 contains the highest proportion of risk words. This is because the manual corrector of 1963 OCR entries preserved only the sentence containing risk words, rather than the paragraph.\n", "\n", "Here are two methods for excluding 1963 from the chart:" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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I5qnFxWrIEjgVAGWXArUMTy7Px9xC6RhJF90h3PeWA6c74wtyGOAQEVFSHGmV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\naYMBzhhFNq0wuXhkSnRyLI8ICPZlUJf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# using Pandas syntax:\n", "plotter('Relative frequency of risk words', rel_riskwords.totals.drop('1963'), \n", " legend = True, style = 'fivethirtyeight')\n", "\n", "# the other way: using editor()\n", "#rel_riskwords = editor(rel_riskwords.totals, skip_subcorpora = [1963])\n", "#plotter('Relative frequency of risk words', rel_riskwords.totals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perhaps we're interested in not only the frequency of risk words, but the frequency of different *kinds* of risk words. We actually already collected this data during our last `interrogator()` query.\n", "\n", "We can print just the first few entries of the results list, rather than the totals list." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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(nn risk)(nns risks)(jj risky)(vb risk)...(nn risk-evaluation)(nn risk-gd)(nn risk-hedging)(cd 410-risk)
1963 740 404 65 142... 0 1 0 1
1987 4116 1612 549 493... 0 0 0 0
1988 4049 1453 511 450... 0 0 1 0
1989 4164 1534 543 512... 0 0 0 0
1990 4223 1508 612 530... 0 0 0 0
1991 3825 1372 530 483... 0 0 0 0
1992 3578 1533 545 492... 0 0 0 0
1993 3822 1426 546 444... 0 0 0 0
1994 3837 1507 604 447... 0 0 0 0
1995 3905 1429 632 400... 0 0 0 0
\n", "

10 rows × 565 columns

\n", "
" ], "text/plain": [ " (nn risk) (nns risks) (jj risky) (vb risk) ... (nn risk-evaluation) (nn risk-gd) (nn risk-hedging) (cd 410-risk)\n", "1963 740 404 65 142 ... 0 1 0 1\n", "1987 4116 1612 549 493 ... 0 0 0 0\n", "1988 4049 1453 511 450 ... 0 0 1 0\n", "1989 4164 1534 543 512 ... 0 0 0 0\n", "1990 4223 1508 612 530 ... 0 0 0 0\n", "1991 3825 1372 530 483 ... 0 0 0 0\n", "1992 3578 1533 545 492 ... 0 0 0 0\n", "1993 3822 1426 546 444 ... 0 0 0 0\n", "1994 3837 1507 604 447 ... 0 0 0 0\n", "1995 3905 1429 632 400 ... 0 0 0 0\n", "\n", "[10 rows x 565 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# using Pandas syntax:\n", "riskwords.results.head(10)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: (nn risk) (n=204305)\n", " 1: (nns risks) (n=76105)\n", " 2: (jj risky) (n=22134)\n", " 3: (vb risk) (n=19621)\n", " 4: (jj high-risk) (n=7951)\n", " 5: (vbp risk) (n=4294)\n", " 6: (vbz risks) (n=3414)\n", " 7: (nn risk-taking) (n=2204)\n", " 8: (nnp risk) (n=1843)\n", " 9: (jj low-risk) (n=1657)\n" ] } ], "source": [ "# using quickview\n", "from corpkit import quickview\n", "quickview(riskwords.results, n = 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, let's use this data to do some more serious plotting:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "frac1 = editor(riskwords.results, '%', riskwords.totals)\n", "# alternative syntax:\n", "# frac1 = editor(riskwords.results, '%', 'self')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AAB0dHcK2zs5OWCyWoG2rBcdx2FJUhJHRUfj8HPpuWfHTf/5n9Ftt+Muv7cbn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\n/dTUNLV4knpcIlIhUtjGXQidpgaB3pR6RHgmQpoWnmnhmQZSN/F0HU8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# colormap is used for > 7 results\n", "plotter('Risk word / all risk words', frac1.results, num_to_plot = 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If `plotter()` can't find a good spot for the legend, you can explicitly move it:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WSKVSjI6OQi6Xo7GxMVvlIoQQQghZsLRqcAYGBmJCTX9/P2pra1FSUpLRghFC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\nbtMdQxobrLGoSBJEKnNxMQTKoAKDFBpNjDYx2nQxKiY1KTaI0XGMaXU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TwFBAhACgukxARXHm1yHKlqzPs7xcOM9yYvzVZW5iv+Qu9k1uWq1+if7KPxAGJkNAICwi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk word / all risk words', frac1.results, num_to_plot = 9, legend_pos = 'lower right', figsize = (8, 4))\n", "plotter('Risk word / all risk words', frac1.results, num_to_plot = 9, legend_pos = 'outside right', figsize = (8, 4)) # 'o r' for short" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "frac2 = editor(riskwords.results, '%', allwords.totals, sort_by = 'total')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BefcPIbR6SNctClGUoSE+a4J4+deuAWjj6JGVJAlSzpch5l8Led/TEMf/DOnm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\nLl++zNzcHHNzc9RqtaGe6na7zQ9+8APee+89giDg5Zdf5gt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk word / all words', frac2.results, legend_pos = 'outside right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another neat feature is the `.table` attribute of interrogations, which shows the most common `n` results in each subcorpus:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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0 (nn risk) (nn risk) (nn risk) (nn risk)... (nn risk) (nn risk) (nn risk) (nn risk)
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3 (jj risky) (vb risk) (vb risk) (vb risk)... (jj risky) (jj risky) (jj risky) (jj risky)
4 (vbp risk) (jj high-risk) (jj high-risk) (jj high-risk)... (jj high-risk) (jj high-risk) (jj high-risk) (jj high-risk)
..............................
45 (nnps risks) (nn risk-taker.) (nn risk-sharing)... (jj risk-hungry) (jj value-at-risk) (nnp at-risk) (jj risk-increasing)
46 (nn risk-assessment) (jj risk-control) (jj risk-factor)... (nns risk-models) (jj market-risk) (vb de-risk) (nn risk-prediction)
47 (jj risk-adverse) (nn risk-hedging) (jj risk-waiver)... (nnp low-risk) (jj lowest-risk) (jj risk-wary) (nn risk/benefit)
48 (nn risk-management) (nn less-risky) (nn risk-to-reward)... (jj risk-to-capital) (nnp at-risk) (jj risk-on) (jj risk-damping)
49 (nn political-risk) (jj risk-adjustment) (jj risk-adverse)... (jj risk-tolerant) (jj average-risk) (jj risk-style) (jj zero-risk)
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\n", "
" ], "text/plain": [ " 1963 1987 1988 1989 ... 2011 2012 2013 2014\n", "0 (nn risk) (nn risk) (nn risk) (nn risk) ... (nn risk) (nn risk) (nn risk) (nn risk)\n", "1 (nns risks) (nns risks) (nns risks) (nns risks) ... (nns risks) (nns risks) (nns risks) (nns risks)\n", "2 (vb risk) (jj risky) (jj risky) (jj risky) ... (vb risk) (vb risk) (vb risk) (vb risk)\n", "3 (jj risky) (vb risk) (vb risk) (vb risk) ... (jj risky) (jj risky) (jj risky) (jj risky)\n", "4 (vbp risk) (jj high-risk) (jj high-risk) (jj high-risk) ... (jj high-risk) (jj high-risk) (jj high-risk) (jj high-risk)\n", ".. ... ... ... ... ... ... ... ... ...\n", "45 (nnps risks) (nn risk-taker.) (nn risk-sharing) ... (jj risk-hungry) (jj value-at-risk) (nnp at-risk) (jj risk-increasing)\n", "46 (nn risk-assessment) (jj risk-control) (jj risk-factor) ... (nns risk-models) (jj market-risk) (vb de-risk) (nn risk-prediction)\n", "47 (jj risk-adverse) (nn risk-hedging) (jj risk-waiver) ... (nnp low-risk) (jj lowest-risk) (jj risk-wary) (nn risk/benefit)\n", "48 (nn risk-management) (nn less-risky) (nn risk-to-reward) ... (jj risk-to-capital) (nnp at-risk) (jj risk-on) (jj risk-damping)\n", "49 (nn political-risk) (jj risk-adjustment) (jj risk-adverse) ... (jj risk-tolerant) (jj average-risk) (jj risk-style) (jj zero-risk)\n", "\n", "[50 rows x 29 columns]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "riskwords.table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Customising visualisations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, `plotter()` plots the seven most frequent results, including 1963.\n", "\n", " We can use other `plotter()` arguments to customise what our chart shows. `plotter()`'s possible arguments are:\n", "\n", "| `plotter()` argument | Mandatory/default? | Use | Type |\n", "| :------|:------- |:-------------|:-----|\n", "| `title` | **mandatory** | A title for your plot | string |\n", "| `results` | **mandatory** | the results you want to plot | `interrogator()` or `editor()` output |\n", "| `num_to_plot` | 7 | Number of top entries to show | int |\n", "| `x_label` | False | custom label for the x-axis | str |\n", "| `y_label` | False | custom label for the y-axis | str |\n", "| `figsize` | (13, 6) | set the size of the figure | tuple: `(length, width)`|\n", "| `tex` | `'try'` | use *TeX* to generate image text | boolean |\n", "| `style` | `'ggplot'` | use Matplotlib styles | str: `'dark_background'`, `'bmh'`, `'grayscale'`, `'ggplot'`, `'fivethirtyeight'` |\n", "| `legend_pos` | `'default'` | legend position | str: `'outside right'` to move legend outside chart |\n", "| `show_totals` | `False` | Print totals on legend or plot where possible | str: '`legend`', '`plot`', '`both`', or 'False' |\n", "| `save` | `False` | Save to file | `True`: save as `title`.png. str: save as `str` |\n", "| `colours` | `'Paired'` | plot colours | str: any of Matpltlib's colormaps |\n", "| `cumulative` | `False` | plot entries cumulatively | bool |\n", "| `**kwargs` | False | pass other options to Pandas plot/Matplotlib | `rot = 45`, `subplots = True`, `fontsize = 16`, etc. |" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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B3r173ftdycmhQ4cwb948n2tLGY1GmEwmr3uqVCq0trZSgkMmNW7rh/i7HWBX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\nr2s0yZWvGipKngiZfBwODgYElDD09ohoP2uD4aw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk words', frac2.results, num_to_plot = 5, y_label = 'Percentage of all words')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Keyword arguments for Pandas and matplotlib can also be used:" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "23:33:18: images/risk-words.png created.\n" ] }, { "data": { "image/png": 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xFSuh6aQKsPFH0zRGpDpLxUprhUuvE6VrwsDWMAzJWalghbqZZHUdTZ6kK1Y6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\njmF1GTBZcrPJFhQ2ZzRsZVnGZSzcXVCVSaXecZgf7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FtewK4N4F59HgF/glho/KP3+Rc0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wgnWizw8nXAVBYMuWLWzfvp21a9dSUVHB1q1bAbBarVRXV7Nz584LgsK+/OUv87nPfY4lS5Zc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\ndTXLly+npqaGO+64A1EUqaysxOV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk words', frac2.results.drop('1963').T.head(5), subplots = True, \n", " layout = (4,4), figsize = (10, 10), num_to_plot = 16, kind='pie', pie_legend = True, save = True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lgoiSFVTsPvbYYwiHw8p8u83NzfB4PNi1a5cqyRHlizNpEBERUToFFbvAFwtL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\naGgIABAOh1FVVVXirIiIqJyx2CUiTXn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk words', frac2.results.drop('1963'), kind = 'bar', stacked = True, legend_pos = 'o r')" ] }, { "cell_type": "code", "execution_count": 156, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SpUvodLpc98s0ISGEEEKIXKSlpWFhYWHobgjxr1hYWJCWlpbnfgkGhBBCCCFyIVODxIsi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HtDokZk2G9RFLW6fuMVpS0zI4+tGNyci6IIoaJUN7bAluMpFM6AsjFn2a3MdCPIKtPJGvyuXw5B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\nQBmk42wzSJcyEMksKgayUHFxMT6fj0gkYrb9/vvv9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Verbal risk words', editor(frac2.results, just_entries= r'^\\(v', print_info = False).results, \n", " kind = 'area', stacked = True, legend_pos = 'o r', colours = 'Oranges', num_to_plot = 'all', \n", " fontsize = 16, tex = False, figsize = (8, 6), style = 'bmh')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "08:36:30: images/nominalisation-of-risk-emphthe-new-york-times-19872014.png created.\n" ] }, { "data": { "image/png": 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vs/mzg+aLzg6aKzo7yJefS8MrS7ZMftKzXBDOtajkvnplqTYffOryLW918qjO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\nDR7PscHj2d/7u5wfubiIf8H8+R4cALhODr3znxb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "letters = [('Adjective', 'j'),\n", " ('Noun', 'n'),\n", " ('Verb', 'v')]\n", "\n", "for label, letter in letters:\n", " riskwords = editor(riskwords.results, merge_entries = r'^\\(' + letter, newname = label, print_info = False)\n", " \n", "wordclasses = editor(riskwords.results, '%', riskwords.totals, just_entries = [n for n, l in letters], sort_by = 'total', print_info = False)\n", "\n", "plotter('Nominalisation of risk: \\emph{The New York Times}, 1987--2014', wordclasses.results.drop('1963'), \n", " kind = 'area', stacked = True, figsize = (8, 10), num_to_plot = 'all', \n", " legend_pos = 'lower right', y_label = 'Percentage of all risk words', save = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Those already proficient with Python can use Pandas' `plot()` function [(docs)](http://pandas.pydata.org/pandas-docs/stable/visualization.html) if they like." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another neat thing you can do is save the results of an interrogation, so they don't have to be run the next time you load this notebook:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " 08:35:20: Data saved: data/saved_interrogations/allwords.p\n", "\n" ] } ], "source": [ "# specify what to save, and a name for the file.\n", "from corpkit import save_result, load_result\n", "save_result(allwords, 'allwords')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can then load these results:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1963 83325\n", "1987 481830\n", "1988 450872\n", "...\n", "2012 995546\n", "2013 978308\n", "2014 623268\n", "Name: Total, Length: 29, dtype: int64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fromfile_allwords = load_result('allwords')\n", "fromfile_allwords.totals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... or erase them from memory:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fromfile_allwords = None\n", "fromfile_allwords" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `quickview()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`quickview()` is a function that quickly shows the n most frequent items in a list. Its arguments are:\n", "\n", "1. `interrogator()` or `editor()` output (preferably, the whole interrogation, not just the `.results` branch.)\n", "2. number of results to show (default = 25)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: (nn risk) (n=204305)\n", " 1: (nns risks) (n=76105)\n", " 2: (jj risky) (n=22134)\n", " 3: (vb risk) (n=19621)\n", " 4: (jj high-risk) (n=7951)\n", " 5: (vbp risk) (n=4294)\n", " 6: (vbz risks) (n=3414)\n", " 7: (nn risk-taking) (n=2204)\n", " 8: (nnp risk) (n=1843)\n", " 9: (jj low-risk) (n=1657)\n", " 10: (jj at-risk) (n=1498)\n", " 11: (jj risk-free) (n=1347)\n", " 12: (jj risk-averse) (n=1258)\n", " 13: (jj risk-taking) (n=1242)\n", " 14: (nnp risky) (n=1198)\n" ] } ], "source": [ "quickview(riskwords, n = 15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number shown next to the item is its index. You can use this number to refer to an entry when editing results.\n", "\n", "### `editor()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results lists can be edited quickly with `editor()`. It has a lot of different options:\n", "\n", " | `editor()` argument | Mandatory/default? | Use | Type |\n", " | :------|:------- |:-------------|:-----|\n", " | `df` | **mandatory** | the results you want to edit | `interrogator()` or `editor` output |\n", " | `operation` | '%' | if using second list, what operation to perform | `'+', '-', '/', '*' or '%'` |\n", " | `df2` | False | Results to comine in some way with `df` | `interrogator()` or `editor` output (usually, a `.totals` branch) |\n", " | `just_subcorpora` | False | Subcorpora to keep | list |\n", " | `skip_subcorpora` | False | Subcorpora to skip | list |\n", " | `merge_subcorpora` | False | Subcorpora to merge | list |\n", " | `new_subcorpus_name` | False | name for merged subcorpora | index/str |\n", " | `just_entries` | False | Entries to keep | list |\n", " | `skip_entries` | False | Entries to skip | list |\n", " | `merge_entries` | False | Entries to merge | list of words or indices/a regex to match |\n", " | `sort_by` | False | sort results | str: `'total', 'infreq', 'name', 'increase', 'decrease'` |\n", " | `keep_top` | False | Keep only top n results after sorting | int |\n", " | `just_totals` | False | Collapse all subcorpora, return Series | bool |\n", " | `projection` | False | project smaller subcorpora | list of tuples: [`(subcorpus_name, projection_value)]` |\n", " | `**kwargs` | False | pass options to *Pandas*' `plot()` function, *Matplotlib* | various |\n", "\n", "First, we can select specific subcorpora to keep, remove or span:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try these out on a new interrogation. The query below will get adjectival risk words:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 08:47:32: Finished! 355 unique results, 45604 total.\n", "\n", " 08:47:32: Data saved: data/saved_interrogations/adj_riskwords.p\n", "\n" ] } ], "source": [ "adj = r'/JJ.?/ < /(?i)\\brisk/'\n", "adj_riskwords = interrogator(annual_trees, 'words', adj, quicksave = 'adj_riskwords')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 3 subcorpora:\n", " 1963\n", " 1987\n", " 1988\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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..............................
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" ], "text/plain": [ " risky high-risk riskier low-risk ... medical-risk ultra-high-risk middle-risk risk-and-profit-sharing\n", "2000 784 166 75 25 ... 0 0 0 0\n", "2001 834 215 98 50 ... 0 0 0 0\n", "2002 1302 302 174 68 ... 0 0 0 0\n", "2003 1430 402 190 54 ... 0 0 0 0\n", "2004 1284 448 186 72 ... 0 0 0 0\n", "... ... ... ... ... ... ... ... ... ...\n", "2006 1296 326 184 80 ... 0 0 0 0\n", "2007 758 398 140 60 ... 0 0 0 0\n", "2008 930 338 176 82 ... 0 0 0 0\n", "2009 850 464 200 82 ... 0 0 0 0\n", "2010 872 444 194 90 ... 0 0 0 0\n", "\n", "[11 rows x 355 columns]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, span_subcorpora = [2000, 2010]).results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do similar kinds of things with each *result*:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: risky (n=22134)\n", " 1: high-risk (n=7951)\n", " 2: riskier (n=3221)\n", " 3: low-risk (n=1657)\n", " 4: at-risk (n=1498)\n", " 5: risk-free (n=1347)\n", " 6: risk-averse (n=1258)\n", " 7: risk-taking (n=1242)\n", " 8: riskiest (n=995)\n", " 9: risk-based (n=361)\n", " 10: higher-risk (n=337)\n", " 11: risk-management (n=324)\n", " 12: risk-adjusted (n=256)\n", " 13: risk-reward (n=240)\n", " 14: risk-weighted (n=186)\n", " 15: risk-benefit (n=151)\n", " 16: no-risk (n=151)\n", " 17: lower-risk (n=148)\n", " 18: highest-risk (n=148)\n", " 19: riskless (n=128)\n", " 20: moderate-risk (n=58)\n", " 21: assigned-risk (n=54)\n", " 22: risk-off (n=52)\n", " 23: risk-sharing (n=49)\n", " 24: reduced-risk (n=47)\n" ] } ], "source": [ "quickview(adj_riskwords.results)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 3 entries:\n", " riskier\n", " risk-free\n", " risk-averse\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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............
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" ], "text/plain": [ " riskier risk-free risk-averse\n", "1963 3 3 0\n", "1987 49 29 10\n", "1988 44 31 11\n", "1989 65 21 8\n", "1990 84 23 9\n", "... ... ... ...\n", "2010 194 112 72\n", "2011 162 134 90\n", "2012 172 56 90\n", "2013 148 58 70\n", "2014 86 42 36\n", "\n", "[29 rows x 3 columns]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, just_entries = [2, 5, 6]).results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the words themselves, rather than indices, for all of these operations:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 3 entries:\n", " risky\n", " riskier\n", " riskiest\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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riskyriskierriskiest
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............
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" ], "text/plain": [ " risky riskier riskiest\n", "1963 65 3 0\n", "1987 549 49 16\n", "1988 511 44 12\n", "1989 543 65 15\n", "1990 612 84 14\n", "... ... ... ...\n", "2010 872 194 38\n", "2011 798 162 32\n", "2012 770 172 36\n", "2013 710 148 54\n", "2014 380 86 34\n", "\n", "[29 rows x 3 columns]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, just_entries = ['risky', 'riskier', 'riskiest']).results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, we can use Regular Expressions:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 176 entries:\n", " risky\n", " riskier\n", " risk-free\n", " risk-averse\n", " risk-taking\n", " riskiest\n", " risk-based\n", " risk-management\n", " risk-adjusted\n", " risk-reward\n", "... and 166 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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1989 283 35 10 8... 0 0 0 0
1990 347 40 19 8... 0 0 0 0
..............................
2010 444 90 102 22... 0 0 0 0
2011 376 110 106 22... 0 0 0 0
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2013 430 106 132 26... 0 0 0 0
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29 rows × 179 columns

\n", "
" ], "text/plain": [ " high-risk low-risk at-risk higher-risk ... ultra-low-risk medical-risk ultra-high-risk middle-risk\n", "1963 2 1 0 1 ... 0 0 0 0\n", "1987 265 43 12 4 ... 0 0 0 0\n", "1988 251 38 27 8 ... 0 0 0 0\n", "1989 283 35 10 8 ... 0 0 0 0\n", "1990 347 40 19 8 ... 0 0 0 0\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 444 90 102 22 ... 0 0 0 0\n", "2011 376 110 106 22 ... 0 0 0 0\n", "2012 274 154 118 26 ... 0 0 0 0\n", "2013 430 106 132 26 ... 0 0 0 0\n", "2014 172 84 78 14 ... 0 0 0 0\n", "\n", "[29 rows x 179 columns]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# skip any that start with 'r'\n", "editor(adj_riskwords.results, skip_entries = r'^r').results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also merge entries, and specify a new name for the merged items. In lieu of a name, we can pass an index. " ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Merging 3 entries as \"New name\":\n", " riskier\n", " risk-free\n", " risk-averse\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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riskyhigh-risklow-riskat-risk...ultra-high-riskmiddle-riskrisk-and-profit-sharingNew name
1963 65 2 1 0... 0 0 0 6
1987 549 265 43 12... 0 0 0 88
1988 511 251 38 27... 0 0 0 86
1989 543 283 35 10... 0 0 0 94
1990 612 347 40 19... 0 0 0 116
..............................
2010 872 444 90 102... 0 0 0 378
2011 798 376 110 106... 0 0 0 386
2012 770 274 154 118... 0 0 0 318
2013 710 430 106 132... 0 0 0 276
2014 380 172 84 78... 0 0 0 164
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29 rows × 353 columns

\n", "
" ], "text/plain": [ " risky high-risk low-risk at-risk ... ultra-high-risk middle-risk risk-and-profit-sharing New name\n", "1963 65 2 1 0 ... 0 0 0 6\n", "1987 549 265 43 12 ... 0 0 0 88\n", "1988 511 251 38 27 ... 0 0 0 86\n", "1989 543 283 35 10 ... 0 0 0 94\n", "1990 612 347 40 19 ... 0 0 0 116\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 872 444 90 102 ... 0 0 0 378\n", "2011 798 376 110 106 ... 0 0 0 386\n", "2012 770 274 154 118 ... 0 0 0 318\n", "2013 710 430 106 132 ... 0 0 0 276\n", "2014 380 172 84 78 ... 0 0 0 164\n", "\n", "[29 rows x 353 columns]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, merge_entries = [2, 5, 6], newname = 'New name').results" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Merging 3 entries as \"risky\":\n", " risky\n", " riskier\n", " riskiest\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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high-risklow-riskat-riskrisk-free...ultra-high-riskmiddle-riskrisk-and-profit-sharingrisky
1963 2 1 0 3... 0 0 0 68
1987 265 43 12 29... 0 0 0 614
1988 251 38 27 31... 0 0 0 567
1989 283 35 10 21... 0 0 0 623
1990 347 40 19 23... 0 0 0 710
..............................
2010 444 90 102 112... 0 0 0 1104
2011 376 110 106 134... 0 0 0 992
2012 274 154 118 56... 0 0 0 978
2013 430 106 132 58... 0 0 0 912
2014 172 84 78 42... 0 0 0 500
\n", "

29 rows × 353 columns

\n", "
" ], "text/plain": [ " high-risk low-risk at-risk risk-free ... ultra-high-risk middle-risk risk-and-profit-sharing risky\n", "1963 2 1 0 3 ... 0 0 0 68\n", "1987 265 43 12 29 ... 0 0 0 614\n", "1988 251 38 27 31 ... 0 0 0 567\n", "1989 283 35 10 21 ... 0 0 0 623\n", "1990 347 40 19 23 ... 0 0 0 710\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 444 90 102 112 ... 0 0 0 1104\n", "2011 376 110 106 134 ... 0 0 0 992\n", "2012 274 154 118 56 ... 0 0 0 978\n", "2013 430 106 132 58 ... 0 0 0 912\n", "2014 172 84 78 42 ... 0 0 0 500\n", "\n", "[29 rows x 353 columns]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, merge_entries = ['risky', 'riskier', 'riskiest'], newname = 'risky').results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the merged result appears as the final column. To reorder the columns by total frequency, we can use `sort_by = 'total'`." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Merging 3 entries as \"risky/riskier/riskiest\":\n", " risky\n", " riskier\n", " riskiest\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", " 0: risky/riskier/riskiest (n=26350)\n", " 1: high-risk (n=7951)\n", " 2: low-risk (n=1657)\n", " 3: at-risk (n=1498)\n", " 4: risk-free (n=1347)\n", " 5: risk-averse (n=1258)\n", " 6: risk-taking (n=1242)\n", " 7: risk-based (n=361)\n", " 8: higher-risk (n=337)\n", " 9: risk-management (n=324)\n", " 10: risk-adjusted (n=256)\n", " 11: risk-reward (n=240)\n", " 12: risk-weighted (n=186)\n", " 13: risk-benefit (n=151)\n", " 14: no-risk (n=151)\n", " 15: lower-risk (n=148)\n", " 16: highest-risk (n=148)\n", " 17: riskless (n=128)\n", " 18: moderate-risk (n=58)\n", " 19: assigned-risk (n=54)\n", " 20: risk-off (n=52)\n", " 21: risk-sharing (n=49)\n", " 22: reduced-risk (n=47)\n", " 23: lowest-risk (n=45)\n", " 24: risk-control (n=42)\n" ] } ], "source": [ "# if we don't specify a new name, editor makes one for us\n", "generated_name = editor(adj_riskwords.results, merge_entries = ['risky', 'riskier', 'riskiest'], sort_by = 'total')\n", "quickview(generated_name.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`editor()` can sort also sort alphabetically, or by least frequent:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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acceptable-riskadvanced-riskaids-riskall-risk...weather-riskyouth-at-riskzero-political-riskzero-risk
1963 0 0 0 0... 0 0 0 0
1987 0 0 0 2... 0 0 0 0
1988 0 0 0 0... 0 0 0 1
1989 0 0 0 1... 0 0 0 1
1990 0 0 1 0... 0 0 0 0
..............................
2010 0 0 0 0... 0 0 0 2
2011 0 0 0 0... 0 0 0 2
2012 0 0 0 0... 0 0 0 2
2013 0 0 0 0... 0 0 0 0
2014 0 0 0 0... 0 0 0 2
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29 rows × 355 columns

\n", "
" ], "text/plain": [ " acceptable-risk advanced-risk aids-risk all-risk ... weather-risk youth-at-risk zero-political-risk zero-risk\n", "1963 0 0 0 0 ... 0 0 0 0\n", "1987 0 0 0 2 ... 0 0 0 0\n", "1988 0 0 0 0 ... 0 0 0 1\n", "1989 0 0 0 1 ... 0 0 0 1\n", "1990 0 0 1 0 ... 0 0 0 0\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 0 0 0 0 ... 0 0 0 2\n", "2011 0 0 0 0 ... 0 0 0 2\n", "2012 0 0 0 0 ... 0 0 0 2\n", "2013 0 0 0 0 ... 0 0 0 0\n", "2014 0 0 0 0 ... 0 0 0 2\n", "\n", "[29 rows x 355 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# alphabetically\n", "editor(adj_riskwords.results, sort_by = 'name').results" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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middle-riskrisk-waiverrisk-swappingcrime-risk...low-riskriskierhigh-riskrisky
1963 0 0 0 0... 1 3 2 65
1987 0 0 0 0... 43 49 265 549
1988 0 0 0 0... 38 44 251 511
1989 0 1 0 0... 35 65 283 543
1990 0 0 0 0... 40 84 347 612
..............................
2010 0 0 0 0... 90 194 444 872
2011 0 0 0 0... 110 162 376 798
2012 0 0 0 0... 154 172 274 770
2013 0 0 0 0... 106 148 430 710
2014 0 0 0 0... 84 86 172 380
\n", "

29 rows × 355 columns

\n", "
" ], "text/plain": [ " middle-risk risk-waiver risk-swapping crime-risk ... low-risk riskier high-risk risky\n", "1963 0 0 0 0 ... 1 3 2 65\n", "1987 0 0 0 0 ... 43 49 265 549\n", "1988 0 0 0 0 ... 38 44 251 511\n", "1989 0 1 0 0 ... 35 65 283 543\n", "1990 0 0 0 0 ... 40 84 347 612\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 0 0 0 0 ... 90 194 444 872\n", "2011 0 0 0 0 ... 110 162 376 798\n", "2012 0 0 0 0 ... 154 172 274 770\n", "2013 0 0 0 0 ... 106 148 430 710\n", "2014 0 0 0 0 ... 84 86 172 380\n", "\n", "[29 rows x 355 columns]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# least frequent\n", "editor(adj_riskwords.results, sort_by = 'infreq').results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Particularly cool is sorting by 'increase' or 'decrease': this calculates the trend lines of each result, and sort by the slope." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
riskyhigh-riskriskierat-risk...risk-arbitragestandard-riskrisklessassigned-risk
1963 65 2 3 0... 0 7 3 0
1987 549 265 49 12... 4 0 9 0
1988 511 251 44 27... 1 0 12 7
1989 543 283 65 10... 2 0 6 7
1990 612 347 84 19... 3 0 8 13
..............................
2010 872 444 194 102... 0 0 6 0
2011 798 376 162 106... 0 0 2 0
2012 770 274 172 118... 0 0 4 0
2013 710 430 148 132... 0 0 2 0
2014 380 172 86 78... 0 0 2 0
\n", "

29 rows × 355 columns

\n", "
" ], "text/plain": [ " risky high-risk riskier at-risk ... risk-arbitrage standard-risk riskless assigned-risk\n", "1963 65 2 3 0 ... 0 7 3 0\n", "1987 549 265 49 12 ... 4 0 9 0\n", "1988 511 251 44 27 ... 1 0 12 7\n", "1989 543 283 65 10 ... 2 0 6 7\n", "1990 612 347 84 19 ... 3 0 8 13\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 872 444 194 102 ... 0 0 6 0\n", "2011 798 376 162 106 ... 0 0 2 0\n", "2012 770 274 172 118 ... 0 0 4 0\n", "2013 710 430 148 132 ... 0 0 2 0\n", "2014 380 172 86 78 ... 0 0 2 0\n", "\n", "[29 rows x 355 columns]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, sort_by = 'increase').results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use `just_totals` to output just the sum of occurrences in each subcorpus:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/plain": [ "risky 22134\n", "high-risk 7951\n", "riskier 3221\n", "...\n", "lower-risk 148\n", "highest-risk 148\n", "riskless 128\n", "Name: Combined total, Length: 20, dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adj_riskwords = load_result('adj_riskwords')\n", "just_tot = editor(adj_riskwords.results, just_totals = True, keep_top = 20)\n", "just_tot.results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any edited result also has a `.query` branch, which is a dictionary containing everything used to generate the result. This even includes the original data!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2015-06=09 18:08:22\n" ] }, { "data": { "text/plain": [ "{'dataframe1': risky high-risk riskier low-risk ... medical-risk ultra-high-risk middle-risk risk-and-profit-sharing\n", " 1963 65 2 3 1 ... 0 0 0 0\n", " 1987 549 265 49 43 ... 0 0 0 0\n", " 1988 511 251 44 38 ... 0 0 0 0\n", " 1989 543 283 65 35 ... 0 0 0 0\n", " 1990 612 347 84 40 ... 0 0 0 0\n", " ... ... ... ... ... ... ... ... ... ...\n", " 2010 872 444 194 90 ... 0 0 0 0\n", " 2011 798 376 162 110 ... 0 0 0 0\n", " 2012 770 274 172 154 ... 0 0 0 0\n", " 2013 710 430 148 106 ... 0 0 0 0\n", " 2014 380 172 86 84 ... 0 0 0 0\n", " \n", " [29 rows x 355 columns],\n", " 'dataframe2': False,\n", " 'datatype': numpy.int64,\n", " 'function': 'editor',\n", " 'just_entries': False,\n", " 'just_subcorpora': False,\n", " 'just_totals': True,\n", " 'keep_stats': False,\n", " 'merge_entries': False,\n", " 'merge_subcorpora': False,\n", " 'new_subcorpus_name': False,\n", " 'newname': 'combine',\n", " 'operation': 'none',\n", " 'p': 0.05,\n", " 'print_info': True,\n", " 'projection': False,\n", " 'remove_above_p': False,\n", " 'revert_year': True,\n", " 'skip_entries': False,\n", " 'skip_subcorpora': False,\n", " 'sort_by': False,\n", " 'span_subcorpora': False,\n", " 'threshold': 'medium',\n", " 'time_started': '2015-06=09 18:08:22'}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print just_tot.query['time_started']\n", "just_tot.query" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can save and load edited interrogations the same as you would an `interrogator()` result:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: risky (n=22134)\n", " 1: high-risk (n=7951)\n", " 2: riskier (n=3221)\n", " 3: low-risk (n=1657)\n", " 4: at-risk (n=1498)\n" ] } ], "source": [ "#save_result(just_tot, 'edited_adj_riskwords')\n", "just_tot = None\n", "just_tot = load_result('edited_adj_riskwords')\n", "quickview(just_tot, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Working with `editor()` output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A handy thing about working with Pandas DataFrames is that we can easily translate our results to other formats:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "deceasing = editor(adj_riskwords.results, sort_by = 'decrease')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ",1963,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014\n", "assigned-risk,0.0,0.0,7.0,7.0,13.0,4.0,5.0,2.0,5.0,2.0,0.0,3.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0\n", "riskless,3.0,9.0,12.0,6.0,8.0,4.0,4.0,5.0,5.0,5.0,5.0,2.0,3.0,5.0,4.0,4.0,4.0,0.0,4.0,2.0,4.0,8.0,2.0,4.0,6.0,2.0,4.0,2.0,2.0\n", "standard-risk,7.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0\n", "risk-arbitrage,0.0,4.0,1.0,2.0,3.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0\n", "event-risk,0.0,0.0,0.0,9.0,5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,0.0\n", "\n" ] } ], "source": [ "# tranpose with T, get just top 5 results, print as CSV\n", "print deceasing.results.T.head().to_csv()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\\begin{tabular}{lrrrrrrrrrrrrrrrrrrrrrrrrrrrrr}\n", "\\toprule\n", "{} & 1963 & 1987 & 1988 & 1989 & 1990 & 1991 & 1992 & 1993 & 1994 & 1995 & 1996 & 1997 & 1998 & 1999 & 2000 & 2001 & 2002 & 2003 & 2004 & 2005 & 2006 & 2007 & 2008 & 2009 & 2010 & 2011 & 2012 & 2013 & 2014 \\\\\n", "\\midrule\n", "assigned-risk & 0 & 0 & 7 & 7 & 13 & 4 & 5 & 2 & 5 & 2 & 0 & 3 & 0 & 0 & 0 & 0 & 2 & 0 & 0 & 4 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n", "riskless & 3 & 9 & 12 & 6 & 8 & 4 & 4 & 5 & 5 & 5 & 5 & 2 & 3 & 5 & 4 & 4 & 4 & 0 & 4 & 2 & 4 & 8 & 2 & 4 & 6 & 2 & 4 & 2 & 2 \\\\\n", "standard-risk & 7 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n", "risk-arbitrage & 0 & 4 & 1 & 2 & 3 & 1 & 0 & 0 & 0 & 0 & 1 & 0 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n", "event-risk & 0 & 0 & 0 & 9 & 5 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 2 & 0 & 0 & 0 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\n" ] } ], "source": [ "# or, print to latex markup:\n", "print deceasing.results.T.head().to_latex()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, you can perform many of these operations at the same time. Problems may arise, however, especially if your options contradict." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Merging 6 entries as \"risk-comparative?\":\n", " riskier\n", " ever-riskier\n", " risk-transfer\n", " risker\n", " still-riskier\n", " risk-waiver\n", "\n", "Keeping subcorpora:\n", " 1990--2000\n", "\n", "Keeping 177 entries:\n", " high-risk\n", " low-risk\n", " at-risk\n", " higher-risk\n", " no-risk\n", " lower-risk\n", " highest-risk\n", " moderate-risk\n", " assigned-risk\n", " lowest-risk\n", "... and 167 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "text/html": [ "
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high-risklow-riskat-riskhigher-risk...mine-riskmedium-low-risklow-risk-passcarbon-risk
1990 26.795367 3.088803 1.467181 0.617761... 0 0 0 0
1991 24.479167 3.993056 1.475694 1.302083... 0 0 0 0
1992 19.881306 2.769535 1.285856 0.890208... 0 0 0 0
1993 19.496269 3.917910 1.492537 1.399254... 0 0 0 0
1994 15.076336 2.194656 2.290076 0.763359... 0 0 0 0
..............................
1996 14.602588 2.865065 2.402957 0.739372... 0 0 0 0
1997 13.540622 2.607823 3.209629 0.501505... 0 0 0 0
1998 14.030819 2.838605 1.216545 0.486618... 0 0 0 0
1999 14.383562 2.226027 2.140411 0.428082... 0 0 0 0
2000 13.301282 2.003205 3.365385 0.400641... 0 0 0 0
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11 rows × 177 columns

\n", "
" ], "text/plain": [ " high-risk low-risk at-risk higher-risk ... mine-risk medium-low-risk low-risk-pass carbon-risk\n", "1990 26.795367 3.088803 1.467181 0.617761 ... 0 0 0 0\n", "1991 24.479167 3.993056 1.475694 1.302083 ... 0 0 0 0\n", "1992 19.881306 2.769535 1.285856 0.890208 ... 0 0 0 0\n", "1993 19.496269 3.917910 1.492537 1.399254 ... 0 0 0 0\n", "1994 15.076336 2.194656 2.290076 0.763359 ... 0 0 0 0\n", "... ... ... ... ... ... ... ... ... ...\n", "1996 14.602588 2.865065 2.402957 0.739372 ... 0 0 0 0\n", "1997 13.540622 2.607823 3.209629 0.501505 ... 0 0 0 0\n", "1998 14.030819 2.838605 1.216545 0.486618 ... 0 0 0 0\n", "1999 14.383562 2.226027 2.140411 0.428082 ... 0 0 0 0\n", "2000 13.301282 2.003205 3.365385 0.400641 ... 0 0 0 0\n", "\n", "[11 rows x 177 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "editor(adj_riskwords.results, '%', adj_riskwords.totals, span_subcorpora = [1990, 2000], \n", " just_entries = r'^[^r]', merge_entries = r'er$', newname = 'risk-comparative?', sort_by = 'total').results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diversity of risk words" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's important to note that the kind of results we generate are hackable. We could count the number of unique risk words in each subcorpus by changing any count over 1 to 1." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "# copy our list\n", "uniques = riskwords.results.copy()\n", "# divide every result by itself\n", "for f in uniques:\n", " uniques[f] = uniques[f] / uniques[f]\n", "# get rid of inf scores (i.e. 0 / 0) using numpy\n", "uniques = uniques.replace(np.inf, 0)\n", "# sum the results\n", "u = uniques.T.sum()\n", "# give our data a name\n", "u.name = 'Unique risk words'" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0x9ZvD2/Q0Esg0gbb8q2OJCD09nywD7Osz1Agqcgo6NUHDu63LAafExy3243D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\nRpqgQ7Yi64ZlQ7AHZzDQP+a/LaAztlYVWqSeqbT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Unique risk words', u.drop(['1963', '2014']), y_label = 'Number of unique risk words', legend = True,\n", " num_to_plot = 'all')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we can see a generally upward trajectory, with more risk words constantly being used. Many of these results appear once, however, and many are nonwords. *Can you figure out how to remove words that appear only once per year?*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### conc()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`conc()` produces concordances of a subcorpus based on a Tregex query. Its main arguments are:\n", "\n", "1. A subcorpus to search *(remember to put it in quotation marks!)*\n", "2. A Tregex query" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "23:51:14: Getting concordances for data/nyt/topics/politics/1999 ... \n", " Query: /JJ.?/ << /(?i).?\\brisk.?\\b/\n", "\n", "0 , Mr. Wahid seems to be playing a risky game of free-rein leadership \n", "1 after making disastrous investments in risky securities , has a lower rating among \n", "2 That was the least risky course but one that left the initiative \n", "3 A party-line vote on witnesses is more risky politically for Republicans than \n", "4 decision to fire General Musharraf was risky ; in Pakistan , generals have ruled for \n", "5 It was a risky strategy , but Mr. Lee apparently \n", "6 As Indonesia undergoes its risky on-the-job training in democracy in the \n", "7 -- said creative legal arguments and a risky strategy of challenging some facts in \n", "8 electoral setbacks produced increasingly risky financial decisions by the county 's \n", "9 That morning , as he pursued the risky hobby of stunt flying , his plane failed\n", "10 for office , blaming the public can be risky , particularly in an age when \n", "11 focused entirely on New York City may be risky considering the audience is upstate \n", "12 The post-war problems '' will be very risky for him , '' especially in a difficult \n", "13 , continuing the lie was too risky of a strategy even for the most \n", "14 It was a high-risk gamble that ultimately paid off ; Mexico\n", "15 head and sharp analytical mind in the risky business of bond trading \n", "16 American Jews and Israel , it would be risky to draw too many long-term conclusions \n", "17 We think it 's a high-risk roll of the dice , '' he said , adding \n", "18 Queens Democrat , it is an effortless , risk-free way of keeping their names before the \n", "19 In the Milosevic era , it 's much less risky to hide money in a mattress than to \n", "20 her to this much pressure was very risky , '' one adviser said \n", "21 Putting him in that context seems a bit risky , since the image could remind viewers \n", "22 Availability is risky , his advisers say , and if not \n", "23 Englewood is less risky than Indonesia \n", "24 to the former Communists amounted to a high-risk political gamble \n", "25 Talking up the market was extremely risky , '' said Shawn Xu , chief of research \n", "26 on Belgrade from Serbian cities as both risky and likely to fail , and his aides are \n", "27 have once again begun undertaking the risky journey in leaky boats to Florida \n", "28 Naturally , that would be a risky move for Mr. Giuliani \n", "29 rebuffed , leading them to take the risky step of discussing their problem with a \n", "30 It is a risky battle plan -- a pursuit of Islamic \n", "31 The easier and less risky plan is to call the Department of \n", "32 as individual as a thumb print -- is risky , but Government officials say the new \n", "33 he said , recalling how he made his risky trip with a threat of American bombing \n", "34 But vote counting like this is risky , as long as the leanings of pivotal \n", "35 the 1980 's that committed Pakistan to a risky partnership with the United States in \n", "36 I will not allow a risky plan to become law \n", "37 adequate time or resources to such a risky project \n" ] } ], "source": [ "# here, we use a subcorpus of politics articles,\n", "# rather than the total annual editions.\n", "adj_lines = conc('data/nyt/topics/politics/1999', r'/JJ.?/ << /(?i).?\\brisk.?\\b/') # adj containing a risk word" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can set `conc()` to print only the first ten examples with `n = 10`, or ten random these with the `n = 15, random = True` parameter." ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "19:23:10: Getting concordances for data/nyt/years/2007 ... \n", " Query: /VB.?/ < /(?i).?\\brisk.?\\b/\n", "\n", "0 'll have to fight them alone and then risk having to live under the thumb of Iran \n", "1 's branch system was meant to shift risk away from the company to the federal \n", "2 beat four spades and did not want to risk taking a phantom sacrifice -- going down\n", "3 rates and sweeten the repayment -- or risk having to withdraw the offerings \n", "4 and helplessness : residents refuse to risk their lives by helping a police force \n", "5 automakers get back on stable ground or risk further cutbacks at General Motors , the\n", "6 When rooms are n't ready , hotels risk their reputations and make guests feel \n", "7 could be as they caved rather than risk drawing demagogic fire from the gun \n", "8 legitimacy even in cases when it risks the possibility of losing the prize \n", "9 Bank of Richmond , said in a speech to risk managers in North Carolina on Tuesday \n", "10 systemic risk , is a main focus for the regulator \n", "11 and pay $ 3.7 billion in taxes owed or risk being prosecuted by the government \n", "12 to get into diamonds and not willing to risk partner 's raising one spade to two \n", "13 But to risk the government for something unclear \n", "14 that to achieve great art , you must risk embarrassment \n" ] } ], "source": [ "lines = conc('data/nyt/years/2007', r'/VB.?/ < /(?i).?\\brisk.?\\b/', n = 15, random = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`conc()` takes another argument, window, which alters the amount of co-text appearing either side of the match. The default is 50 characters" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "19:23:57: Getting concordances for data/nyt/topics/health/2013 ... \n", " Query: /VB.?/ << /(?i).?\\brisk.?\\b/\n", "\n", "0 like yours would risk damaging its \n", "1 should not have to risk their health \n", "2 , they can not risk having their \n", "3 care law intact and risk a conservative \n", "4 back years after risk-reducing surgery with uterine\n", "5 prolonged pain , to risk grave injury and \n", "6 HealthCare.gov that risk the private \n", "7 what they want , you risk reigniting the \n", "8 warning that they risk scrambling hormones \n", "9 the rights and risk the well-being of \n", "10 what they do or risk having cost controls\n", "11 they were willing to risk a shutdown over it \n", "12 legislators , would risk being thwarted yet \n", "13 This case risks doing so \n", "14 happens , they risk a lawsuit like the \n" ] } ], "source": [ "lines = conc('data/nyt/topics/health/2013', r'/VB.?/ << /(?i).?\\brisk.?\\b/', n = 15, random = True, window = 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`conc()` also allows you to view parse trees. By default, it's false:" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "19:25:39: Getting concordances for data/nyt/years/2013 ... \n", " Query: /VB.?/ < /(?i)\\btrad.?/\n", "\n", "0 ) (PP (IN as) (S (ADVP (RB simply)) (VP (VBG trading) (NP (NP (CD one) (NN risk)) (PP (IN for\n", "1 curities)) (SBAR (S (NP (PRP they)) (VP (VBP trade) (CC and) (VBP hold))))))))))))) (. .)))\n", "2 S (NP (PRP they)) (VP (VBD started) (NP (VBG trading) (NNS options))))))) (. .))) \n", "3 S (NP (DT a) (JJ German) (NN bank)) (VP (VBN traded) (PP (IN in) (NP (NP (NNP New) (NNP York\n", "4 P (WDT which))) (S (NP (NNS banks)) (VP (VBP trade) (PP (IN for) (NP (PRP$ their) (JJ own) \n", "5 NP (NP (DT some) (NNS derivatives)) (VP (VBG trading) (PP (IN into) (NP (NP (JJ separate) (NN\n", "6 (S (S (NP (PRP You)) (VP (MD might) (VP (VB trade) (NP (DT a) (JJ small)) (PP (CC plus) (P\n", "7 were) (VP (ADVP (RBR more) (RB easily)) (VBN traded) (PP (IN on) (NP (DT the) (JJ public) (N\n", "8 ) (, ,) (VP (VBP say)))))) (, ,) (S (VP (VBG trading) (NP (NNS securities)))) (, ,) (S (VP (T\n", "9 (ROOT (S (NP (NNS Stocks)) (VP (VP (VBD traded) (ADJP (RB steadily) (JJR higher)) (PP (\n", "10 )) (SBAR (IN as) (S (NP (PRP they)) (VP (VBD traded) (ADJP (JJR higher))))))))))) (, ,) (NP \n", "11 NP (JJR more) (NNS derivatives)) (S (VP (VBG trading) (PRT (IN out)) (PP (IN of) (NP (DT the)\n", "12 NP (PRP We)) (VP (MD will) (RB not) (VP (VB trade) (NP (NNP Dwight) (NNP Howard)))) (. .) \n", "13 shares)) (S (VP (TO to) (VP (VB be) (VP (VBN traded) (ADVP (RB here)))))))) (, ,) (RB so) (S\n", "14 NN process))) (, ,) (NP (PRP they)) (VP (VBD traded) (S (NP (NP (PRP$ their) (NN star) (NN c\n", "15 DT which)) (S (ADVP (RB generally)) (VP (VBP trade) (PP (IN on) (S (VP (VBG developing) (NP\n", "16 or) (SBAR (IN if) (S (NP (PRP you)) (VP (VBP trade) (NP (PRP them))))))) (. .))) \n", "17 panies)) (SBAR (WHNP (WDT that)) (S (VP (VBD traded) (PP (IN in) (NP (UCP (NN oil) (CC and) \n", "18 VP (VBD became) (NP (ADJP (RB publicly) (VBN traded) ) (NNS companies)))))) (. .))) \n", "19 (WHNP (WDT that)) (S (VP (VBP have) (VP (VBN traded) (PP (RB exclusively) (IN in) (ADJP (JJ \n", "20 (NP (NNS investors)) (S (VP (TO to) (VP (VB trade) (NP (NNS options)) (PP (IN in) (NP (PRP\n", "21 DT the) (NNS bonds)) (VP (VBD were) (VP (VBG trading) (NP (NP (QP (RB around) (CD 70)) (NNS c\n", "22 or)) (, ,) (SBAR (WHNP (WP who)) (S (VP (VBD traded) (NP (NN equity) (NNS derivatives) (NNS \n", "23 SBAR (S (NP (PRP it)) (VP (VBD was) (VP (VBG trading) (S (VP (TO to) (VP (VB hedge) (NP (PRP$\n", "24 ) (ADJP (ADVP (RB still) (RB publicly)) (VBN traded) ) (NN company)) (SBAR (WHNP (WDT that)) \n", "25 (VP (VB slump) (ADVP (RB once)) (S (VP (VBG trading) (VP (VBZ begins)))))))))))))))))))))) (\n", "26 (IN in) (NP (DT a) (ADJP (RB publicly) (VBN traded) ) (NNP Dell))) (, ,) (PP (IN with) (NP (\n", "27 (IN of) (NP (NP (NNS derivatives)) (VP (VBG trading) (PP (IN in) (NP (NP (NP (NNS markets)) \n", "28 ) (JJ collateralized)) (, ,) (S (VP (VP (VBN traded) (PP (IN in) (NP (JJ liquid) (NNS market\n", "29 P (NP (JJ risky) (NNS derivatives)) (VP (VBG trading) (PP (IN at) (NP (JJ big) (NNS banks))) \n", "30 that) (S (NP (DT the) (NNS shares)) (VP (VBP trade) (ADVP (RB well)) (PP (IN on) (NP (PRP$ \n", "31 (NP (NP (NNP Iran) (POS 's)) (JJ other) (VBG trading) (NNS partners)) (SBAR (S (VP (TO to) (V\n", "32 ,) (NP (NNS creditors)) (, ,))) (S (VP (VBG trading) (SBAR (S (NP (NNS partners) (CC and) (N\n", "33 )) (PP (IN on) (NP (NP (NNS banks)) (VP (VBG trading) (PP (IN for) (NP (PRP$ their) (JJ own) \n", "34 (DT the) (NN stock)) (VP (VBD was) (VP (VBG trading) (SBAR (IN before) (S (NP (NP (NN word))\n", "35 in) (NP (DT a) (NNS derivatives))) (VP (VBG trading) (NP (NN debacle)) (PP (IN in) (NP (NNP \n", "36 )) (VP (VBZ is) (ADVP (RB already)) (VP (VBG trading) (PP (IN at) (NP (JJ low) (NNS yields)))\n", "37 s)) (NN willingness) (S (VP (TO to) (VP (VB trade) (NP (NP (DT a) (NN player)) (SBAR (S (N\n", "38 J open) (NN access)) (S (VP (TO to) (VP (VB trade) (PP (IN with) (NP (NP (DT the) (NN Cont\n", "39 (WHNP (WDT that)) (S (VP (VBP are) (VP (VBG trading) (PP (IN in) (NP (DT the) (UCP (JJ secon\n" ] } ], "source": [ "lines = conc('data/nyt/years/2013', r'/VB.?/ < /(?i)\\btrad.?/', trees = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like our other data, conc lines can be edited with `editor()`, or outputted as CSV." ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", " l m r \n", "0 ) (PP (IN as) (S (ADVP (RB simply)) (VP (VBG trading) (NP (NP (CD one) (NN risk)) (PP (IN for\n", "1 S (NP (DT a) (JJ German) (NN bank)) (VP (VBN traded) (PP (IN in) (NP (NP (NNP New) (NNP York\n", "2 (S (S (NP (PRP You)) (VP (MD might) (VP (VB trade) (NP (DT a) (JJ small)) (PP (CC plus) (P\n", "3 were) (VP (ADVP (RBR more) (RB easily)) (VBN traded) (PP (IN on) (NP (DT the) (JJ public) (N\n", "4 ) (, ,) (VP (VBP say)))))) (, ,) (S (VP (VBG trading) (NP (NNS securities)))) (, ,) (S (VP (T\n", ".. ... ... ...\n", "31 in) (NP (DT a) (NNS derivatives))) (VP (VBG trading) (NP (NN debacle)) (PP (IN in) (NP (NNP \n", "32 )) (VP (VBZ is) (ADVP (RB already)) (VP (VBG trading) (PP (IN at) (NP (JJ low) (NNS yields)))\n", "33 s)) (NN willingness) (S (VP (TO to) (VP (VB trade) (NP (NP (DT a) (NN player)) (SBAR (S (N\n", "34 J open) (NN access)) (S (VP (TO to) (VP (VB trade) (PP (IN with) (NP (NP (DT the) (NN Cont\n", "35 (WHNP (WDT that)) (S (VP (VBP are) (VP (VBG trading) (PP (IN in) (NP (DT the) (UCP (JJ secon\n", "\n", "[36 rows x 3 columns]\n" ] } ], "source": [ "lines = editor(lines, skip_entries = [1, 2, 4, 5])\n", "print lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the concordance lines aren't print well, you can use `concprinter()`:" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "0 ) (PP (IN as) (S (ADVP (RB simply)) (VP (VBG trading) (NP (NP (CD one) (NN risk)) (PP (IN for\n", "1 S (NP (DT a) (JJ German) (NN bank)) (VP (VBN traded) (PP (IN in) (NP (NP (NNP New) (NNP York\n", "2 (S (S (NP (PRP You)) (VP (MD might) (VP (VB trade) (NP (DT a) (JJ small)) (PP (CC plus) (P\n", "3 were) (VP (ADVP (RBR more) (RB easily)) (VBN traded) (PP (IN on) (NP (DT the) (JJ public) (N\n", "4 ) (, ,) (VP (VBP say)))))) (, ,) (S (VP (VBG trading) (NP (NNS securities)))) (, ,) (S (VP (T\n", "5 (ROOT (S (NP (NNS Stocks)) (VP (VP (VBD traded) (ADJP (RB steadily) (JJR higher)) (PP (\n", "6 )) (SBAR (IN as) (S (NP (PRP they)) (VP (VBD traded) (ADJP (JJR higher))))))))))) (, ,) (NP \n", "7 NP (JJR more) (NNS derivatives)) (S (VP (VBG trading) (PRT (IN out)) (PP (IN of) (NP (DT the)\n", "8 NP (PRP We)) (VP (MD will) (RB not) (VP (VB trade) (NP (NNP Dwight) (NNP Howard)))) (. .) \n", "9 shares)) (S (VP (TO to) (VP (VB be) (VP (VBN traded) (ADVP (RB here)))))))) (, ,) (RB so) (S\n", "10 NN process))) (, ,) (NP (PRP they)) (VP (VBD traded) (S (NP (NP (PRP$ their) (NN star) (NN c\n", "11 DT which)) (S (ADVP (RB generally)) (VP (VBP trade) (PP (IN on) (S (VP (VBG developing) (NP\n", "12 or) (SBAR (IN if) (S (NP (PRP you)) (VP (VBP trade) (NP (PRP them))))))) (. .))) \n", "13 panies)) (SBAR (WHNP (WDT that)) (S (VP (VBD traded) (PP (IN in) (NP (UCP (NN oil) (CC and) \n", "14 VP (VBD became) (NP (ADJP (RB publicly) (VBN traded) ) (NNS companies)))))) (. .))) \n", "15 (WHNP (WDT that)) (S (VP (VBP have) (VP (VBN traded) (PP (RB exclusively) (IN in) (ADJP (JJ \n", "16 (NP (NNS investors)) (S (VP (TO to) (VP (VB trade) (NP (NNS options)) (PP (IN in) (NP (PRP\n", "17 DT the) (NNS bonds)) (VP (VBD were) (VP (VBG trading) (NP (NP (QP (RB around) (CD 70)) (NNS c\n", "18 or)) (, ,) (SBAR (WHNP (WP who)) (S (VP (VBD traded) (NP (NN equity) (NNS derivatives) (NNS \n", "19 SBAR (S (NP (PRP it)) (VP (VBD was) (VP (VBG trading) (S (VP (TO to) (VP (VB hedge) (NP (PRP$\n", "20 ) (ADJP (ADVP (RB still) (RB publicly)) (VBN traded) ) (NN company)) (SBAR (WHNP (WDT that)) \n", "21 (VP (VB slump) (ADVP (RB once)) (S (VP (VBG trading) (VP (VBZ begins)))))))))))))))))))))) (\n", "22 (IN in) (NP (DT a) (ADJP (RB publicly) (VBN traded) ) (NNP Dell))) (, ,) (PP (IN with) (NP (\n", "23 (IN of) (NP (NP (NNS derivatives)) (VP (VBG trading) (PP (IN in) (NP (NP (NP (NNS markets)) \n", "24 ) (JJ collateralized)) (, ,) (S (VP (VP (VBN traded) (PP (IN in) (NP (JJ liquid) (NNS market\n", "25 P (NP (JJ risky) (NNS derivatives)) (VP (VBG trading) (PP (IN at) (NP (JJ big) (NNS banks))) \n", "26 that) (S (NP (DT the) (NNS shares)) (VP (VBP trade) (ADVP (RB well)) (PP (IN on) (NP (PRP$ \n", "27 (NP (NP (NNP Iran) (POS 's)) (JJ other) (VBG trading) (NNS partners)) (SBAR (S (VP (TO to) (V\n", "28 ,) (NP (NNS creditors)) (, ,))) (S (VP (VBG trading) (SBAR (S (NP (NNS partners) (CC and) (N\n", "29 )) (PP (IN on) (NP (NP (NNS banks)) (VP (VBG trading) (PP (IN for) (NP (PRP$ their) (JJ own) \n", "30 (DT the) (NN stock)) (VP (VBD was) (VP (VBG trading) (SBAR (IN before) (S (NP (NP (NN word))\n", "31 in) (NP (DT a) (NNS derivatives))) (VP (VBG trading) (NP (NN debacle)) (PP (IN in) (NP (NNP \n", "32 )) (VP (VBZ is) (ADVP (RB already)) (VP (VBG trading) (PP (IN at) (NP (JJ low) (NNS yields)))\n", "33 s)) (NN willingness) (S (VP (TO to) (VP (VB trade) (NP (NP (DT a) (NN player)) (SBAR (S (N\n", "34 J open) (NN access)) (S (VP (TO to) (VP (VB trade) (PP (IN with) (NP (NP (DT the) (NN Cont\n", "35 (WHNP (WDT that)) (S (VP (VBP are) (VP (VBG trading) (PP (IN in) (NP (DT the) (UCP (JJ secon\n", "\n" ] } ], "source": [ "from corpkit import concprinter\n", "concprinter(lines)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, you can just use Pandas syntax:" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tl\tm\tr\n", "0\t) (PP (IN as) (S (ADVP (RB simply)) (VP \t(VBG trading)\t (NP (NP (CD one) (NN risk)) (PP (IN for\n", "1\tS (NP (DT a) (JJ German) (NN bank)) (VP \t(VBN traded)\t (PP (IN in) (NP (NP (NNP New) (NNP York\n", "2\t(S (S (NP (PRP You)) (VP (MD might) (VP \t(VB trade)\t (NP (DT a) (JJ small)) (PP (CC plus) (P\n", "3\twere) (VP (ADVP (RBR more) (RB easily)) \t(VBN traded)\t (PP (IN on) (NP (DT the) (JJ public) (N\n", "4\t) (, ,) (VP (VBP say)))))) (, ,) (S (VP \t(VBG trading)\t (NP (NNS securities)))) (, ,) (S (VP (T\n", "5\t(ROOT (S (NP (NNS Stocks)) (VP (VP \t(VBD traded)\t (ADJP (RB steadily) (JJR higher)) (PP (\n", "6\t)) (SBAR (IN as) (S (NP (PRP they)) (VP \t(VBD traded)\t (ADJP (JJR higher))))))))))) (, ,) (NP \n", "7\tNP (JJR more) (NNS derivatives)) (S (VP \t(VBG trading)\t (PRT (IN out)) (PP (IN of) (NP (DT the)\n", "8\tNP (PRP We)) (VP (MD will) (RB not) (VP \t(VB trade)\t (NP (NNP Dwight) (NNP Howard)))) (. .) \n", "9\tshares)) (S (VP (TO to) (VP (VB be) (VP \t(VBN traded)\t (ADVP (RB here)))))))) (, ,) (RB so) (S\n", "10\tNN process))) (, ,) (NP (PRP they)) (VP \t(VBD traded)\t (S (NP (NP (PRP$ their) (NN star) (NN c\n", "11\tDT which)) (S (ADVP (RB generally)) (VP \t(VBP trade)\t (PP (IN on) (S (VP (VBG developing) (NP\n", "12\tor) (SBAR (IN if) (S (NP (PRP you)) (VP \t(VBP trade)\t (NP (PRP them))))))) (. .)))\n", "13\tpanies)) (SBAR (WHNP (WDT that)) (S (VP \t(VBD traded)\t (PP (IN in) (NP (UCP (NN oil) (CC and) \n", "14\tVP (VBD became) (NP (ADJP (RB publicly) \t(VBN traded)\t) (NNS companies)))))) (. .)))\n", "15\t(WHNP (WDT that)) (S (VP (VBP have) (VP \t(VBN traded)\t (PP (RB exclusively) (IN in) (ADJP (JJ \n", "16\t(NP (NNS investors)) (S (VP (TO to) (VP \t(VB trade)\t (NP (NNS options)) (PP (IN in) (NP (PRP\n", "17\tDT the) (NNS bonds)) (VP (VBD were) (VP \t(VBG trading)\t (NP (NP (QP (RB around) (CD 70)) (NNS c\n", "18\tor)) (, ,) (SBAR (WHNP (WP who)) (S (VP \t(VBD traded)\t (NP (NN equity) (NNS derivatives) (NNS \n", "19\tSBAR (S (NP (PRP it)) (VP (VBD was) (VP \t(VBG trading)\t (S (VP (TO to) (VP (VB hedge) (NP (PRP$\n", "20\t) (ADJP (ADVP (RB still) (RB publicly)) \t(VBN traded)\t) (NN company)) (SBAR (WHNP (WDT that)) \n", "21\t (VP (VB slump) (ADVP (RB once)) (S (VP \t(VBG trading)\t (VP (VBZ begins)))))))))))))))))))))) (\n", "22\t (IN in) (NP (DT a) (ADJP (RB publicly) \t(VBN traded)\t) (NNP Dell))) (, ,) (PP (IN with) (NP (\n", "23\t (IN of) (NP (NP (NNS derivatives)) (VP \t(VBG trading)\t (PP (IN in) (NP (NP (NP (NNS markets)) \n", "24\t) (JJ collateralized)) (, ,) (S (VP (VP \t(VBN traded)\t (PP (IN in) (NP (JJ liquid) (NNS market\n", "25\tP (NP (JJ risky) (NNS derivatives)) (VP \t(VBG trading)\t (PP (IN at) (NP (JJ big) (NNS banks))) \n", "26\tthat) (S (NP (DT the) (NNS shares)) (VP \t(VBP trade)\t (ADVP (RB well)) (PP (IN on) (NP (PRP$ \n", "27\t(NP (NP (NNP Iran) (POS 's)) (JJ other) \t(VBG trading)\t (NNS partners)) (SBAR (S (VP (TO to) (V\n", "28\t ,) (NP (NNS creditors)) (, ,))) (S (VP \t(VBG trading)\t (SBAR (S (NP (NNS partners) (CC and) (N\n", "29\t)) (PP (IN on) (NP (NP (NNS banks)) (VP \t(VBG trading)\t (PP (IN for) (NP (PRP$ their) (JJ own) \n", "30\t (DT the) (NN stock)) (VP (VBD was) (VP \t(VBG trading)\t (SBAR (IN before) (S (NP (NP (NN word))\n", "31\t in) (NP (DT a) (NNS derivatives))) (VP \t(VBG trading)\t (NP (NN debacle)) (PP (IN in) (NP (NNP \n", "32\t)) (VP (VBZ is) (ADVP (RB already)) (VP \t(VBG trading)\t (PP (IN at) (NP (JJ low) (NNS yields)))\n", "33\ts)) (NN willingness) (S (VP (TO to) (VP \t(VB trade)\t (NP (NP (DT a) (NN player)) (SBAR (S (N\n", "34\tJ open) (NN access)) (S (VP (TO to) (VP \t(VB trade)\t (PP (IN with) (NP (NP (DT the) (NN Cont\n", "35\t (WHNP (WDT that)) (S (VP (VBP are) (VP \t(VBG trading)\t (PP (IN in) (NP (DT the) (UCP (JJ secon\n", "\n" ] } ], "source": [ "# Because there may be commas in the concordance lines, \n", "# it's better to generate a tab-separated CSV:\n", "print lines.to_csv(sep = '\\t')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also print some `TeX`, if you're that way inclined:" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\\begin{tabular}{llll}\n", "\\toprule\n", "{} & l & m & r \\\\\n", "\\midrule\n", "0 & ) (PP (IN as) (S (ADVP (RB simply)) (VP & (VBG trading) & (NP (NP (CD one) (NN risk)) (PP (IN for \\\\\n", "1 & S (NP (DT a) (JJ German) (NN bank)) (VP & (VBN traded) & (PP (IN in) (NP (NP (NNP New) (NNP York \\\\\n", "2 & (S (S (NP (PRP You)) (VP (MD might) (VP & (VB trade) & (NP (DT a) (JJ small)) (PP (CC plus) (P \\\\\n", "3 & were) (VP (ADVP (RBR more) (RB easily)) & (VBN traded) & (PP (IN on) (NP (DT the) (JJ public) (N \\\\\n", "4 & ) (, ,) (VP (VBP say)))))) (, ,) (S (VP & (VBG trading) & (NP (NNS securities)))) (, ,) (S (VP (T \\\\\n", "5 & (ROOT (S (NP (NNS Stocks)) (VP (VP & (VBD traded) & (ADJP (RB steadily) (JJR higher)) (PP ( \\\\\n", "6 & )) (SBAR (IN as) (S (NP (PRP they)) (VP & (VBD traded) & (ADJP (JJR higher))))))))))) (, ,) (NP \\\\\n", "7 & NP (JJR more) (NNS derivatives)) (S (VP & (VBG trading) & (PRT (IN out)) (PP (IN of) (NP (DT the) \\\\\n", "8 & NP (PRP We)) (VP (MD will) (RB not) (VP & (VB trade) & (NP (NNP Dwight) (NNP Howard)))) (. .) \\\\\n", "9 & shares)) (S (VP (TO to) (VP (VB be) (VP & (VBN traded) & (ADVP (RB here)))))))) (, ,) (RB so) (S \\\\\n", "10 & NN process))) (, ,) (NP (PRP they)) (VP & (VBD traded) & (S (NP (NP (PRP\\$ their) (NN star) (NN c \\\\\n", "11 & DT which)) (S (ADVP (RB generally)) (VP & (VBP trade) & (PP (IN on) (S (VP (VBG developing) (NP \\\\\n", "12 & or) (SBAR (IN if) (S (NP (PRP you)) (VP & (VBP trade) & (NP (PRP them))))))) (. .))) \\\\\n", "13 & panies)) (SBAR (WHNP (WDT that)) (S (VP & (VBD traded) & (PP (IN in) (NP (UCP (NN oil) (CC and) \\\\\n", "14 & VP (VBD became) (NP (ADJP (RB publicly) & (VBN traded) & ) (NNS companies)))))) (. .))) \\\\\n", "15 & (WHNP (WDT that)) (S (VP (VBP have) (VP & (VBN traded) & (PP (RB exclusively) (IN in) (ADJP (JJ \\\\\n", "16 & (NP (NNS investors)) (S (VP (TO to) (VP & (VB trade) & (NP (NNS options)) (PP (IN in) (NP (PRP \\\\\n", "17 & DT the) (NNS bonds)) (VP (VBD were) (VP & (VBG trading) & (NP (NP (QP (RB around) (CD 70)) (NNS c \\\\\n", "18 & or)) (, ,) (SBAR (WHNP (WP who)) (S (VP & (VBD traded) & (NP (NN equity) (NNS derivatives) (NNS \\\\\n", "19 & SBAR (S (NP (PRP it)) (VP (VBD was) (VP & (VBG trading) & (S (VP (TO to) (VP (VB hedge) (NP (PRP\\$ \\\\\n", "20 & ) (ADJP (ADVP (RB still) (RB publicly)) & (VBN traded) & ) (NN company)) (SBAR (WHNP (WDT that)) \\\\\n", "21 & (VP (VB slump) (ADVP (RB once)) (S (VP & (VBG trading) & (VP (VBZ begins)))))))))))))))))))))) ( \\\\\n", "22 & (IN in) (NP (DT a) (ADJP (RB publicly) & (VBN traded) & ) (NNP Dell))) (, ,) (PP (IN with) (NP ( \\\\\n", "23 & (IN of) (NP (NP (NNS derivatives)) (VP & (VBG trading) & (PP (IN in) (NP (NP (NP (NNS markets)) \\\\\n", "24 & ) (JJ collateralized)) (, ,) (S (VP (VP & (VBN traded) & (PP (IN in) (NP (JJ liquid) (NNS market \\\\\n", "25 & P (NP (JJ risky) (NNS derivatives)) (VP & (VBG trading) & (PP (IN at) (NP (JJ big) (NNS banks))) \\\\\n", "26 & that) (S (NP (DT the) (NNS shares)) (VP & (VBP trade) & (ADVP (RB well)) (PP (IN on) (NP (PRP\\$ \\\\\n", "27 & (NP (NP (NNP Iran) (POS 's)) (JJ other) & (VBG trading) & (NNS partners)) (SBAR (S (VP (TO to) (V \\\\\n", "28 & ,) (NP (NNS creditors)) (, ,))) (S (VP & (VBG trading) & (SBAR (S (NP (NNS partners) (CC and) (N \\\\\n", "29 & )) (PP (IN on) (NP (NP (NNS banks)) (VP & (VBG trading) & (PP (IN for) (NP (PRP\\$ their) (JJ own) \\\\\n", "30 & (DT the) (NN stock)) (VP (VBD was) (VP & (VBG trading) & (SBAR (IN before) (S (NP (NP (NN word)) \\\\\n", "31 & in) (NP (DT a) (NNS derivatives))) (VP & (VBG trading) & (NP (NN debacle)) (PP (IN in) (NP (NNP \\\\\n", "32 & )) (VP (VBZ is) (ADVP (RB already)) (VP & (VBG trading) & (PP (IN at) (NP (JJ low) (NNS yields))) \\\\\n", "33 & s)) (NN willingness) (S (VP (TO to) (VP & (VB trade) & (NP (NP (DT a) (NN player)) (SBAR (S (N \\\\\n", "34 & J open) (NN access)) (S (VP (TO to) (VP & (VB trade) & (PP (IN with) (NP (NP (DT the) (NN Cont \\\\\n", "35 & (WHNP (WDT that)) (S (VP (VBP are) (VP & (VBG trading) & (PP (IN in) (NP (DT the) (UCP (JJ secon \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\n" ] } ], "source": [ "print lines.to_latex()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Keywords and ngrams" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`corpkit` has some functions for keywording, ngramming and collocation. Each can take a number of kinds of input data:\n", "\n", "1. a path to a subcorpus (of either parse trees or raw text)\n", "2. `conc()` output\n", "3. a string of text\n", "\n", "`keywords()` produces both keywords and ngrams. It relies on code from the [Spindle](http://openspires.oucs.ox.ac.uk/spindle/) project." ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 'risky', 508.7348199144787]\n", "[1, 'indonesia', 24.915426549820793]\n", "[2, 'gamble', 21.245832356241603]\n", "[3, 'pakistan', 20.047208167974258]\n", "[4, 'wahid', 17.22379545224529]\n", "[5, 'englewood', 17.22379545224529]\n", "[6, 'belgrade', 17.22379545224529]\n", "[7, 'undergoes', 17.22379545224529]\n", "[8, 'milosevic', 17.22379545224529]\n", "[9, 'musharraf', 17.22379545224529]\n" ] } ], "source": [ "from corpkit import keywords\n", "keys, ngrams = keywords(adj_lines, dictionary = 'bnc.p')\n", "for key in keys[:10]:\n", " print key" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also use `interrogator()` to search for keywords or ngrams. To do this, instead of a Tregex query, pass `'keywords'` or `'ngrams'`. You should also specify a dictionary to use as the reference corpus. If you specify `dictionary = 'self'`, a dictionary will be made of the entire corpus, saved, and used." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "kwds_bnc = interrogator(annual_trees, 'words', 'keywords', dictionary = 'bnc.p')" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [], "source": [ "kwds = interrogator(annual_trees, 'words', 'keywords', dictionary = 'self', quicksave = 'kwds')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, rather than a frequency count, you will be given the keyness of each word." ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: bank (n=9630)\n", " 1: bush (n=5000)\n", " 2: clinton (n=4590)\n", " 3: aid (n=4280)\n", " 4: obama (n=4030)\n", " 5: financial (n=3830)\n", " 6: mortgage (n=3710)\n", " 7: iraq (n=3370)\n", " 8: soviet (n=3310)\n", " 9: vioxx (n=3260)\n", " 10: enron (n=3260)\n", " 11: crisis (n=3230)\n", " 12: amp (n=2980)\n", " 13: loan (n=2500)\n", " 14: merck (n=2370)\n", " 15: risk (n=2280)\n", " 16: euro (n=2110)\n", " 17: drug (n=2030)\n", " 18: debt (n=1990)\n", " 19: yesterday (n=1940)\n", " 20: mccain (n=1910)\n", " 21: security (n=1890)\n", " 22: regulator (n=1840)\n", " 23: subprime (n=1740)\n", " 24: gore (n=1690)\n" ] } ], "source": [ "quickview(kwds.results)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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1963198719881989...2011201220132014
0 soviet aid dukakis soviet... bank romney jpmorgan ukraine
1 communist reagan aid saving... debt bank amp marijuana
2 treaty mallet radon gorbachev... amp euro bank email
3 kennedy homosexual soviet pill... crisis jpmorgan syria russia
4 nuclear soviet virus iraq... euro obama bush bush
..............................
45 free heterosexual saving hedge... ubs banking euro ackman
46 west class license bonn... iodine mallet soviet lab
47 selected hostage cocaine depositor... loan iraqi futter data
48 berlin ship contra hungary... contagion country guideline concussion
49 guarantee admiral infected mikhail... clinton adoboli law online
\n", "

50 rows × 29 columns

\n", "
" ], "text/plain": [ " 1963 1987 1988 1989 ... 2011 2012 2013 2014\n", "0 soviet aid dukakis soviet ... bank romney jpmorgan ukraine\n", "1 communist reagan aid saving ... debt bank amp marijuana\n", "2 treaty mallet radon gorbachev ... amp euro bank email\n", "3 kennedy homosexual soviet pill ... crisis jpmorgan syria russia\n", "4 nuclear soviet virus iraq ... euro obama bush bush\n", ".. ... ... ... ... ... ... ... ... ...\n", "45 free heterosexual saving hedge ... ubs banking euro ackman\n", "46 west class license bonn ... iodine mallet soviet lab\n", "47 selected hostage cocaine depositor ... loan iraqi futter data\n", "48 berlin ship contra hungary ... contagion country guideline concussion\n", "49 guarantee admiral infected mikhail ... clinton adoboli law online\n", "\n", "[50 rows x 29 columns]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kwds.table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's sort these, based on those increasing/decreasing frequency:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "inc = editor(kwds.results, sort_by = 'increase')\n", "dec = editor(kwds.results, sort_by = 'decrease')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and have a look:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: bank (n=9630)\n", " 1: obama (n=4030)\n", " 2: amp (n=2980)\n", " 3: bush (n=5000)\n", " 4: mortgage (n=3710)\n", " 5: vioxx (n=3260)\n", " 6: financial (n=3830)\n", " 7: crisis (n=3230)\n", " 8: yesterday (n=1940)\n", " 9: euro (n=2110)\n", " 10: jpmorgan (n=1390)\n", " 11: debt (n=1990)\n", " 12: tiger (n=1370)\n", " 13: romney (n=1120)\n", " 14: mccain (n=1910)\n" ] } ], "source": [ "quickview(inc, 15)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: soviet (n=3310)\n", " 1: aid (n=4280)\n", " 2: communist (n=510)\n", " 3: reagan (n=1510)\n", " 4: treaty (n=430)\n", " 5: kennedy (n=350)\n", " 6: clinton (n=4590)\n", " 7: peking (n=230)\n", " 8: exp (n=220)\n", " 9: gorbachev (n=990)\n", " 10: cent (n=270)\n", " 11: khrushchev (n=210)\n", " 12: fare (n=210)\n", " 13: junk (n=1230)\n", " 14: homosexual (n=630)\n" ] } ], "source": [ "quickview(dec, 15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected. Defunct states and former politicans are on the way out, while newer politicans are on the way in. We can do the same with n-grams, of course:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 04:08:41: Finished! 53594 unique results, 870715 total.\n", "\n", " 04:08:46: Data saved: data/saved_interrogations/ngms.p\n", "\n" ] } ], "source": [ "ngms = interrogator(annual_trees, 'words', 'ngrams', quicksave = 'ngms')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neat. Now, let's make some thematic categories. This time, we'll make a list of tuples, containing regexes to match, and the result names:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [], "source": [ "regexes = [(r'\\b(legislature|medicaid|republican|democrat|federal|council)\\b', 'Government organisations'),\n", "(r'\\b(empire|merck|commerical)\\b', 'Companies'),\n", "(r'\\b(athlete|policyholder|patient|yorkers|worker|infant|woman|man|child|children|individual|person)\\b', 'People, everyday'),\n", "(r'\\b(marrow|blood|lung|ovarian|breast|heart|hormone|testosterone|estrogen|pregnancy|prostate|cardiovascular)\\b', 'The body'),\n", "(r'\\b(reagan|clinton|obama|koch|slaney|starzl)\\b', 'Specific people'),\n", "(r'\\b(implant|ect|procedure|abortion|radiation|hormone|vaccine|medication)\\b', 'Treatments'),\n", "(r'\\b(addiction|medication|drug|statin|vioxx)\\b', 'Drugs'),\n", "(r'\\b(addiction|coronary|aneurysm|mutation|injury|fracture|cholesterol|obesity|cardiovascular|seizure|suicide)\\b', 'Symptoms'),\n", "(r'\\b(worker|physician|doctor|midwife|dentist)\\b', 'Healthcare professional'),\n", "(r'\\b(transmission|infected|hepatitis|virus|hiv|lung|aids|asbestos|malaria|rabies)\\b', 'Infectious disease'),\n", "(r'\\b(huntington|lung|prostate|breast|heart|obesity)\\b', 'Non-infectious disease'), \n", "(r'\\b(policyholder|reinsurance|applicant|capitation|insured|insurer|insurance|uninsured)\\b', 'Finance'),\n", "(r'\\b(experiment|council|journal|research|university|researcher|clinical)\\b', 'Research')]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's loop through out list and merge keyword and n-gram entries:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 13 entries:\n", " Government organisations\n", " Companies\n", " People, everyday\n", " The body\n", " Specific people\n", " Treatments\n", " Drugs\n", " Symptoms\n", " Healthcare professional\n", " Infectious disease\n", "... and 3 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 13 entries:\n", " Government organisations\n", " Companies\n", " People, everyday\n", " The body\n", " Specific people\n", " Treatments\n", " Drugs\n", " Symptoms\n", " Healthcare professional\n", " Infectious disease\n", "... and 3 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "# NOTE: you can use `print_info = False` if you don't want all this stuff printed.\n", "for regex, name in regexes:\n", " kwds = editor(kwds.results, merge_entries = regex, newname = name, print_info = False)\n", " ngms = editor(ngms.results, merge_entries = regex, newname = name, print_info = False)\n", "\n", "# now, remove all other entries\n", "kwds = editor(kwds.results, just_entries = [name for regex, name in regexes])\n", "ngms = editor(ngms.results, '%', ngms.totals, just_entries = [name for regex, name in regexes])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pretty nifty, eh? Welp, let's plot them:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Yu92OX/3qV9BoNDM6qitXruTOi/zfbDbD4/FgfHwcZ8+exRdffIGGhgb4fD70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\npkKXSiE7HOjMUyTkqyr6ntMkC14Yd316wkHsWWVgLMKRuo3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mVclIIO9rRBx7cfT8EOMk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\njijMn/6rGyZpVSep6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Dgf+PeA/DMNDr9fj888/dOn+mghsAqKiogFar9ThnxlvtEOIvWJZFY2MjMjIy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\n3sK62e25e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Key themes: keywords', kwds.results.drop('1963'), y_label = 'L/L Keyness', legend_pos = 'upper left')\n", "plotter('Key themes: n-grams', ngms.results, y_label = 'Percentage of all n-grams')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we can now do some pretty cool stuff in just a few lines of code. Let's concordance the top five keywords, looking at the year in which they are most key:" ] }, { "cell_type": "code", "execution_count": 782, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "1: bank, 2010\n", "\n", "22:05:52: Getting concordances for data/nyt/years/2010 ... \n", " Query: /(?i)^bank/\n", "\n", "0 world , can we demand of European banks three times more capital to cover their \n", "1 have a high risk profile and that other banks should beware \n", "2 of credit-default swaps on Anglo Irish Bank debt and would hold an auction of \n", "3 Federal bank regulators have set an April 24 deadline\n", "4 banks from moving their most risk-hungry bankers and operations to the least-regulated \n", "5 Deposit Insurance Corporation shut the bank down \n", "6 is low , and some Citigroup investment bankers and traders are threatening to leave for\n", "7 threats to `` fight '' unspecified bankers some indeterminate day \n", "8 an April 24 deadline by which Broadway Bank -- his family business turned political \n", "9 The banks are also eager to preserve their ability\n", "\n", "2: bush, 2003\n", "\n", "22:07:51: Getting concordances for data/nyt/years/2003 ... \n", " Query: /(?i)^bush/\n", "\n", "0 or worse , the concept animates Mr. Bush 's broadest thinking about a world that \n", "1 The Bush administration , which sees General \n", "2 His spokesman , Ari Fleischer , said Mr. Bush would continue working to '' put spine \n", "3 of experts has strongly criticized the Bush administration 's proposed research plan\n", "4 Mr. Bush regards this as an honor reserved for \n", "5 a significant political risk for the Bush administration \n", "6 The Bush administration has softened its demand \n", "7 One of Mr. Bush 's strengths as a politician is his \n", "8 into the political appeals of Mr. Bush and his Democratic opponent \n", "9 his close alliance with President Bush today and warned opponents of war in \n", "\n", "3: clinton, 1993\n", "\n", "22:09:44: Getting concordances for data/nyt/years/1993 ... \n", " Query: /(?i)^clinton/\n", "\n", "0 month of Joycelyn Elders , President Clinton 's nominee for Surgeon General \n", "1 '' : '' ' A Clinton -Gore Administration will encourage small\n", "2 CARS In its clean-auto program , the Clinton Administration is pursuing a new way of \n", "3 A1 CLINTON 'S PLAN FOR RUSSIA President Clinton \n", "4 power to help Mr. Yeltsin ; as Mr. Clinton said today , it will be the Russians who\n", "5 report , the organization criticized the Clinton Administration 's efforts to pressure \n", "6 said , is the conviction that Mr. Clinton 's proposed policy amounts to doing the \n", "7 While the Clintons ' plan will try to moderate the most \n", "8 say both Mr. Izetbegovic and Bush and Clinton Administration officials , validating \n", "9 from a public health standpoint , as a Clintonite -- is containing health costs , '' he \n", "\n", "4: aid, 1987\n", "\n", "22:10:52: Getting concordances for data/nyt/years/1987 ... \n", " Query: /(?i)^aid/\n", "\n", "0 Federal experts say that blood from all AIDS virus carriers must be handled with \n", "1 one-third of the population gets public aid , officials say they can not meet \n", "2 Clearly , the combination of the AIDS epidemic and medical testing \n", "3 will be visiting neighborhoods of high AIDS incidence to warn against risky behavior\n", "4 and might drive people most at risk for AIDS away from the health care system \n", "5 New Yorkers are infected with the AIDS virus , officials estimate , and more \n", "6 account for the largest number of AIDS cases and face the highest risk of \n", "7 joins the chorus with '' She Took the AIDS Test \n", "8 them at high risk for infection with the AIDS virus , according to a new study \n", "9 to reduce the risk of transmitting the AIDS virus in sexual relations \n", "\n", "5: obama, 2009\n", "\n", "22:12:10: Getting concordances for data/nyt/years/2009 ... \n", " Query: /(?i)^obama/\n", "\n", "0 when it comes to making his case , Mr. Obama should remember that `` body language \n", "1 it is absolutely necessary , '' Mr. Obama said \n", "2 Mr. Chavez 's taunts holds risks for Mr. Obama , particularly if information comes to \n", "3 bills to win Republican support , Mr. Obama and his advisers risk alienating \n", "4 on his committee before President Obama puts new pressure on lawmakers in an \n", "5 Mr. Obama 's response : to risk more such \n", "6 Mr. Obama is not usually one to avoid high-risk \n", "7 the cheering crowds may have left Mr. Obama underestimating the differences \n", "8 Now , Mr. Obama is in a tough spot \n", "9 Bank of New York -LRB- and now President Obama 's Treasury secretary -RRB- , Mr. Wessel\n" ] } ], "source": [ "import os\n", "# iterate through results\n", "for index, w in enumerate(list(kwds.results)[:5]):\n", " # get the year with most occurrences\n", " top_year = kwds.results[w].idxmax()\n", " # print some info\n", " print '\\n%d: %s, %s' % (index + 1, w, str(top_year))\n", " # get path to that subcorpus\n", " top_dir = os.path.join(annual_trees, str(top_year))\n", " # make a tregex query with token start and end defined\n", " query = r'/(?i)^' + w + r'/'\n", " # do concordancing\n", " lines = conc(top_dir, query, random = True, n = 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Collocates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can easily generate collocates for corpora, subcorpora or concordance lines:" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, u'blood', u'pressure']\n", "[1, u'breast', u'cancer']\n", "[2, u'bush', u'administration']\n", "[4, u'heart', u'disease']\n", "[9, u'last', u'week']\n", "[10, u'last', u'year']\n", "[11, u'new', u'york']\n", "[12, u'officials', u'said']\n", "[14, u'president', u'bush']\n", "[24, u'said', u'would']\n", "[26, u'take', u'risks']\n", "[27, u'united', u'states']\n", "[29, u'years', u'ago']\n" ] } ], "source": [ "from corpkit import collocates\n", "conc_colls = collocates(adj_lines)\n", "for coll in conc_colls:\n", " print coll\n", "\n", "subc_colls = collocates('data/nyt/years/2003')\n", "for coll in subc_colls:\n", " if 'risk' not in coll:\n", " print coll" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the `collocates()` function, you can specify the maximum distance at which two tokens will be considered collocates." ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, u'less', u'risky']\n", "[1, u'risky', u'plan']\n", "[2, u'risky', u'strategy']\n" ] } ], "source": [ "colls = collocates(adj_lines, window = 3)\n", "for coll in colls:\n", " print coll" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `quicktree()` and `searchtree()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two functions are useful for visualising and searching individual syntax trees. They have proven useful as a way to practice your Tregex queries.\n", "\n", "You could get trees by using `conc()` with a very large window and *trees* set to *True*. Alternatively, you can open files in the data directory directly, and paste them in.\n", "\n", "`quicktree()` generates a visual representation of a parse tree. Here's one from 1989:" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tree = '(ROOT (S (NP (NN Pre-conviction) (NN attachment)) (VP (VBZ carries) (PP (IN with) (NP (PRP it))) (NP (NP (DT the) (JJ obvious) (NN risk)) (PP (IN of) (S (VP (VBG imposing) (NP (JJ drastic) (NN punishment)) (PP (IN before) (NP (NN conviction)))))))) (. .)))'\n", "# currently broken!\n", "# quicktree(tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`searchtree()` requires a tree and a Tregex query. It will return a list of query matches." ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['carries']\n", "['Pre-conviction attachment', 'it', 'the obvious risk of imposing drastic punishment before conviction', 'the obvious risk', 'drastic punishment', 'conviction']\n" ] } ], "source": [ "from corpkit import searchtree\n", "print searchtree(tree, r'/VB.?/ >># (VP $ NP)')\n", "print searchtree(tree, r'NP')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you're familiar with the corpus and functions. In the sections below, we'll perform a formal, followed by a functional, analysis of risk. Let's start with the formal side of things:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Word classes of risk words in the NYT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In formal grammar, as we saw earlier, risk words can be nouns, verbs, adjectives and adverbs. Though we've seen that there are a lot of nouns, and that nouns are becoming more frequent, we don't yet know whether or not nouns are becoming more frequent in the NYT generally. To test this, we can do as follows:" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 09:38:19: Finished! 6 unique results, 376266 total.\n", "\n", " 09:38:19: Data saved: data/saved_interrogations/riskpos.p\n", "\n" ] } ], "source": [ "# 'any' is a special query, which finds any tag if 'pos'\n", "# and any word if 'words'.\n", "baseline = interrogator(annual_trees, 'pos', 'any', lemmatise = True, quicksave = 'baseline')\n", "riskpos = interrogator(annual_trees, 'pos', r'__ < /(?i).?\\brisk.?/', lemmatise = True, quicksave = 'riskpos')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the cell above, the `lemmatise = True` option will convert tags like `'NNS'` to `'Noun'`." ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: Noun (n=6164445)\n", " 1: Verb (n=3299115)\n", " 2: Preposition (n=2521695)\n", " 3: Determiner (n=2047470)\n", " 4: Adjective (n=1716147)\n", " 5: Adverb (n=884301)\n", " 6: Pronoun (n=833389)\n", " 7: Coordinating conjunction (n=663931)\n", " 8: to (n=543740)\n", " 9: Cardinal number (n=317706)\n" ] } ], "source": [ "quickview(baseline.results, n = 10)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: Noun (n=289209)\n", " 1: Adjective (n=45604)\n", " 2: Verb (n=41395)\n", " 3: Adverb (n=49)\n", " 4: Cardinal number (n=5)\n", " 5: x (n=4)\n" ] } ], "source": [ "quickview(riskpos.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can calculate the percentage of the time that a noun is a risk noun (and so on)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 1 subcorpora:\n", " 1963\n", "\n", "Keeping 4 entries:\n", " Noun\n", " Verb\n", " Adjective\n", " Adverb\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "open_words = ['Noun', 'Verb', 'Adjective', 'Adverb']\n", "maths_done = editor(riskpos.results, '%', baseline.results, sort_by = 'total', just_entries = open_words, skip_subcorpora = [1963])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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d1+owh/dWtmBUnYMdf8DypX9HJWcM06vxPv3RIfS7b2L5z5/J/ENCCOGHhiXB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\nRCKBZDJZsYxDW9ir3noAgLm5Obz99tt46aWXjn7BHaTWRr3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S6XStw1ixZP/XnhyD2los+39ocJQfvfQL0pkrhALt1Ee2Yhp+HC+F46VwvQyeKqBUEaUd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\nIml/lLFgPaPBegZDDQwFSr+PJ0Gjgbo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Percentage of open word classes that are risk words', maths_done.results, \n", " y_label = 'Percentage', legend_pos = 'lower left')\n", "plotter('Percentage of open word classes that are risk words', maths_done.results, \n", " y_label = 'Percentage', legend_pos = 'lower left', kind = 'area', stacked = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neat, huh? We can see that nominalisation of risk is a very real thing.\n", "\n", "Our problem, however, is that formal categories like noun and verb only take us so far: in the phrase \"risk metrics\", risk is a noun, but performs a modifier function, for example. In the next section, we interrogate the corpus for *functional*, rather than *formal* categorisations of risk words.\n", "\n", "Before we start our corpus interrogation, we'll also present a *very* brief explanation of *Systemic Functional Linguistics*—the theory of language that underlies our analytical approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Functional linguistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Functional linguistics* is a research area concerned with how *realised language* (lexis and grammar) work to achieve meaningful social functions. One functional linguistic theory is *Systemic Functional Linguistics*, developed by Michael Halliday." ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "HTML('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Central to the theory is a division between **experiential meanings** and **interpersonal meanings**.\n", "\n", "* Experiential meanings communicate what happened to whom, under what circumstances.\n", "* Interpersonal meanings negotiate identities and role relationships between speakers \n", "\n", "Halliday argues that these two kinds of meaning are realised **simultaneously** through different parts of English grammar.\n", "\n", "* Experiential meanings are made through **transitivity choices**.\n", "* Interpersonal meanings are made through **mood choices**\n", "\n", "Here's one visualisation of it. We're concerned with the two left-hand columns. Each level is an abstraction of the one below it.\n", "\n", "
\n", "\"SFL\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transitivity choices include fitting together configurations of:\n", "\n", "* Participants (*a man, green bikes*)\n", "* Processes (*sleep, has always been, is considering*)\n", "* Circumstances (*on the weekend*, *in Australia*)\n", "\n", "Mood features of a language include:\n", "\n", "* Mood types (*declarative, interrogative, imperative*)\n", "* Modality (*would, can, might*)\n", "* Lexical density—the number of words per clause, the number of content to non-content words, etc.\n", "\n", "Lexical density is usually a good indicator of the general tone of texts. The language of academia, for example, often has a huge number of nouns to verbs. We can approximate an academic tone simply by making nominally dense clauses: \n", "\n", " The consideration of interest is the potential for a participant of a certain demographic to be in Group A or Group B.\n", "\n", "Notice how not only are there many nouns (*consideration*, *interest*, *potential*, etc.), but that the verbs are very simple (*is*, *to be*).\n", "\n", "In comparison, informal speech is characterised by smaller clauses, and thus more verbs.\n", "\n", " A: Did you feel like dropping by?\n", " B: I thought I did, but now I don't think I want to\n", "\n", "Here, we have only a few, simple nouns (*you*, *I*), with more expressive verbs (*feel*, *dropping by*, *think*, *want*)\n", "\n", "> **Note**: SFL argues that through *grammatical metaphor*, one linguistic feature can stand in for another. *Would you please shut the door?* is an interrogative, but it functions as a command. *invitation* is a nominalisation of a process, *invite*. We don't have time to deal with these kinds of realisations, unfortunately." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Functional roles of *risk* in the NYT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> *A discourse analysis that is not based on grammar is not an analysis at all, but simply a running commentary on a text.* - [M.A.K. Halliday, 1994]()\n", "\n", "Our analysis proceeded according to the description of the transitivity system in *systemic functional grammar* ([SFG: see Halliday & Matthiessen, 2004](#ref:hallmat)).\n", "\n", "The main elements of the transitivity system are *participants* (the arguments of main verbs) and *processes* (the verbal group). Broadly speaking, processes can be modified by circumstances (adverbs and prepositional phrases, and participants can be modified through epithets, classifiers (determiners, adjectives, etc).\n", "\n", "> This is an oversimplification, of course. Grab a copy of the [*Introduction to Functional Grammar*](http://www.tandfebooks.com/isbn/9780203783771) to find out more.\n", "\n", "Risk words can potentially be participants, processes or modifiers.\n", "\n", "*Risk-as-participant*: any nominal argument of a process that is headed by a risk word. *Examples*:\n", "\n", "* *the big risk*\n", "* *considerable risk*\n", "* *the risk of cancer*\n", "* *risk-management*\n", "\n", "*Risk-as-process*: risk word as the rightmost component of a VP. **Examples**:\n", "\n", "* *he risked his life*\n", "* *the company could potentially risk it*\n", "\n", "*Risk-as-modifier*: any risk word that modifies a participant or process. This includes many adjectival risk words and many risk words appearing within prepositional or adverbial phrases. **Examples**:\n", "\n", "* *the chance of risk*\n", "* *risky business*\n", "* *they riskily arranged to meet*\n", "\n", "To find the distributions of these, we define three (very long and complicated) Tregex queries as sublists of titles and patterns under *query*. We then use `multiquery()` to search for each query in turn." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", " 10:25:36: Data saved: data/saved_interrogations/functional_role.p\n", "\n" ] } ], "source": [ "from corpkit import multiquery\n", "query = (['Participant', r'/(?i).?\\brisk.?/ > (/NN.?/ >># (NP !> PP !> (VP <<# (/VB.?/ < '\n", " '/(?i)\\b(take|takes|taking|took|taken|run|runs|running|ran|pose|poses|posed|posing)\\b/)))) | >># (ADJP > VP)'], \n", " ['Process', r'VP !> VP << (/VB.?/ < /(?i).?\\brisk.?/) | > VP <+(VP) (/VB.?/ < '\n", " '/(?i)(take|taking|takes|taken|took|run|running|runs|ran|put|putting|puts|pose|poses|posed|posing)/'\n", " '>># (VP < (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))'], \n", " ['Modifier', r'/(?i).?\\brisk.?/ !> (/NN.?/ >># (NP !> PP !> (VP <<# (/VB.?/ < '\n", " '/(?i)\\b(take|takes|taking|took|taken|run|runs|running|ran|pose|poses|posed|posing)\\b/)))) & !>># '\n", " '(ADJP > VP) & !> (/VB.?/ >># VP) & !> (/NN.?/ >># (NP > (VP <<# (/VB.?/ < /(?i)\\b('\n", " 'take|takes|taking|took|taken|run|runs|running|ran|pose|poses|posed|posing)\\b/))))'])\n", "functional_role = multiquery(annual_trees, query, quicksave = 'functional_role')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "ppm = editor(functional_role.results, '%', allwords.totals)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XymKBydNRk6ej77wXWpwoW+APcYjhRxIcIfqgIiJhzDgYM673+YGaGtw9Pl2H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\nAg/G0rhxLYE1a/XY2dsAs6zLP+efDT17D8krnuT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk as participant, process and modifier', ppm.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see that modifier forms are become more frequent over time, and have overtaken risk processes. Later, we determine which modifier forms in particular are becoming more common." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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V5e775+rrUZOv6LNxioTwtSGT4PQkMekrSikSExM7bVRcVlbWJvFo3V4HwOFw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\niIjoADhbjGgTn1+BT2PuJyI67hhwiIiIqOkw4BAREVHTYcA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Perhaps you want to see the result without 1963?\n", "plotter('Risk as participant, process and modifier', ppm.results.drop('1963'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Risk as participant" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> *You shall know a word by the company it keeps.* - [J.R. Firth, 1957](#ref:firth)\n", "\n", "Functionally, *risk* is most commonly a participant in the NYT. This gives us a lot of potential areas of interest. We'll go through a few here, but there are plenty of other things that we have to leave out for reasons of space." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Process types for participant risk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we need to import verbose regular expressions that match any relational, verbal or mental process." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(?i)\\b((sound{0,2}|look{0,2}|seem{0,2}|appear{0,2})(s|es|ed|ing|)|(become|becomes|became|become|becoming|appear|appears|feel|feels|felt|feeling|smell|smells|smelled|smelt|smelling|be|was|been|being|are|were|is|am|[^a-z]s|[^a-z]m|[^a-z]re|have|has|had|had|having|[^a-z]d|[^a-z]ve))\\b\n", "(?i)\\b((accede{0,2}|add{0,2}|admit{0,2}|advise{0,2}|advocate{0,2}|allege{0,2}|announce{0,2}|answer{0,2}|apprise{0,2}|argue{0,2}|ask{0,2}|assert{0,2}|assure{0,2}|attest{0,2}|aver{0,2}|avow{0,2}|bark{0,2}|beg{0,2}|bellow{0,2}|blubber{0,2}|boast{0,2}|brag{0,2}|cable{0,2}|claim{0,2}|comment{0,2}|complain{0,2}|confess{0,2}|confide{0,2}|confirm{0,2}|contend{0,2}|convey{0,2}|counsel{0,2}|declare{0,2}|demand{0,2}|disclaim{0,2}|disclose{0,2}|divulge{0,2}|emphasise{0,2}|emphasize{0,2}|exclaim{0,2}|explain{0,2}|forecast{0,2}|gesture{0,2}|grizzle{0,2}|guarantee{0,2}|hint{0,2}|holler{0,2}|indicate{0,2}|inform{0,2}|insist{0,2}|intimate{0,2}|mention{0,2}|moan{0,2}|mumble{0,2}|murmur{0,2}|mutter{0,2}|note{0,2}|object{0,2}|offer{0,2}|phone{0,2}|pledge{0,2}|preach{0,2}|predicate{0,2}|preordain{0,2}|proclaim{0,2}|profess{0,2}|prohibit{0,2}|promise{0,2}|propose{0,2}|protest{0,2}|reaffirm{0,2}|reassure{0,2}|rejoin{0,2}|remark{0,2}|remind{0,2}|repeat{0,2}|report{0,2}|request{0,2}|require{0,2}|respond{0,2}|retort{0,2}|reveal{0,2}|riposte{0,2}|roar{0,2}|scream{0,2}|shout{0,2}|signal{0,2}|state{0,2}|stipulate{0,2}|telegraph{0,2}|telephone{0,2}|testify{0,2}|threaten{0,2}|vow{0,2}|warn{0,2}|wire{0,2}|reemphasise{0,2}|reemphasize{0,2}|rumor{0,2}|rumour{0,2})(s|es|ed|ing|)|(certify|certifies|certified|certified|certifying|deny|denies|denied|denied|denying|forbid|forbids|forbade|forbidden|forbidding|foretell|foretells|foretold|foretold|foretelling|forswear|forswears|forswore|forsworn|forswearing|imply|implies|implied|implied|implying|move|moves|moved|moved|moving|notify|notifies|notified|notified|notifying|prophesy|prophesies|prophesied|prophesied|prophesying|reply|replies|replied|replied|replying|say|says|said|said|saying|specify|specifies|specified|specified|specifying|swear|swears|swore|sworn|swearing|tell|tells|told|told|telling|write|writes|wrote|written|writing))\\b\n" ] } ], "source": [ "from dictionaries.process_types import processes\n", "print processes.relational\n", "print processes.verbal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use these in our Tregex queries to look for the kinds of processes participant risks are involved in. First, let's get a count for all processes with risk participants:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", " 10:35:23: Data saved: data/saved_interrogations/proc_w_risk_part.p\n", "\n" ] } ], "source": [ "# get total number of processes with risk participant\n", "query = r'/VB.?/ ># (VP ( < (NP <<# /(?i).?\\brisk.?/) | >+(/.P$/) (VP $ (NP <<# /(?i).?\\brisk.?/))))'\n", "proc_w_risk_part = interrogator(annual_trees, 'count', query, quicksave = 'proc_w_risk_part')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relational processes with risk participant" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 10:45:21: Finished! 9 unique results, 23937 total.\n", "\n", " 10:45:21: Data saved: data/saved_interrogations/relationals.p\n", "\n" ] } ], "source": [ "# subj_query = r'/VB.?/ < %s ># (VP >+(/.P$/) (VP $ (NP <<# /(?i).?\\brisk.?/)))' % processes.relational\n", "# obj_query = r'/VB.?/ < %s ># (VP < (NP <<# /(?i).?\\brisk.?/))' % processes.relational\n", "query = r'/VB.?/ < /%s/ ># (VP ( < (NP <<# /(?i).?\\brisk.?/) | >+(/.P$/) (VP $ (NP <<# /(?i).?\\brisk.?/))))' % processes.relational\n", "relationals = interrogator(annual_trees, 'words', query, lemmatise = True, quicksave = 'relationals')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "rels = editor(relationals.results, '%', proc_w_risk_part.totals)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Xnj/wDebzj2M88jz6g7ehcD/Ggl92+Zqt0YVfYy59COOuxagRba+HpQu/wfz7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\nQa6gKFc05apDpZo4+KM6zMA37O0Ydndi9tLQ71t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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Relational processes', rels.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adjectives modifying risk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can look at adjectives that modify a participant risk." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 08:02:40: Finished! 1856 unique results, 67571 total.\n", "\n", " 08:02:40: Data saved: data/saved_interrogations/adj_modifiers.p\n", "\n" ] } ], "source": [ "query = r'/JJ.?/ > (NP <<# /(?i).?\\brisk.?/)'\n", "adj_modifiers = interrogator(annual_trees, 'words', query, lemmatise = True, quicksave = 'adj_modifiers')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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qw/nIyEhWrVpFfHw80dHWWCipqakUFBQQExPTqG1F50SWfWm1azldg3b7bETq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adj_modifiers = load_result('adj_modifiers')\n", "adj = editor(adj_modifiers.results, '%', adj_modifiers.totals)\n", "plotter('Adjectives modifying nominal risk (lemmatised)', adj.results, num_to_plot = 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yuck! That doesn't tell us much. Let's try visualising the data in a few different ways. First, let's see what the top results look like..." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: high (n=7278)\n", " 1: great (n=5143)\n", " 2: big (n=2637)\n", " 3: political (n=2226)\n", " 4: potential (n=2177)\n", " 5: financial (n=1774)\n", " 6: more (n=1674)\n", " 7: low (n=1636)\n", " 8: significant (n=1588)\n", " 9: serious (n=1422)\n", " 10: real (n=1354)\n", " 11: little (n=1125)\n", " 12: own (n=1095)\n", " 13: less (n=855)\n", " 14: substantial (n=811)\n", " 15: systemic (n=808)\n", " 16: such (n=754)\n", " 17: possible (n=693)\n", " 18: considerable (n=673)\n", " 19: other (n=669)\n", " 20: calculated (n=668)\n", " 21: huge (n=624)\n", " 22: excessive (n=611)\n", " 23: environmental (n=590)\n", " 24: risky (n=560)\n" ] } ], "source": [ "quickview(adj_modifiers.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, here are some ideas:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 1760 entries:\n", " great\n", " political\n", " potential\n", " financial\n", " significant\n", " serious\n", " little\n", " substantial\n", " systemic\n", " possible\n", "... and 1750 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 827 entries:\n", " significant\n", " substantial\n", " considerable\n", " calculated\n", " environmental\n", " additional\n", " cardiovascular\n", " unnecessary\n", " particular\n", " risk-taking\n", "... and 817 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 4 entries:\n", " more\n", " high\n", " calculated\n", " potential\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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CkYMweKhHyhSt88gtqvT09AaPrVYrVquVNWvWeKJ4r0pMTKS4uNjxeN++fYwa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UFCAoKAjz5s0b8LzR0EXVW2dnJ8rLy6FWqyGXyzF58mSjx4mhOZcYR3UjXlQ3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\nMOJCfb8r//6nKJ3tSAsKkOYt8jViHCZ8ZrPZOHXqFFevXqWwsBBnTDZ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fP56jR4+6bh3l5+e73dfd8UtKSqisrCQ3N7fBLadnn32W/Px81qxZ49p2zZo1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\nmjx/c2qAoiwLH9pZmPQ5rxVCCC69FabXE2HfkUyynCZGh2O8fsrPvsO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# remove words with five or more letters\n", "small_adjs = editor(adj_modifiers.results, '%', adj_modifiers.totals, skip_entries = r'.{5,}')\n", "\n", "plotter('Adjectives modifying nominal risk (lemmatised)', small_adjs.results, num_to_plot = 6)\n", "\n", "#get results with seven or more letters\n", "big_adjs = editor(adj_modifiers.results, '%', adj_modifiers.totals, just_entries = '.{10,}')\n", "plotter('Adjectives modifying nominal risk (lemmatised)', big_adjs.results, num_to_plot = 4)\n", "\n", "#get a few interesting points\n", "lst = ['more', 'high', 'calculated', 'potential']\n", "select_adjs = editor(adj_modifiers.results, '%', adj_modifiers.totals, just_entries = lst)\n", "plotter('Adjectives modifying nominal risk (lemmatised)', select_adjs.results, \n", " num_to_plot = 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow! What's happening with *calculated risk* in 1963? Let's modify the original Tregex query a little and use `conc()` to find out." ] }, { "cell_type": "code", "execution_count": 171, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "08:26:59: Getting concordances for data/nyt/years/1963 ... \n", " Query: /JJ.?/ < /(?i)calculated/> (NP <<# /(?i).?\\brisk.?/ ( > VP | $ VP))\n", "\n", "0 , in Cuba , Chairman Khrushchev took a calculated risk by installing long-range missiles \n", "1 Kennedy has taken a calculated risk here \n", "2 , the foreman last year , took a calculated risk and rebuilt the pitching staff with\n", "3 a study in depth had been made was a calculated risk \n", "4 This is a calculated risk , but in the light of recent \n", "5 U A.M. , `` Prayer Is a Calculated Risk \n", "6 Unite '' States is still surrounding Calculated Risk some basic forms of economic \n", "7 London took a calculated risk in gambling everything on success \n", "8 It was a calculated risk \n", "9 It took a calculated risk and its members , State Department \n" ] } ], "source": [ "### old query: r'/JJ.?/ > (NP <<# /(?i).?\\brisk.?/ ( > VP | $ VP))'\n", "calculated_risk = r'/JJ.?/ < /(?i)calculated/> (NP <<# /(?i).?\\brisk.?/ ( > VP | $ VP))'\n", "# remove '( > VP | $ VP)' from the line above to get more instances\n", "lines = conc('data/nyt/years/1963', calculated_risk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Risk of ... ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll look at risk of (noun) constructions, as in:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "11:16:24: Getting concordances for data/nyt/years/1988 ... \n", " Query: /NN.?/ >># (NP > (PP <<# /(?i)of/ > (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))\n", "\n", "0 and curettage , carry risks of blood loss , perforation of the uterus \n", "1 at many hospitals point to the risks of infection posed by crowding the sick together \n", "2 can not be corrected , the risk of loss to the department is so high that \n", "3 generalize about the relative risks of food , except in one case : '' Any food of \n", "4 The risk of hepatitis is higher , he said , because the virus \n", "5 about possible long-term risks of tretinoin used indefinitely \n", "6 industry - the risk of severe economic jolts continues to mount \n", "7 wo n't return home with the risk of chaos after a Soviet withdrawal \n", "8 supply is seriously threatened by hidden AIDS infections because people at high risk \n", "9 to lowering the risk of heart disease and preventing back problems \n", "10 insisted that the risks of a slow response to the destruction of the ozone layer \n", "11 with sons have a 9 percent lower risk of divorce or separation than parents with \n", "12 Though the risk of death remains high - the percentages vary with\n", "13 Build-to-suit reduces the risk of development to a manageable level , '' said G. Tyson\n", "14 and inattention to the rising risk of a failure of the shuttle 's rockets \n", "15 be aware of the increased risk of blood clots associated with bed rest \n", "16 is that there is now less risk of strain with a carry-on load \n", "17 to us says that the risk of this infection being transmitted in the normal course \n", "18 fraudulently misrepresented the risks of smoking and had conspired to misrepresent facts \n", "19 than seven million people at risk of starvation , appealed for aid for the refugees \n", "20 runs the risk of embarrassing Mikhail S. Gorbachev and thus slowing the very \n", "21 levels of HDL are at lower risk of heart disease , researchers have found , leading some \n", "22 worse and worse , and the risk of default is rising \n", "23 With less risk of side effects and the high prices commanded by \n", "24 assault and five counts of risk of injury to a minor \n" ] } ], "source": [ "riskofsomething = r'/NN.?/ >># (NP > (PP <<# /(?i)of/ > (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))'\n", "lines = conc('data/nyt/years/1988', riskofsomething, n = 25, random = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that singular and plural forms may be in the results: both *substance* and *substances* are returned, and would be counted as unique items.\n", "\n", "If we want to ignore the difference between singular and plural (or different inflections of a verb), we need to use a *lemmatiser*. Luckily, `interrogator()` has one built in.\n", "\n", "When lemmatisation is necessary, we can pass a `lemmatise = True` parameter to `interrogator()`.\n", "\n", "Lemmatisation requires knowing the part of speech of the input. `interrogator()` determines this by looking at the first part of the Tregex query: if it's `/JJ.?/`, the lemmatiser will be told that the word is an adjective. If the part of speech cannot be located, noun is used as a default. You can also manually pass a tag to the lemmatiser with a `lemmatag = 'n/v/r/a'` option." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 12:26:07: Finished! 3302 unique results, 50062 total.\n", "\n", " 12:26:08: Data saved: data/saved_interrogations/risk_of.p\n", "\n" ] } ], "source": [ "# Risk of (noun)\n", "risk_of = interrogator(annual_trees, 'words', riskofsomething, lemmatise = True, quicksave = 'risk_of')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6u7vl+9nbRPVEbt3SWIGjN1otJGn7aIguQLopQtht1dV5uHbl8HytJn6/Hw6H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\nmcTzzz+PEydOyCdcKBSSl34oViQSkW9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WotPp2LZtGwaDwdwXx9G1OEJ1llRrAOXl5QPuY8r7CvWj9xB3/ggxZ65dm6zk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\nQRB3hu/2BRAEQdQZH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rel_riskof = editor(risk_of.results, '%', risk_of.totals, print_info = False)\n", "plotter('Risk of (noun)', rel_riskof.results, y_label = 'Percentage of all results', \n", " legend_pos = 'upper right', kind = 'bar')\n", "plotter('Risk of (noun), 1999-2013', editor(rel_riskof.results, span_subcorpora = [1999,2013], print_info = False).results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A cautionary tale ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At one point in our investigation, we looked specifically for military risks. From these results, we saw that *risk of attack* and *risk of war* were common. So, we plotted them:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: cancer (n=3354)\n", " 1: attack (n=2699)\n", " 2: disease (n=2665)\n", " 3: death (n=1604)\n", " 4: injury (n=1294)\n", " 5: infection (n=1170)\n", " 6: loss (n=591)\n", " 7: failure (n=588)\n", " 8: problem (n=576)\n", " 9: default (n=558)\n", " 10: inflation (n=528)\n", " 11: war (n=512)\n", " 12: stroke (n=489)\n", " 13: complication (n=460)\n", " 14: damage (n=385)\n", " 15: harm (n=376)\n", " 16: transmission (n=330)\n", " 17: diabetes (n=320)\n", " 18: recession (n=318)\n", " 19: suicide (n=317)\n" ] } ], "source": [ "quickview(risk_of, n = 20)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 2 entries:\n", " attack\n", " war\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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UqFEAPProo7z33nvU1NS0Oa+mpsZ2jCfJEJUD+vkbmDMhgXvGx/H8pkP8Nf8oLRYZshJC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\n1IsqQ6XDi48P2IAfsFknJ+2OzFQ6ipK8hN4Xx7e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PT1tj3rFYDEtLS7YW2zSv8qiqio6ODmSzWcTjcaRSqbIx8dXbdu3atWZfOw8Z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\n9misWpj6XgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "military = editor(risk_of.results, '%', risk_of.totals, just_entries = ['attack', 'war'])\n", "plotter('Risk of (noun)', military.results)\n", "# barh, just for fun\n", "plotter('Risk of (noun)', military.results, kind = 'barh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " We thought it was interesting how *risk of attack* rose in frequency shortly after 9/11. So, we decided to look more closely at *risk of attack*:" ] }, { "cell_type": "code", "execution_count": 177, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "08:38:29: Getting concordances for data/nyt/years/2004 ... \n", " Query: /NN.?/ < /(?i)attack.?/ >># (NP > (PP <<# /(?i)of/ > (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))\n", "\n", "0 The group says the risk of terrorist attacks justifies more spending , and it is busy\n", "1 angina can reduce their risk of a heart attack with a variety of medications \n", "2 Re '' U.S. Warns of High Risk of Qaeda Attack '' -LRB- front page , Aug. 2 -RRB \n", "3 also bringing down the risk of heart attack , progressive heart failure and other \n", "4 , may increase the risk of a heart attack or stroke in heart bypass surgery \n", "5 Vioxx might increase the risk of heart attacks first emerged three years ago , in a \n", "6 the drug increased the risk of heart attacks and strokes in some patients \n", "7 , might increase the risk of heart attack or stroke in coronary artery bypass \n", "8 that Vioxx increased the risks of heart attacks '' supervisors immediately recognized \n", "9 a patch stood an increased risk of heart attack proved unfounded years ago \n", "10 channel said there was a greater risk of attack this month and next -- the period \n", "11 a gene that doubles the risk of heart attack and stroke among Icelanders who carry it\n", "12 assessing where the risk of a terrorist attack is greatest \n", "13 American women to the risk of heart attack and stroke , with their devastating \n", "14 a significantly higher risk of heart attacks and strokes than patients taking \n" ] } ], "source": [ "attackrisk = r'/NN.?/ < /(?i)attack.?/ >># (NP > (PP <<# /(?i)of/ > (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))'\n", "lines = conc('data/nyt/years/2004', attackrisk, n = 15, random = True) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whoops. We were wrong. Almost all occurrences actually referred to *heart attack*!" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 13:05:26: Finished! 2 unique results, 1949 total.\n", "\n", " 13:05:26: Data saved: data/saved_interrogations/terror_heart.p\n", "\n" ] } ], "source": [ "query = r'/NN.?/ < /(?i)\\b(heart|terror).?/ $ (/NN.?/ < /(?i)\\battack.?/ >># (NP > (PP <<# /(?i)of/ > (NP <<# (/NN.?/ < /().?\\brisk.?/)))))' \n", "terror_heart = interrogator(annual_trees, 'words', query, lemmatise = True, quicksave = 'terror_heart')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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a67o6gYWL1a+LS4ATH8cupnOA7hacp556Kp5xEBERpYYYzaAKEgVFkF9MvQVH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\n", 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u4TPJPbnyTPxSFPlyGMvkuVUSn2x5yAVB1sz5e/Xb+xHW5mE0os3KvcmVZ5KM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\nA4vFAqfTibq66V1QsYAn41BWYmazmfc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk of heart and terror* attack', terror_heart.results, num_to_plot = 2, legend_pos = 'upper left')\n", "plotter('Risk of heart and terror* attack', terror_heart.results, num_to_plot = 2, kind = 'area', stacked = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we were a long way off-base. This is an ever-present danger in corpus linguistics. The decontextualisation needed to investigate the lexicogrammar of texts makes it easy to misunderstand (or worse, misrepresent) the data. Though concordancing is one of the oldest tasks in the corpus linguistic playbook, it remains a fundamental one, especially in discourse-analytic investigations.\n", "\n", "> ... *why did heart attacks become a big deal in 2004, you ask? Stay tuned ...*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Processes in which risk is subject/object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we look at the kinds of predicators that occur when risk subject or object. Note that we remove *run/take/pose risk*, as these are actually verbal risks (see below)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By navigating parse trees in more complex ways, we can learn the kinds of processes risk as a participant is involved in." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 13:16:10: Finished! 1491 unique results, 99218 total.\n", "\n", " 13:16:10: Data saved: data/saved_interrogations/predicators.p\n", "\n" ] } ], "source": [ "query = (r'/VB.?/ !< /(?i)(take|taking|takes|taken|took|run|running|runs|ran|put|putting|puts|pose|poses|posing|posed)/' \\\n", " r' > (VP ( < (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))) | >+(VP) (VP $ (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))')\n", "predicators = interrogator(annual_trees, 'words', query, lemmatise = True, quicksave = 'predicators')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 1 entries:\n", " be\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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QbKP/scG+lEb6VV2vyz8A45bFmH98AmPC5F47YGuzDb39LYwfPeTU+dWIkaiJ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DS/fUnAcAEOGj0T/5r4tr1Xu5JMm4q7z00ksOKeeRRx6x+5h169YRGhpKQIC5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Processes in which risk is subject/object\n", "plotter('Processes in which risk is subject or object', editor(predicators.results, '%', predicators.totals).results, num_to_plot = 7)\n", "# skip be:\n", "plotter('Processes in which risk is subject or object', editor(predicators.results, \n", "'%', predicators.totals, skip_entries = ['be']).results, num_to_plot = 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interesting! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Risk as process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When *risk* is the main verb in a clause (e.g. *don't risk it*), it is the process. There are other kinds of risk processes, however: when risk occurs as the first object argument of certain nouns, it may be classified as a *process-range configuration* (an SFL term). Searching the data reveals four other main kinds of risk process:\n", "\n", "1. *to take risk*\n", "2. *to run risk*\n", "3. *to put at risk*\n", "4. *to pose a risk*\n", "\n", "In these cases, the expression is more or less idiomatic, and the main verb carries little semantic weight ([Eggins, 2004](#ref:eggins)). \n", "\n", "We tracked the relative frequency of each construction over time." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", " 14:16:27: Data saved: data/saved_interrogations/processes.p\n", "\n" ] } ], "source": [ "query = ([u'risk', r'VP <<# (/VB.?/ < /(?i).?\\brisk.?\\b/)'], \n", " [u'take risk', r'VP <<# (/VB.?/ < /(?i)\\b(take|takes|taking|took|taken)+\\b/) < (NP <<# /(?i).?\\brisk.?\\b/)'], \n", " [u'run risk', r'VP <<# (/VB.?/ < /(?i)\\b(run|runs|running|ran)+\\b/) < (NP <<# /(?i).?\\brisk.?\\b/)'], \n", " [u'put at risk', r'VP <<# /(?i)(put|puts|putting)\\b/ << (PP <<# /(?i)at/ < (NP <<# /(?i).?\\brisk.?/))'], \n", " [u'pose risk', r'VP <<# (/VB.?/ < /(?i)\\b(pose|poses|posed|posing)+\\b/) < (NP <<# /(?i).?\\brisk.?\\b/)'])\n", "processes = multiquery(annual_trees, query, quicksave = 'processes')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "proc_rel = editor(processes.results, '%', processes.totals)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DxhRUxhSzWSt9sjlrcwDTRiv6rf3oF5+GiEgsN30NZlzSp0BNKYXlmuvRKRkY\nmx5BlR5B3XjHeYfr6+Zm9J9/hz5TieW+R8ys2rnXtYSglt6CnpqD8adfo95/B3Xz11Bh4RdcViHE\nhZMMTpCTDE5gCsT/enT1GTPLU3rY7MR8zA6jx5kdlzPa+vKMHhswWR793hsYz/0fRFnNjE1W3wKb\ndh3rRtfWYGz+JWiNZeUPUV4mYtQuJ8Yf16LiElH/9u9mZ+Weyl7nQj+xAe04bl53nPf+c1prOHsa\njn6ELvsYXfYRVJ9FzbgEdclcMyAdJn16AvF3RgRHvXSXwZEAJ8hJgBOYguFDQTc3w7FSM8vz8WF0\n6RFobmpr0mrL8qRNNldgH8hynT2F8dRmOHEMyy3f6LfApt25daONVvQLT6EPvIrlrh+hJk37dF/l\nCYzf/xT1mctQX/yqT8GG1hq99xX03/6C+sKXUfOvA2c1lLUFM0c/NqcFUMp8n1MnodInQ0w82vYm\n+q394HahLpmLunQuTJo2pKcLCIbfmeEoGOpFApwhSgKcwBQMHwre6LOnofQwuuQIuuQDOH7U7LuT\nMfXTEVsjk/2S5dGtrehXX0Tv3Iq6Zilq8c2osLB+v093daPfewPj//6AWrICde0SKD2CsXEdaskK\nLNdceFOzPnEMY9Mvofo0aCB1EiptMiptEqROgsQR3b6f+sQxs4nu7f1QU4W6eA7q0nlw0Yx+mwFb\nt7aai8ee/MSs2/Gp/XJdXwXr78xQFwz1IgHOECUBTmAKhg+F3tDNTXC0pK1Z6wiUHAaj1dNx2czy\nTOpVs81572P/EOOJDRAdi+X21agx4/vpFXR1vrrRlScwNv4c4hKgvATLnd/1zFHUF7qlGWqqIGnU\nBQeHurIC/dYBM9g57UBlz4JRYyAmDmJizTmVYuIgOtZ8fk6daHcdOI6jT3xifj/5CZz4xAxu4hNh\nzHgoL0VNm4m68XbUqDF9ft2+GCq/M0NNMNSLBDhDlAQ4gSkYPhQuhNln5JTZh6dtbh4qymHsRDPY\naW/aGjG6V3/ItbsO/fwT6LcPmB1yL7/a732Aeqob3dSI3rHVbBpKzfRrWS6UPu1AH3oLqs5CndOc\nEdtVCy4n1LV9t4S0BTwx4KyBBjckj0eNmQBj276PGW/2w2oLhnSDG/3KNvSr21Gz5qOWLEclJA3I\naxqqvzPBLhjqRQKcIUoCnMAUDB8K/UU3NULZx59meUoPg7J4lppQmVPMZpkOo4m01uiDe9FbH0dl\nz0Ld9FWQAEnAAAAgAElEQVRU9MCsWDwc6kZrDY0NbcFOLcTGQcKIXvch0rVO9K5n0PtfRS34LOpz\nX0RZfZs9W2sNra2o0N4N1u1NvejmJnNpjCHQ8VpXn4XIqIBf5iMYfl8kwBmi5s2bx759+7zu27Nn\nD/fff3+3+/uD1IF3wfCh4C9aazjtaMvytAU9Jz8xV07PnAqpk9Cv/wuqzmC5Y7VnsryBMpzrxlf6\n7Cn09r+i330ddd0XUNcu7XYGaO1ytnWgNjtRU/YRNDdhWfOrLnMGedNjZq25CWPtD6GpEZV7I2ru\nwj7NRj2YdF0txs++h5o8HcvXvz/YxTmvYPh9kQBniOopg+PvCQelDrwLhg+FgaQbGz7N8pR+iMqc\nYv6R6uV/9/1J6sZ3+sQnGC9sgZLDZifs2fPN2bTLPvIENbicbR2ozU7UpE1GF72J3v8qlvvWo0LP\n32G8p3oxnnwMamtQ1y7FePl5KPkANf+zqGuXoOIT+/cF+5E2DHNpj6SR6PfexHL3vWbgH6CC4fdF\nJvobgsrLyzl06JBMJigCnoqIhCkzUFO6LgwrAp8aO4GQu+9D2z/C+Ptf0E//yVwzLW0yZM/CsuxW\ns3/PuU1H1yxBv/8u+u9bUF+684Lvr999HV30Jpaf/BZljSFk8nS0owKd/wLGT76JuvgK1KLPo8b3\nfr2+waJ3PQv1dahb1kDmNIy/bsZy/y+GRLNboJF31A/27NnDvHnzKCgoYNWqVTidTs+22tpajh49\nyq233kpBQUGX4wsKCrj33ntxOp3nvWZtbS3x8fH813/9F06nE5vNxo4dOzh06BBr1671WqbFixez\nd+/eAXkPhBBDj0qfTMj3f4ZlwzOErPkllttWYZl7LWrsRK9/oJVSWL72HfSbBehDb1/QPXXVGYwn\nNpgrtnfoB6SSx2G5fTWWhx+DkckYv/kxrb970AyoArRhQn/wHvqfO7Dc9f9QoaGoy68CpdCF/xzs\nog1JPmVwKisr2bRpEzk5OeTm5uJwOEhPT/dX2fps9Mf398t1Kiet8+n4BQsWkJKSQmJiomeRzfZt\nAKmpqSxYsMATxLTva18Q89ChQ7z33nvMnz//vNeET1cY3759u2fhznM5nU5qa2sHZG0sIcTQ50u2\nQcXEYfn69zA2/wrLT35jLivSS9poxXj816hrlnSagLHT9WPjUEtXoD/7BfTrr2H8dbPZEfnKRahp\nOeYIvwCYnVtXncF4/DdYvv59VKK5GKuyWLDcshJj4zr0JVcE/NIpwcanAKeoqIgHHngAu92O1WrF\n5XL5q1z9wtfApD9VV1d7DTbOJyHh02niz83gnO+aSinWrFnDxo0bWbx4MTk5Oaxfv95zzYKCArZs\n2cKSJUt8fBVCCNF3ako26spcjP/5rblQaW9Hc+16DrRGXX9zz/cIC0dduQg9LxcOvY1+ax9G/gtm\np+Qp2TAl2/yePG7AAx7d0oKx6Reoa65HTZvZudwZU1DTZqJ3Pov64lcGtFwDTRut0NwyYJ3DfWqi\nSk5O7vS8rq6uXwszHLSnTsvKyrrd52t6VWtNXl4eq1evZteuXcTHx3Ps2DHP/iVLlrB06VI2btx4\n4QUXQog+UDfcCg316PwXenW8LjmM3r3dzHj4sESFUgqVfSmWr32HkHVm/xayLoaPP8D49Y8x/t+/\nYTz+a4y9r6BPnbzQl+MT/fe/QJQVtdh7oKa++BV0wUsDVp7BoD8sxnj4+xg/+3d0w8AMTAl58MEH\nH+ztwa+//jpHjhzB5XJRWlpKU1MTGRkZfizep7z14g4LC6O5uXlA7u8Lm83G448/TmJiItnZ2Z7t\nUVFRFBUVYbFYOHr0KLt372bRokV8+OGH5OXlkZCQQGpqKhs2bKCmpobLLruMiLZI19s1bTYbeXl5\nxMfH43Q6qaysxOFwYLFYuPLKK7HZbGzYsIH09HQWLVrELbfcgtVqZdasWf32WgO1DgZbREQETU1N\ng10M4YXUzeBQFgtqag76f39nZnQSRnTa37FetLsO47f/ieW2VaiMi/p2X2sMKiUDdckVqNxlqJmX\ngTbggyL0C3no/btRI0f3aij7hdBv70fnb8Py7w92u66birSCYaD378Yye77XYwZLX39f9NlT6Cf+\niN69zZwhu7UZig6iLr6i38oYG+t9Di2fh4nn5+dTWlpKTk4Oc+bM6ZfC9YYME/dOJvoLTMEwtHK4\nkroZXMabe9HPP4Hlx7/p1OekvV601ujNv4ToGCy3r/ZrWbTWUHQQY+vjMHoMli/9W7crv1/Q9R0V\nGOvvxfKdn6DSJp//2OYmjJ98C8tXvt2lGWswXejvi25uQr/8PPqVF1BXLzbXlouIRDc2YDz8fdTi\nm7HMvbZfytjdMHGfmqgKCwvJzc3lrrvu8gQ3+fn5VFZW9r2EQgghhjzL7CtRF81AP/mY1/16/6vo\n40dRX/o3v5dFKYWaORvLQ39ATb8Y4xdrMJ7ahK7rewCsGxsxHv05atmt9BTcgNmHyPKlOzGe/pO5\nAGqQ0lqj3ynE+Mm30Ec/xvIfv8Ly+Ts82SsVEYll1Y/Qz/yPuR6aH/kU4ERHR7N7927P8/z8fGJi\nYigtLe3x3G3btnkeFxYWYrPZyM/P9+X2QgghhgB1y0pzgdVzhkfrk8fRz/4vlrt+1OcFXH0qT2gY\nlkU3YvnpH8FoxfjxNzF2v4huabnga+qnHkWNT0Vdtbj3J118BcTEofe8dMH3HUz6xDGM3/4nxt+f\nwPLlbxHyzTVeF21VE9JRN96O8dgvzOU3/MSnAMfhcFBXV4fNZgPwNFWd2/n4XEVFRRQVFXnOATz9\nSOx2u8+FFkIIEbxURCSWlT9CP/04uvIE0NZEs/mXqGW3ocanDk65YuPMuXV+8DD6vdcxfvpdc1FT\nHxkFL5szdn/5Wz6N2FJKYbnlG+jtT/VLFmmgaHcdxtN/wnjkflT2LCw/+R1q+mfOe4666nMweiz6\nmf/1W7l8CnAyMzNZtmwZMTHmZEsulwurtedx+x0reP/+/Z7zk5OTPcGSEEKI4UOlZKCWrsDY/Et0\nSzMNf30ckkairvYh4+Gvso1PxfK9n2K56asYT22m9XcPoY/Z0XUudL0b3VCPbmxENzejW1rQRuun\no2DLS9B/+wuW1fd326n4vPeekI66dC5621P9/bL8Qh+xYTx0DzTUY3nov7HkLuvVEixKKSxf/ba5\nnMfbB/xSNp/mwdm/fz+vvPIKGRkZOBwO3G63Z+ROdxP+2e12srOzeeEFc2ig2+32BDjgfXSUEEKI\noU9duxRd/A7Gfz9M04lPzI7HATApH7T9Yz7zMixZF6Nf3YHx+4egsdEcgaU1GEaHx9p8rBRYQlBf\n/x5q7IQLv/ey2zF+8k30gs8F7PITuqUZ/cKT6AP/xPLVb6OyfR+dq6wxWFb+EGPDf2FJzUSNGN2v\nZfQpwLn99ttxOByeJqk5c+aQn59PZmZmt+d4mwwwUKfRFkIIMXCUUlju/C7GL/8D67fW0BATN9hF\n6kKFhqGu+zxc9/nzHqe1NoMdtE/z9ni9Z9vszMbWP2H594cCJuhrp09+grH5V5CQZK4PFpfQ80nd\nUJlTUdd9HmPzL7H8cG2/LsDr81pU7cFNZWUlhw4dIjc3t8fsTUfR0dGeoKeurq7b8etCCCGGPhUb\nT8hD/01Y1vn7bAQ6pZQ5108fgxvP9a5aDFVn4L03+uV6/UFrjbHnHxjr70XNX4Tl2w/0Kbhpp677\nAkRGobf3b7Ocz2tRPf/8857nLpfrvMsROBwOHA4HLpcLl8uF3W5n7ty5lJSUkJ2dTWVlJTk5OV3O\nKy4upri42PN8+fLlXgOhkJAQQvsx2gtGgz0PjsViISSkf36hh5Lw8HAJ3gOU1E1gknrpqvlr36b+\nf39PzJwFqLDwQSlDe70Yzmrcm36JPu3A+tAfCOnnjuDGd35M7X13EXnx5YRlX+rz+Vu3bvU8zsrK\nIisry7eJ/vLy8jwBSk5ODnV1db1abDM/P59t27bx/e9/n7S0NPLz80lOTsbhcJCbm9ure3ub6E/I\npGWBSuolcEndBCapF+9a//AzCAlBZUyB+CRUfCIkJEF8Elij/d58FRsbi7NwD8aff4e6/CrUjXeg\nwsL8ci/9wXvmgqQ+Lsra3UR/PgU4drud9PR0CgsLmTNnjuf5QJAAxzv5UAhMUi+BS+omMEm9eKed\nVejC16CmCqrPomvOmo9rzkJLC8Qnml8JSajRY1GzroSJGf0S+OjmJsK2/5XGwn9hufO7AzLDsvH3\nLeiyj7B8t/eLsvZLgFNUVER+fj533HGHp6nqrrvu6u3pfSIBjnfyoRCYpF4Cl9RNYJJ68Z1ubDAD\nneoqM/D5pAz9+msQEYmaczXqsqtQI0b5ds3mZvjoELroIPqdQsImTaP1tlWo6IFpPtStrRi/XIPK\nmIq6aAa0NKNbmqGlGZrbvnuet0BLMxO++x9er+XzWlTtioqKiI2NlQzOIJMPhcAk9RK4pG4Ck9RL\n/9Baw8cfoAv/hX5rH0xIM5uWLp2HskZ7P6f6LNp2EG07CIeLYFwKKnsWKmc2sdOyvY6G9utrOHsK\n48nHzKH4YWGo0DBo/woLg9DQTs8n3Pltr9e54ABnoEmA4518KAQmqZfAJXUTmKRe+p9ubgbbQYzX\n/wUfFKGmfwY152rIugSOl5mT7BUdhFMnUFmXQPYs1IxLULHxnmsEQ71010Tl0xCkjn1u2mcgPncY\nuBBCCCEGnwoLg0uuIOSSK8xZmN/ai/Hy3+HR9TBqDCpnNpYv3QmZ0/p1/plA4dMr6jhjcXZ2Nvn5\n+RLgCCGEEAFORcegFnwOFnwO3VCPiowa7CL5Xa8CnPz8fPLz86mrq/N0Lo6JiWHOnDl+LZwQQggh\n+tdwCG6glwFObm4uV1xxBQ6Hg4yMDM92t9vtt4IJIYQQQlyoXjdRRUdHM2bMGGw2G263G601NpuN\nlStX+rN8QgghhBA+86kPzpYtWxgzZgxgDkVzOBx+KZQQQgghRF/4FOBcccUVnToVL1q0qN8LJIQQ\nQgjRVz6vJl5ZWYnb7cbtdnPgwAF/lEkIIYQQok98yuBs2rSJ5ORkz3OHw8HChQv7vVBCCCGEEH3h\nU4CzcuVKcnJyPM9LS0v7vUBCCCGEEH3lUxPVmDFjePjhh9m2bRtut9vvy7QLIYQQQlwInzI4RUVF\nPPDAA9jtdqxW64AvwCWEEEII0Rs+ZXA69r8BqKur69fCCCGEEEL0B58X22zP3pSUlPirTEIIIYQQ\nfeJTBmfZsmVYrVZKS0uJiYkhNzfXX+USQgghhLhgPmdwSktLueuuu3C73djtds/q4kIIIYQQgcLn\nif4+//nPA0gnYyGEEEIELJ8CHJfLxejRoz3PpZOxEEIIIQKRT01UDoeDoqIiMjMzKSkpITY21l/l\nEkIIIYS4YD4FOLm5uRQWFlJSUkJmZiZz5szxV7mEEEIIIS6YTwGO2+1mzpw5EtgIIYQQIqD51Afn\n0Ucf9fkGhYWF2Gw2Nm3a1GVbfn6+z9cTQgghhOiJTwHOokWLKCsr8zzfvXv3eY+32WzYbDays7Op\nrKz0DDMHyM7OBsyh50IIIYQQ/cmnJqpNmzaRnJzsGR7ucDhYuHBht8dnZ2d7AhmXy0V6ejpbtmzh\nM5/5DGAu/WCz2WQuHSGEEEL0K58CnJUrV5KTk+N53p6NOR+3201+fr5n/hy3201MTIxnf21trS9F\nEEIIIYTokU8BzpgxY3j44YfJyckhNzcXpVSP51itVpYtW8bDDz9MRkYGAFrr855TXFxMcXGx5/ny\n5ctlSHo3wsPD5b0JQFIvgUvqJjBJvQSmYKmXrVu3eh5nZWWRlZXlW4BTVFTEAw884Flws6eZjEtL\nS1FKkZ6eTnp6OoWFhURHR3vOq6ur8/rGtReuI8n0eBcbGyvvTQCSeglcUjeBSeolMAVDvcTGxrJ8\n+fIu233qZJycnNzpeU8zGR86dKhTMJOcnMzcuXNxOBwAVFZWdmryEkIIIYTvmloN3jtZx2l3c4+t\nJMOFz4tttmdvSkpKejw+NzeX/fv343A4iImJ4fLLLwegpKQEm82G1WolLS3tggouhBBiYDW1GuS9\nd5pjNY3cv2ACYSE9d1MQ/nfc2cQv9h5Ha6iqb0ED6YkRpCdGkp4YQUZiJOPjwgmxDK/6UtrHUC8/\nP5/S0lJycnIGdMK/ioqKAbtXMAmG9OFwJPUSuKRuLkxZVQO/3n+CcbHhNLUajIkN565ZyT2f2EtS\nLxfmn6U1/M/bldyWM5LPTU4AoKqhFfvZBkqrGrBXNWKvauC0u4WU+AgykiJIS4hkbGwYY2LCGRUd\ndt5ANRjqZdy4cV639yqD43a7qaysJC0tjdzc3H4tmBBCiMBlaM0LH5zlb++f5c5LRnNNehx1zQY/\n2FXGv0ZEcnV6/GAXcViqbzZ47M2TfHSmgZ8tnEhaYqRnX1JUKEnjY7h0/Kcjlt3NrRytbsRe1UhZ\nVSOFn9TicDVzxt1CUlQIyTHhJMeEMSYmjOSYcMa0PR6M/sWNLQafOJvISIzo1WCm7vQY4NhsNn79\n618TExODUorf//73F3wzIYQQweNUXTO/PXACw9D88nOpJMeEAxATHsL9C8bz493HSEuI6PTHVfhf\n6dkGfrG3gmmjovjV4jQiQ3vuTmsNC2HaKCvTRlk7bW8xNKfrmjnpasbhauakq4nCY7WcdDVzsraJ\njJFWlkyO57LxMX5v4iqvbuSlj6t5rcxJRIgiOiyEG6clsiAtjrAQn7oMA71oosrLy+P2228HzIn9\nbDbboGRxpInKu2BIHw5HUi+BS+qmZ1prXitz8j9vVbJsWhJfmJbk9Y/bv+w1PFV0ml8tTiMmPKRP\n95R66ZnWmp0fVvNX22m+fulov2fPWg3Nu6da+Os7x3E2trJ0SiILM+OxhvWtrjtqbDHYV17LSx9V\nU1nXTG5mPLmZ8YyODuPdk26e/+AsR6sbWXJRAp+bnEhsRNd7X3ATVWZmpudxcnKyLK0ghBBDWG1j\nK4++eZKyqkYevHYiGUndZ2euTo/nwzMN/HZ/BWuumoClD80J4vxqG1v5Q+EJTrubWX9dKuPiwv1+\nzxCL4upJSVyaHMbhU/VsO3yWp22nWZiZwNIpiYyKDrvga5dVNfBySQ177DVcNDKKL05PYtY5WaKL\nx0Zz8dhoyqoaeOHwWe7eVsJVaXHcMDWJsbE9v36fRlEBREdHf1rAsjIZBSWEEEPEuyfq+H3hCa6Y\nGMuvF48lohdNH3dePJof7y7n2UNnWJ490ud7Nrca/NPu5LPToy6kyMPC+5Vufr2vgitSYvnRleMu\nqLmmr6aOimLqqPE4XE3sOFLF93bayRkTzY3Tkpgy8vx119Rq4GoycDW18tHpel76uIbTdc3kTorn\nN9en9xgopSVG8t0rxnHG3cyOI1X86KWjzBht5fPTkpg6qvt799hEdd9993lmIAZz7prRo0cD5rDx\ndevWnbdg/UWaqLyTtG5gCtZ6MbSmqVXT1GLQ2KppbDFoavve2KppbDVobNE0dfx+znFNvTguNiKE\nCXHhTIyPYEJcOBPiw5kYF0GMl/RzfwvWuukPjS0GVfUtnK1v4Yzb/N7+dbquGUddM9+ZM5bPjI3u\n+WIdnHE388N/HOWeOWO4ZFxMzye0+eCUm/8uPAmANSKUH181nrgB+BkIBlprDp+uJ7+khoPHXXz7\n8rHMntD797a/dPf74m5uJb+khhePVJEQGcJFI6JwNbXiajKoa2rF1dRKbdtjQ0NMuIWY8BDGx4WT\nmxnPpeMuvE9PfbNBfkk1249UkRgZyhN3XuH1uB4zOKNHj+52Mr6eZjIWQvSd1ppmQ9PUYgYOnQKO\ncwKKjs/bj+8YYHQJXM45rsXQhIcowkMtRIQowkMsRIQqIkIshLd/D1FEtO2PCDWfR4eFkBT16fNO\nx4W2XaftuuEhiuqGFj6paeITZxPFlW5e+riaT2qaiAhVTIiPYGJb0JOWEMmkEZG96kQZyE7UNlFe\n3UhiVChJ1lASI0MHZE6So9WNPFd8BntVA2frW2ho0eYIm7ZyjGh7nJ4YQVJUKJlJkURfQF+aEdYw\nfnjlONYXHOcXn/20M3J36psNnnjvFPvLa1k5azRzJ8byVHEND+SX89NrJ5IQ5XPjgofWmldKanC4\nmvn8tCSvfTYCWXV9C6/aa9hdUoOhYVFmPF9ekk5C5IW/J/5gDQth2dQkllyUyBvHXVS6mklPjCAm\nPISY8BCiwy3ERJiPI0JUn0ZDnSsqzMINU5O4/qJE3qroPg7pMYPTMWPjy77+Jhkc74bzf6ODrdXo\nmqloDxgs4ZFUu+q6ZECavB3vJVPS1OH4plaNRalOgYInkDhPIHK+47oLXML7+YPIF1prztSbgc+x\nmkY+cTZhr2qgrKqR8XHhTBkZxUUjo5gyMopxsWEXXM6B+p1pbDE4cKyWV0pqOFbdyKQRkVQ3tHLW\n3YyzsZW4SDO4GNEh0EiyhjI2Jpypo6L6FACV1zTy16LTFFe6uXFaEpeMjSbJGkZsuMWv9bvt8Fn+\nWVrDz69L7bZ56+0KFxvfOMmMZCt3XpLsydjExMSweb+dgqO1/GzhREZYfe/f0dhisPGNk9irGpk8\nIpI3PnHxxSzzD2H4ADTrOBta+L93TxGiFGmJEaQnRJCaGNFjp9xWQ/NWhYv8khoOVbqZMyGW3Mx4\npo2KGrTfx3bB8Demu07GPk/0N1gkwPEuGH74BtJANbE0thho6DazYY0IIwTj0/3tGY/zZDY6BSTn\nXHe4zUDaUXOrQWlVI0dO13PkdD0fnq6nvtnwBDtm4BPZ65Ed5/udaTU0/7TX8FzxGaLDQ8hOtpKd\nbA6tjQrr3R/I0rMNvPxxNXuPOpk0IopFk+K5bHxsp8nUWg1NVUMLZ90tnKk3v5vNRs2UVTdS3dDK\nVWlxXJ0eR7oPQ7A/qWnkadsZ3nPUcWPbf7i9LXd/0Frzq30VhIVY+M6cMZ3+ODsbW/mftxwUV7pZ\nfVnXpqz2enmu+Awvf1zNTxdO7DET1JHD1cS6PceZGB/Bty8fQ0SohWM1jfzl3VOUVTVw+8xRLEiL\n81tH6OJKN7/aV8G8lFiSY8Ioq2qkrLqR8upGEqJC24bTR5CeEElaYgTJMWGcqG1md0k1r9qdjI4O\nJTczgStTY/t1lFJfBcPfGAlwhqhg+OHT2mz6ODdj4a2J5dxMyIU0sYT1lLHw0sQScZ7jOmVAOlw3\n1EK3/10FQ70EszPuZj4808CHbUFPWXUjV6bEsWxaIhPiIs57rre60Vrz+icutrx3itjwEO6YOQoD\njc3hxnbSTWlVA6kJkR0CnqhOGQpXYyuvlTnJL6nG1dTKwowEFmbGX/Aok/KaRl6zO3nNXoM1PISr\n0+JYkB7HyG6yGsedTWy1neadE3Usm5rE9VMSBu2PZH2zwf97qYwlUxL53OREtNbsK6/lTwcdzEuN\n446Zo7wGXR3r5cUjZ3n+/bP8dGFKr0YLvV3h4rcHTvClrBEsnZLY5fey2OHmf9+pxNCar108mpwx\nvvUxOh9Da54tPsOOI1XcM2css8Z3DtxaDc0JVxNHq9om2atupKyqgdqmViJCLVyTHs/CzHhS4s//\ncztYguGzTAKcIaovP3ztTSwdA4ROzy8ws3Fuk0x/NbF4C0TODUgGs4mlo2D4UBhKqutb2PlRFf/4\nsJqLRkZx47REZoy2ev1ZOLduih1u/u/dUzS0GHzlM6O4dFx0l/MaWwwOn67HdtLNoUo39qoG0hMj\nmTHaSmVdMwePu/jM2Gium5RAzhhrv2UJDK15v7Kef9lrOHCsloykSK5Oi+OKFPO//BO1TTxtO81b\nFXXcMCWRpVMTA+K//+POJu5/+SjfvHwMr5bWcNzZxD1zxp53xMu59fLyx9U8VXSahxZO7PaPv6E1\nzxWfYceH1fxo3jiykq1ejwM8gdYT755ifFw4X/nMqD5PUFjd0MJv9p+gqcXgB1eO6zYA9aauqZXw\nEEvAr+cVDJ9lEuAEiS5NLO0Bx7nP2wIMFRqG093QY2bDWwbkfE0s4R2bVKSJxWfB8KEwFDW2GPzT\nXsO2w1VEhiqWTU3iytQ4Qjv8/LXXjb2qgSfePcWxmiZunzmS+alxvf45bWgx+OBUPYccbuIjzQxL\nnJ87gTa1Grx53MW/7E6KHW4ykiIpq25k6ZREbpiSeEGdg/3p9WO1PLK3gi9OT2L5jBE9Dm329jvz\nL3sNf367kp9c03U+HndzK7/df4LqhhbunT++1312mls1//ioimeKzzB7fAy3ZI+8oEybzVHHb/ad\n4JqMeG7LGTlkP+OC4bNMApw+6GsTS3edR70d19z6aROL96aT9sdmQBFjjUC1tnjJbLSf201TSw9N\nLKJvguFDYSgztOat43W8cPgsFbVNLL0okesmJxATHkKtDmPz/qO8d7KOm7NG8LnJCYMyr0hfOBta\nsDnczBwb3ecZhP2pscXo1Vw60P3vzL5yJ4+96eCBqyZwUdt8K+U1jfx8z3Fykq18/dLkC8qCuJpa\n+VvxGf7xUTXj48KZNT6G2eNjSO9h/aNWQ/NM8Rn+8WEV37lirE/D4oNRMHyWDckAZ1CbWM7JbHRq\neunQxOJ57CWz0aWp5QKaWILhh284knoJHCVnG3jhg7O8VeFi+mgrh0/Vs+SiRJZNC4zmHGE63+/M\nm5+4+EPhCe5dMJ6ahhYefcPBVy8excLMhD7ft7lVU1zp5mCFi4PHXTS2aGaNj2bWuBhmjo3uNEVB\nVX0Lv95fgWFovj9v3AWN9Ao2wfBZFvQBzk2b9nptYumu82iXJhbPvp47j3obPhuo6cdg+OEbjqRe\nAs9pdzNvfuJi0fSxhLY0DHZxxDl6+p1590Qdv9h7HGuYhXvnT2DSCP8s8Hnc2cTB42aw8+GZBqaN\nimL2+BgSo0LYfLCS3Mx4bskeuk1S5wqGz7KgD3AOvG+XJhYvguGHbziSeglcUjeBqTf1Ul7TSEJk\n6P+2fYwAACAASURBVIDNdlzX1Mq7J+s4eLyOsqoGvnrxaJ9neQ52wfD7csGLbQaK1ITAHEInhBBi\nYAz0UOro8BDmpcQxLyVuQO8r+kdw9awTQgghhOgFCXCEEEIIMeRIgCOEEEKIIUcCHCGEEEIMORLg\nCCGEEGLI8fsoqvz8fAAcDge33347AIWFhURHR+NwOMjNzfV3EYQQQggxzPg1g2Oz2cjJySE3NxeH\nw4HNZsNutwOQnZ0N4HkuhBBCCNFf/BrgOBwOioqKAEhOTsbhcLB//36io6M922w2mz+LIIQQQohh\nyK9NVB2bn+x2O3PnzqW0tJTY2FjP9kCfIVEIIYQQwWdAOhmXlpaSkZFBeno6YK7OLYQQQgjhLwOy\nVMOhQ4e47bbbAIiOjsblcgFQV1fXKZvTrri4mOLiYs/z5cuXez1OQHh4uLw3AUjqJXBJ3QQmqZfA\nFCz1snXrVs/jrKwssrKy/L/YZn5+vqepymazERMTQ0lJCbm5uWzbto2cnBzS0tJ6vE5FRYU/ixm0\ngmEhtOFI6iVwSd0EJqmXwBQM9dLdYpt+baIqKioiLy+Pe+65hzvvvBOllKeZymazYbVaexXcCCGE\nEEKcq6aqpdt9fs/g9BfJ4HgXDNH1cCT1ErikbgKT1EtgCuR6KS9t5LCtga+tnuZ1/4D0wRFCCCGE\n6C8lRxqwf9jI3Gtjuj1GAhwhhBBCBAWtNUcONVBxrJl5C2OJsnbf00YCHCGEEEIEPK01xe/Uc+ZU\nK/OujSEi8vzdiCXAEUIIIURAMwzNe2+4cdcZzL0mmrDwnsdISYAjhBBCiIDV2qp5+4Cb1lbN5VfF\nEBqqenXegMxkLIQQQgjhq5ZmzRt76lAWuOzK6F4HNyAZHCGEEEIEoKZGg9f31BGXEELOpVEoS++D\nG5AARwghhBgWtNY4Klo4Zm/CMDQWi8ISAhYL5uP27yHm95AQyJwSiRqEtp6GeoPC11yMGhPG9JmR\nKOVbcAMS4AghhBBDWmuL5pOjTZQcaSQ0VJE+OZzwCAutrRrDAG1oWlv59HHb94Z6zSvbKhmXGsZF\n0yMIj+j/SKe1RdNQb1Bfb9DgNh831BucrGghJSOcydMiLii4AQlwhBBCiCGpsdHg6MdNlH3cSEJS\nCDNnWUkaFeJTwHDxZVbeKjzNP3fVMnlaBGmTIrCE+B5wtLZoTlY0c9rRYgYxboP6ek1riyYyykKk\nVREZZSEqyoI12sLM2VGMSg7z+T4dSYAjhBBiWKpztVJ1upX/396ZxcZ1Xnn+d7daWFXcF5GiJFKi\nKFMUKdtq27ISO3ZCx463dE+jnRnHQCPoRvphIDSQfmkMuh8GyAD9lAam5yXdb4E9SDyTxU4cewKq\n7bQjiUoc2SYtUbZJlWSRIoubuNR+t3moYnErLpK4VFHnB1zce7+6desWT937/XnO+c5XXqURCKp3\n7CkoNKJzNlc/TXHzC5P6fQaPPhkkVKrd0bl8fo3OPymh+bDN5Y8TXBtI03bcx569xrp/L9d1uTVp\nM3Qtzc0bJmUVGnv2GuzZa+DzZwSNx6ts2d9dBI4gCIJwTzE7bTPQn2Rs1KKyRqO/18Z1obJGp6pG\np7Jap7R85wVPMuEwNWGRiDmoWiYnRtMyOTKapmQXMq/pkIy7XP0sxdSExYFDHp58NrRuMbyNEirT\neOTxIGMjJpc/TnD1sxTt9/spr1wpIxJxh6FraW5cSwOwr8nDV55eu+rwViACRxAEQbgnmJqwGOhP\nMj1l09zqpeNECYZHwXVdEjGHyXGbqXGL8Ocp0kmXimotI3hqdMorNBwXzLRLOuVims7CdtrFNDPb\nlpkJuQRLVYKlGqFSdUO5K67rEos6TI1bTI3bTE5YmGmXymqNQFDDth0cO1MTJrOAk13btotjg6ZD\n0yEvD5wsua3h1LdDbb1BdZ3OjXCa378fo7pOp63Tj+FRGB02GbqWZnrKpr7R4P6HS6iour2Q2GYi\ns4kXOYU80+u9jNilcBHbFCZbZRfXdRmPWAxcThKPu7Qc8bKv2YO2jgBIJR0mxy2mxi0mx23mZmxU\nFQyPguFR8HgUDI+6bF9BNxSScYforMPcrE10zkZVFYKlKqFSjWAoI3yCpRrpVEbQTE5khJWqQVV1\nRlBVVuuEynbei7SWXSzTZeBKkmsDGU9NeaXGvmYPexqMdf++m0lDQ0PedvHgCIIgCLsO13EZGTYZ\n6E/h2C4tbT4a9huoG6yl4vWpNOzz0LDPkzvf7dZhgYzASiXdjNiZdYjO2ozetIjO2hgehaoanfq9\nBu33+ykJFFftXd1QuK/DT1OLF9dl20NQ6yECRxAEQdg1mGmX4S/SXP0shWEotLb7qGvQ79oTcifi\nBkBRlFxCbU3dXV1CweLzF5awmUcEjiAIglDUzI/W+WIwzeiwSXWdTucJP1W1dy9shOJFBI4gCIJQ\nlKRTmdE616+mcV3Yf9DDk8c3b+SQUNyIwBEEQRA2FctymZmymZ2xcWwXxwXXyXhaHAfcZfsAwZCD\nqpp4s+Ecn1/F61NW5My4rsvkmMUXV9NERkzqGgw6TpRQdZsF7ITdT/EIHNcF+fEKgiAUFPPDm29N\n2kxPWkxN2MTmbEJlGmUVGpqmoKiZx7eqkttXFVBUFVUBso/22Wmb5KhDMuGSSjqkki4er4LXp+Lz\nZ9bzo40OHPRy7IQfj0e8NUJ+ikbg1A7+N1xUUNTsWgNFW2hTNEDLbquAllkrGpB9XVFxs8csbGeP\nyx0zf7yaPf/y41f7rMz7cq8vuraFbS13/MJ5sscIgnDP47ou8ZhDSWD7hgc7tsvEuMXokEki7qAb\nCrqeGe5sGJkCcsaiNl1XsO1MzsutSYtbkza6DhVVOuVVGnsPeHLC5nbIDEde+ix0HZdUan5+osz6\nwCEP5ZXb761xXVc8RFlc1yWVSpFIJHJLbW0toVBopy9tCdsicF599VVeeeWV3H5PTw+BQIBIJEJX\nV9eGzjF26H8ADrgOiusAdmbt2oCD4tqZ17Azba6DQuZ1JXtM5r35js8et+gYxbXASaMuPj53PmfR\nOdb4rOy1zB+/sL1w7QoOLgqLRdiq4mzxflYYabqXMtvNHr9IbK0pBNU7EHbaMuG4/mdlPkceCIKw\nEVzX5ZOLCW5cS2MYSqakfaNBVY2+4aHNG8WyXMZHTUaHTCIjFsGQyp5Gg9p6A8vKFKubX6djLnMW\nS9pUFcqrdPYf9HD8IX3LRtEo6sIIpJ3CsiwuXLjARx99xL59+2hra6O5uRldLxr/wG1jWRZjY2MM\nDw+TSqWYnZ1dImZSqRSGYeDz+fD7/Xi9XsbHx3n66afZt2/fXX/+4OAgH374IQcPHqStrQ2/339H\n59lyC3V3d3PhwoWcwLl69SoAHR0dRCIRwuEwzc3N658o12HCfGXCoqhQuB6uy4Igygq2ZWKLrAhb\nKY5s/D4viXhsFTE1L86WC0FzVWG38rOyx5FHHK4QfUvbFdxFXq8NeNUWiS03Z29tkbBbJr5WiMKl\nYmtNr9qia1kQZ8u9dGoeYTffLsJN2Dzmxc30lM1TL5SRTDqMDplc6U0SizrU1uvUNxrU7DHuuEKt\nmXaJjGREzXjEpLxCZ0+jwX2d/oKrX1IofPHFF7z77rvU1tbyyiuvMDIyQl9fH++++y6tra20tbVR\nW1tb9J4dy7IYHR1leHiY4eFhIpEIFRUVNDQ0UFdXR21tLX6/P7f4fD40bencVjdu3OCdd97hkUce\nobOz846uw3Eczp8/z2effcajjz7K9evX+f3vf8/Bgwfp6Ohgz549t/W33pZKxt///vf5h3/4BwBe\ne+01jh8/zrFjx+jr6yMcDvPiiy+uew6pZJyfgq7KusTTtdJztb6nbf74lcIOdy0v2WrCbu3Pyifs\nll7nQtt64VJVMzLJlMvEVz5htxletRXh0uWCcUm4dOnx91q4tNDuGdd16ftjgtlpm0e+EsQwlj7A\nE3GHyLDJyLDJ9KRFVa3OoYYIh9X/i+mpJ+p/gDm9FdvWsC2w7MwMzbaV8dRYViYpd2o88949ew3q\n9hp4NzB9wHZSSHZJJBL87ne/Y2hoiCeeeGLFP+Gzs7NcuXKFy5cvo+s6R48e5ciRIwQCgU2/llQq\nxfDwMOl0GtM0l6yXbzuOk/OqzK8Xb8+vdV0nEonkBM3Y2BiVlZXs3buXvXv30tDQgNfrBW7PLtPT\n0/zqV79i7969PP744ytE0FrEYjHeeecdNE3j6aefznltEokEly9f5pNPPsEwDDo6Ojhy5Agejyf3\n3oKpZByLxQgGg7n9QvlBC1tArpNd+JntLq/bypDjvJgKlPiJx2bX9pKtJrZWhEvtJeHSfMJuM0Sk\ngn1X4dL53LSNhDAdPYRt1GB5anD0sntCWOVjPXEDmeqwTYe9NB32kk47xIYHaTJ/zO+udWGoJi2V\n79Pg/TlDsTZGYp3MOg1ouoKuKWh6Zmls8vDgo4G8599pwuEw586d4/Dhw3R2duLz+XbsWlzX5dNP\nP+V3v/sdra2tfPvb317Skc5TWlrKww8/zEMPPcTNmzfp7+/n1Vdfpb6+nqNHj3Lo0KFN8erMzc3x\nxhtvUFJSQklJCR6PB8Mw8Hg8BINBPB7PkjZVVVfkxsyHl5LJZK4tnU5TU1NDY2MjJ06coL6+Pido\n7oby8nL+4i/+gt/85jf8/Oc/59lnn6WkpGTd9w0PD/POO+/Q3t7Oww8/jKouPA/8fj8nTpzgwQcf\n5IsvvuCTTz7h3LlztLa20tHRQXV19arn3ZEgYpFMfyUI+VEUmPegZJuW/6JdfwjLClJU5A2XLvJc\n5QlJrp4H56whpmw0cwJvrB/NnEC149hGFZZRje3JiB47u+2qO9fZbTWu69L7QYK5WZuTXwmib0B8\nBKwwDe5PmG38FkdbW7OtjxM1b7Fn7iJNc78EVJKhB0mG7scxyrf0O9wNqVSK999/n6GhIb785S8z\nMjLCj370I06cOMHx48e3PcdlZmaGd999l3g8zgsvvEBd3fplhxVFyXk9Hn/8cQYHB/nggw+4fPky\nTz/99F2JhqmpKd544w2OHz/Ogw8+eMfn2W68Xi/PP/8858+f5/XXX+f5559fVYS4rsuHH37IxYsX\n6erqoqmpadXzKorCgQMHOHDgAHNzc1y6dIk33niD0tJS/vZv/zbve7Zd4AQCAaLRKJDx5hRa1rUg\n3LPkEW5wd14313WJx+NEo9ElS0XFYVpavoHH40FxUmjpCTRzHD09gTd2BS09jm5OYHobmKv9M2zP\n2p2N4zhL/usrFBQniZG4jpG8jqvoxMsfA9XIiJs/JIhGbU4+vjFx44l9Smnk/zBT/zKm/+CS1xyj\ngnjl14hXfBU9+QX+uYtU3vifWN4GkqEHSIaOg1I4SbHXr1/nzJkzNDU18fLLL+PxeHjggQdob2/n\n3Llz9Pb2cvLkSY4cObLldnUch48++ogPPviABx98kAceeOC2QivzeDwe2traaG1t5f333+f111/n\nueeeo7Ky8rbPNTIywltvvcWXvvQl2trabvv9O42iKJw6dYqqqip+9rOf8dWvfpWWlpYlx6RSKbq7\nu5mbm+Oll16itLR0w+cPhUKcPHmShx9+mOvXr69+HdudgxMOhxkcHKSrq4s333yTzs7OFart0qVL\nXLp0Kbf/0ksvSShrFTweD+l0eqcvQ1jGvWAXx3GIRqPMzc0xNzfH7Oxsbj2/HY1G8Xq9hEIhSktL\nKS0tJRgMMjw8zNDQEK2trRw/fpx9+/atdOm7DtrkWYyRt7Cqv4JV9xSoC530+Pg4V65c4cqVK0xO\nTtLQ0MD+/fs5cOAAjY2NGIaR97pXs42ZdojOWbklGNKpqfPi899GZ2fOokYH0GKDqNFBlNQYTsl+\nnMAh1NQYSmKI9L7/wvkPq4nOWnzl6WoMY/0OXJ3uxXPjf5Nu/i5O8OC6xwPgmKgzn6BPvA+uSbr5\nr8Eo2/h32QJSqRRnzpxhcHCQ5557joMHF77LYrvcuHGDf//3f8c2kzzz5Tb2VaTQYmHU2DWcQDPm\n3j/D9a4emtgIlmXx+eefc/bsWfx+P88++ywVFRV3dc7FfPTRR7z77rs899xztOa8beszMDDAL3/5\nS1544YUVomAnuNtn2c2bN/npT3/K8ePHeeyxx1AUhbGxMX7605/S1NTEU089ddfeulAoxOuvv57b\nb29vp729fesFTk9PDz/84Q955ZVX+NrXvgZkRlbV1dXd1jBxSTLOTyEl5gkLFLtdbNvOeV7mhcry\nJR6P4/P5CAaDS5ZQKJTbDgQCqz68YrEYn376KZcvX8ayLI4ePUpbW9sKr65qThMa/wWqNc0N46v0\nXYsxMDCAaZocOnSIlpYWampqGB0dZWhoiOHhYSYmJnI5Bnv37qW+vh5ddWB6AMcxmJ62iSU0ZmYt\npqYT3JqNEU/FSdpRTGuOVHqOYEkdAe8Rqsr3U1WjUl0FFZUQDNqoWNlSEia6OY6RuIaRDKPaCUzf\nAUx/E2lfE5Zv7xLPiWfuEr6bbzKaOIi37QU07/r5Cd5oH8HxN5mp/0ssX+PtG9N1KLn1Lv7ZPzCz\n52Us3/7bP8cmcOPGDc6cOUNjYyOPPfbYivBNKBQidusmRvI6RvIL9MQ1tNQI41Gd8WQpZY0nCNS1\n453rpWT6fRJljxCveAJX3XgYyHVdRkdH6e/vZ2BggOrqao4dO8bhw4fXzJlRzWm8scukAm04xsZF\n0OjoKL/+9a85duwYDz300Lp5Of39/Zw9e5bnnnuO+vr6DX/OVrIZz7JYLMZbb71FIBCgqamJs2fP\n8thjj22ad2q1JONt8eBsBiJw8lPsHelupZDtYts2sVhsVeESjUZJJBL4/f68omWxeLkTV/5yXNdl\nbGyMy5cv8/nnn1NTU0NbWxuHDh3KjfYYHBxAn/6QJ5sjjJj7SdY8Q219Hq9PlnQ6zcjICMPDQyQm\nPqMlOMyx+iTjsRC2q6ApaTTFxKO5eA3w6GCoDqpi46Ljqh4c2wLXRFdcHFQcV8d2dCxHx1UMFE1H\n1Q1cbyV2oAnT34ztqV01Ydp1XD76QxwzkeTJtvfxxfuJ1rxAKtC+atkB3+xFApPvMN3wHWzv3XV4\nnthlSsd+RrTqGyRLT9zVuTaEa2Mkb2CbMT7r72NyfISOo61UVZSiuGkUx0Rxzcy2ncRjjoIVw/Tt\nz4hE3wFMXyMOOpcvX+bChQs0NDRw5MgRakp16s1zeJNhotXPkAoeXzNRfWZmhk8//ZT+/n5UVeW+\n++7jvvvuWzdFQkuPUXLrP/DGLpMuacETHyDtP0ii/BSmr3lD5SJisRi//vWv8fv9fP3rX8+btAxw\n8eJFPv74Y775zW/eUVhrq9isZ5llWbz33nvcvHmTZ599ds3k4NtFBM4upZA70nuZnbKLZVmripb5\nJZlMEggEVgiW5eJlJ3JaLMvi6tWr9Pf3Mzo6imEY6LpOS0sLLS0t1FaWUDrxFkbyOrO1/wmzJL8L\nPx2PYQ3/kXLzj2ikGDE7iNDITCpFTU0NPp+PioqKlSN2XAfFNcExsyPDdMYnbtHb9wkDAwM0NTVx\n35FjGFo105MOUxMWsaiDabp4fQo+n4qvRMXnU1D0FInEJNH4ONMz48SjLtXlR/nqM4cwDBUjcY3Q\n2M+wPTXM1byYGU22CN/M7wlMnWF6719lhNMmoKXHKBv5EemSI0Srn82OjttcFDuBf/YP+GfOk7Z1\nRqYSaEYJ1bX1qLoPVzFwVQ+u4sFVjezag7eyhdm0f1WhYpomH3/8McPDw9y6dYtYLMaRBp2nWibQ\nNJ2w8ih6+eGcXVOpFAMDA/T39zM1NUVrayv33XcfdXV163pS9OQQJbfew5O8TrzsURJlj+JqfhQn\nhW/uIv7p87iKTqL8FMngcVDzh0PnsW2b3/72t9y8eZPnn3+e8vKF5G/XdTl79izhcJg//dM/Lbi8\n1M1+lm1FRWgROLsUETiFyVbYxTTNvIJlsScmnU6vKVyCwSAlJSUFmZC7nGg0SiqVorKycsUD0RO7\nQmj8F6T9h4lWP4ur+THTNtGhAQLRD6j1fs6keYhE6UOUNBxG1Rc68ju1TTKZpL+/n97eXjweD52d\nnbS2tmIYBrFYguHhCKMjEcbHx5iaGse00gRKqvF7qzC0KgyPydTsJTweDw8++CAtLS2oikNg6l38\nMxeIVj1FsvQhUFT80+comX6f6Ya/wvZs3n+6kBEgpZEfo7gWM3textU2p3aLlh7DP30OX/RjJp1G\n/mPAw2fDaZ544gkOHTq07vtv1y6WZTEzM8PU1CSB2Me0+j7h2nSAty+VkHS82LZNY2MjbW1tNDU1\nre9tdF2MxFUCt95DM8eJlz9GovQhUPN4XFwHT2IA//Q5jNQQidKHSJSdXCFSl9PX10dPTw9PPfUU\nTU1N2LbNmTNnmJ6e5sUXX9zRIfKrUQx9jAicXUox/PjuRW7XLul0elWPy7yAsSxrVdEyH0Ly+/1F\nX1UVwLZdzPTClAG2DXa2aJ1tZbYdO8l+zlClXmEofowaox9Ug1nfCbSGP0Hz5u+47/aecV2X69ev\n09vby+joKB6Ph2QySU1NDbW1tbnKr2VlZSts4bou4XCYixcvMjc3x/333097ezt+d4rSsZ/hKhqm\nvwnfXC+39v71beV73N6XcAhM/gZftJeZ+lewvPk7iI2cxxP/HP/MWfTkTQZj+/h/H6dQPOV0dnbS\n0tKy4QTSu7WL4iQpmXoP/+wfuFXyCPHSh/H6S9evseQ6eGL9BG69h+KkiFc8TjJ0/4ZHnWnpCfwz\n5/HNfUi6pIVE2SlM375VvWM3b97k7bffprOzk5GREQC+8Y1vrEiKV5wkeuomenIYVwtkr2n7/zEp\nhj5GBM4upRh+fPci83ZxXTcnXtbKeXEcZ81k3WAwiM/nK0rx4tiZCRNTCYdkMjNLdDqVETDpdGZt\npp0l+46bmeAxM9ljZsJHPVu0TtfIFbDTdSjXb1BjfIpS24kS3L9uXsRm3jOzs7NYlkVFRcVt22Z0\ndJSLFy8yNDREe3s7xzs7qLE/wRvtY3bPf17XG7AZqLf+SNnkr/h49hh/vK7ium5OqNXW1lJeXp73\ney2Eas6RtuDiaBX/cTlB88FM8bXa2tsPqW2WXbT0BMHJtzHiA5lwI+qiUJgBipENk2XWmjmFq3qI\nVzxBKnD0jkWE4iTxzf4R/8zv0aypbG2nmry1nebm5nj77beprKzkySefRFfMnJgxUsPoqWE0awbL\nswfTtxcjOYSrepir+bNN9+itRzH0MSJwdinF8OPbrczPqJtPvCSTSaanp3M1n9ZK1g0Gg3i93qIS\nL66bESKpZGaG51RWuMwLmMXtluXi9Sp4fSpe38LaMBQMj4LHO7+t5rY1nS37exTaPTMzM8NHH33E\nlStXOHjwIEePHkVVVUzTxLIsLMvCtu3cvm3bubXf78/lU82vVxse77ous7OzjIyM5JaZmRnu2xfg\n+cPXmNFbuameYGbyJtHpUZLRCXQ3QV2Fn6oyL2UlGkGfi08z0dJjTJpV/PYzg+u3PHR2Hqetre2u\nCtttiV1cF7CzCc2ZxGbcbHJzts1V/Zi+A5s7v5yTRjcn0NLj2fpO47naTo7qz4geoxo166XRrOmc\nmLG8ezG9e7MJ61kvkOvgnz5L4NZ7xCqeIFH+pW3z5hTa/ZIPETi7lGL48RUjruuSSCTWTdjVNC2v\nYKmpqcm9thkl0LcLy1oQKKmkQyrhkly0n0xk21Muuq7kBItvXrj4V+57PEpBibdCvWeSySR9fX0M\nDg6iqiq6rq+5qKpKIpEgFosRjUaJxWLEYjFUVV0iegKBANPT04yOjuK6LvX19TQ0NFBfX5/7nSp2\njLLRH2MkwjhaAEcL4GolmPiJpmA27jA5m2ZsKs6tqMWtpIfS6gN0dnbmr2F0BxSqXTYV10G1ZjKC\nxxzHVb0rxcwaaOkJQuM/R3HSzNb+ObZ3z5ZfcjHYRQTOLqUYfnyFxmrVdRd7YmKxGIZhrJuwu9qQ\nz0Kyi+tkQ0TJZZ6WrIdlsYBxbDKjgfzqCo9Lpm1hX9MKR7TcDoVkm81m3qu4XPSEQiHq6+spLS1d\nW4y47rqejFQqhW3bG5pj6HbYzXbZVFwH3+wHBCd/Q7z8JPGKJ7a0SnUx2KVgJtsUhK3EcZxVxcvi\nxev1rhAr+/fvz4WRAoHAqq7+QsB1XSyLnJdlSXhomdclnXIxPErGq7JIpPgDKhXV6hIvjG4UlrdF\nuD0URcHn8+Hz+aiqqrqTE6x7SDF5JHclikqy7GHSgSOExn5O5Y3/xWztn2P59q3+HtdGS0+gp0fR\n0xE08xapQCupwLF1h7gXMyJwhKLBcZzcf6a3U103FApRU1Ozoeq6O00uIXdxOGgVr4uigG+Rl8WX\nDQ8FalS8PiPndfF4FVRVRIsg7CYcvYyZ+r/EG/2Y8pEfkQg9QKyyC9WOZ4XMKHpqFC0dQTcnsPUy\nLM8ebM8e0v5mfHMfERr/JclgJ8nSE1jexs3NQyoACvMpL9xzzFfXzVfbZb3qunv27Nn06rqbyZKE\n3EUelyXhoewIIytbMC4XFsrmsQRLNapqFwkZr7qhCRoFQdjFKAqp0P2k/S2EJn5JzdX/jqMFMkLG\nW0e65DBW+WNYnpoV9XySZQ+jmtP45i5SNvpjXNVDovQEydAD69dGckz09AhG8gZG8gZ66gagYnkb\nMX2NmN7GTOmBHfYOSQ5OkVMM8dFir667Gra1+sgh21KJRU2SSYd00kXTlJUJuMs8L15fZkSRhIi2\nlmK4Z+5FxC6bgJPOX5hwPVwHI3EN39wHeGP9pP0tJEv/hHTJYUKhEPGpazkhYyRvoKfHsDw1mN59\nWL5GTO8+wMVIDaEnhzBSN9DT41hGdfb1RixfI5anbtHIMAvVjqPYMVQ7hmrHUe1ops2JoThpHC2I\no5fi6KXYWml2O7Qi50iSjHcpO/1QWK267mIvTDFV13WdTC2WhfDQ0tDQYkEzn5A7P1pocbioFxOK\ngQAACkFJREFUojKA4yaLPiF3N7LT94yQH7FLYaDYSbzRj/HPfoBqzaBi4Sg+TN++rFDZh+ltWF9I\n5bw8Q+ipIYzkMJp1C0cLojhxFMfE0Upws6P2HC2Aoy7su6oH1Yqi2rOo1iyaNYNqz6FaUVzNj62F\nsoKnjND9/zXvJUiISliVtarrzi+maa4QK5WVlezfv79gquu6bqb6bTJfQu6y4c/zCblLhj/7swm5\nVVkB41+o47La9wqF/MzNWdv8TQVBEO4OV/ORLHuEZNkjaOkJSkqrmEvewfNbNbB8+5fMXq84KVRr\nLitgfHeW8+M6GU+PNYdqz6BZs6seKgLnHmRxdd21EnbzVdetqamhubm5IKrrOo67UK8lX8G5RfsA\nXv+y8JBfpbJaEnIFQRDyYXuqwQhBcnM8a67qxfbc5Sg8Rc2FrWAvAKtNaCICZ5exuLruahMyrlZd\nd3Gy7k5V112ckLtWvZZU0s3M4JynQm4wtCghN9suCbmCIAj3FiJwioh81XXT6TRTU1PrVtdtaGhY\nIV62E9tySaXWqIybFTC5hNxlNVt8PoVQmbEk18XjUVDE2yIIgiDkQQROgbBWdd3Fy/LqulVVVTQ2\nNm6ouu6mX/OKhNzlBedWSchdVBW3rELD69Nzw6G9PlUScgVBEIS7RgTONrCV1XU3e+TBkoTcdeYj\nWjUht0ShvNJYUjl3rYRcQRAEQdhsRODcJYur666W71II1XXXSshdXnAOyAmTxUOfFyfkzntiJCFX\nEARBKERE4KzB8uq6+QTMTlbXdV2XdMphbtZeEg5aXBk3l5CbdvF4VxaWW5yQOy9oJCFXEARBKHbu\nWYFzp9V152fl3crquradPzSUz/Oi6bN4vIsnUswm5JYueFp8fknIFQRBEO4tdqXAMU2TWCy2an2X\naDRKKpVake9SXl6+JGF3M6vrZrwtK+cjWu51SSVdbHvpfETzIqW0XKNmz6KEXK9KeUWpVP8UBEEQ\nhGUUncAptOq6lrl85FB+r8vyhNz5cNCShNxsu+GRhFxBEARBuBuKRuC8+uqr21Zd13Ey3pbVKuMu\nFjCuy0Ii7qJKuRVVKj6/JOQKgiAIwk6wIwKnp6eHQCBAJBKhq6trQ+955pln7qq6rutmKt+m8gmV\nDSbkBkIaVTVLJ1fUdMTbIgiCIAgFxrYLnKtXrwLQ0dFBJBIhHA7T3Ny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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Risk processes', proc_rel.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Subordinate processes are often embedded within clauses containing a risk predicator, as in *Obama risks alienating voters*." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 14:34:24: Finished! 966 unique results, 13906 total.\n", "\n", " 14:34:24: Data saved: data/saved_interrogations/risk_verbing.p\n", "\n" ] } ], "source": [ "# to risk losing/being/having etc\n", "query = r'VBG >># (VP > (S > (VP <<# (/VB.?/ < /(?i).?\\brisk.?/))))'\n", "risk_verbing = interrogator(annual_trees, 'words', query, quicksave = 'risk_verbing')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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o9foW+TcqF0fxJFlXC199aQtqcg7AYD/b0FPKDyB2PMLLq0PnFbNvRT71MPL4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\n4o8jk0UwTbKRMNlwa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r_verbing = editor(risk_verbing.results, '%', risk_verbing.totals)\n", "plotter('Process as risked thing', r_verbing.results, y_label = 'Percentage of all occurrences')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this kind of risk process, the risker is typically a powerful member of society. While this is rather explicit in some cases (it's hard to image that a mechanic would risk alienating his/her apprentice), we can observe that this is the case for less obvious examples, like *to risk becoming*:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "14:34:26: Getting concordances for data/nyt/years/2013 ... \n", " Query: VBG < /(?i)becom/ >># (VP > (S > (VP <<# (/VB.?/ < /(?i).?\\brisk.?/))))\n", "\n", "0 the step as significant , it risks becoming the latest of many tentative moves \n", "1 , the stage scene could have risked becoming an embarrassment for the brand , but Mr \n", "2 crisis in the European Union risks becoming a crisis of liberal democracy itself \n", "3 's new remarks that the church risked becoming a `` small chapel '' overly fixated on \n", "4 savings in this area , `` we risk becoming an unbalanced force , one that is well \n", "5 left unaddressed , such practices risk becoming more and more entrenched , '' Ann \n", "6 , '' or else the Vatican offices risk becoming `` institutions of censorship \n", "7 Switzerland risks becoming one of the most restrictive places for \n", "8 than race the clock to Bed-Stuy and risk becoming an early bike-share casualty , I stopped\n", "9 turning to what , strangely , risked becoming the most marginalized group of all : the\n", "10 , warning that the euro area risked becoming mired in the same kind of economic \n", "11 which the experience depends -- or risk becoming irrelevant to future generations , Mr \n", "12 concerns that unemployment risked becoming endemic and could eventually cause \n", "13 What was the exception before now risks becoming the standard practice \n" ] } ], "source": [ "lines = conc('data/nyt/years/2013', r'VBG < /(?i)becom/ >># (VP > (S > (VP <<# (/VB.?/ < /(?i).?\\brisk.?/))))', n = 15, random = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subjects of risk processes" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 14:45:55: Finished! 2491 unique results, 10049 total.\n", "\n", " 14:45:55: Data saved: data/saved_interrogations/subj_of_risk_process.p\n", "\n" ] } ], "source": [ "query = r'/NN.?/ !< /(?i).?\\brisk.?/ >># (@NP $ (VP <+(VP) (VP ( <<# (/VB.?/ < /(?i).?\\brisk.?/) | <<# (/VB.?/ < /(?i)(take|taking|takes|taken|took|run|running|runs|ran|put|putting|puts|pose|poses|posed|posing)/) < (NP <<# (/NN.?/ < /(?i).?\\brisk.?/))))))'\n", "subj_of_risk_process = interrogator(annual_trees, 'words', query, \n", " lemmatise = True, quicksave = 'subj_of_risk_process')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: person (n=287)\n", " 1: company (n=214)\n", " 2: bank (n=143)\n", " 3: investor (n=101)\n", " 4: state (n=101)\n", " 5: government (n=101)\n", " 6: man (n=74)\n", " 7: leader (n=71)\n", " 8: president (n=61)\n", " 9: woman (n=60)\n", " 10: official (n=58)\n", " 11: player (n=58)\n", " 12: administration (n=53)\n", " 13: bush (n=52)\n", " 14: obama (n=50)\n", " 15: democrat (n=48)\n", " 16: republican (n=46)\n", " 17: american (n=46)\n", " 18: firm (n=46)\n", " 19: member (n=44)\n", " 20: team (n=44)\n", " 21: fund (n=43)\n", " 22: failure (n=42)\n", " 23: worker (n=41)\n", " 24: israel (n=40)\n" ] } ], "source": [ "quickview(subj_of_risk_process)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LYCTh7uBAxILy7LPPsmPHDlauXEl+fj4Azc3N1NTURKwyX/3qV9m+fTt79uzh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\nWkp+fj579+4FYMOGDZSWllJ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mpHXuHhmHM1uy3tx+1fJkzGB+e34WXOmfHdfto44e7l9S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QALPZLCh+nzt3DgAEgcvnnnsOr776KhoaGvDYY48BAJqamvDMM8/gzTffFOYA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\nHhlTKRjAYVFJd9mo6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cmXXw7PPQ+LFk08wDhQX/4FcSWbRHYhRqgHGY9hJOLIRAwjEUMm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\novbsJrD6MiIhkJO/gDJFx/rpmK3AAS0i5yi5jLb3nsYbAZvVjMnWg06fh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846luDslgV5xfwM/6UClfjdysAkz7HbDTOpyMNu5J3vqboIIM30nV3NyMnTt3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Ucfv3r7ELdcvBjlBN3j79xUQZrbwYfmD1wD7+yCH/0Yfv0re6Y5Hqqq7FLWTb8YlYuVMC2++9Ju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\nFSPRj8MdoHDhRaMOQq7O7ajNb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CgnINilOIgH52A4M/EfeRL5zrP0FpyJd8Y5wECnkZaN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\nMexBvMMvEw/cg83uIJ1O4xx9D0timMm6f130dAzA+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for s in ['total', 'increase', 'decrease']:\n", " with_sort = editor(subj_of_risk_process.results, '%', subj_of_risk_process.totals,\n", " sort_by = s, skip_subcorpora = [1963], print_info = False)\n", " plotter('Subjects of risk processes', with_sort.results, num_to_plot = 10)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Merging 9 entries as \"Institutions\":\n", " government\n", " bank\n", " senator\n", " republican\n", " democrat\n", " senate\n", " congress\n", " agency\n", " firm\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Merging 7 entries as \"People\":\n", " man\n", " person\n", " woman\n", " child\n", " baby\n", " worker\n", " consumer\n", "\n", "Keeping 2 entries:\n", " Institutions\n", " People\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "inst = ['government', 'bank', 'senator', 'republican', \n", " 'democrat', 'senate', 'congress', 'agency', 'firm']\n", "peop = ['man', 'person', 'woman', 'child', 'baby', 'worker', 'consumer']\n", "cats = editor(subj_of_risk_process.results, merge_entries = inst, newname = 'Institutions')\n", "cats = editor(cats.results, merge_entries = peop, newname = 'People', \n", " just_entries = ['Institutions', 'People'], sort_by = 'total')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LMzD2BgAAuJntAiebzerw4cMyTVNtbW168skn1draWs/cAAAAalLVWlSHDh2y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\nvLMqcdyal5Pn5/VYbsvJbfk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LxIT646cUpdW9u+Cf0wmOzWbDarWSnZ1NdnY2a9eudWdcQgghvEBXVaA/24Ga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\nTZi5cR36g39h3LHcZUVGdXEB5l9vw1jyGCoyGrBvf37x21I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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for k in ['bar', 'line']:\n", " plotter('People vs. institutions', cats.results.drop('1963'), kind = k)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Risker value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A novel thing we can do with our data is determine the amount of time a word occurs in a given role. We know that Bush, Clinton, woman, bank, and child are common nouns in the corpus, but we do not yet know what percentage of the time they are playing a specific role in the risk frame.\n", "\n", "To determine what percentage of the time these words take the role of risker, we start by counting their occurrences as risker, and in the corpus as a whole:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 10:05:47: Finished! 78755 unique results, 4297593 total.\n", "\n", " 10:06:04: Data saved: data/saved_interrogations/noun_lemmata.p\n", "\n" ] } ], "source": [ "n_query = r'/NN.?/ !< /(?i).?\\brisk.?/ >># NP'\n", "noun_lemmata = interrogator(annual_trees, 'words', n_query, lemmatise = True, quicksave = 'noun_lemmata')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we pass `editor()` a second list of results, rather than just totals, and use the `just_totals = True'` argument:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Threshold: 859\n", "\n", "Removing 77822 entries below threshold:\n", " alcohol\n", " dealer\n", " search\n", " faith\n", " portion\n", " ...\n", " recitalist\n", " recirculation\n", " recife\n", " reciever\n", " landlubber\n", "... and 77812 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "subj_of_risk_process = load_result('subj_of_risk_process')\n", "noun_lemmata = load_result('noun_lemmata')\n", "rel_risker = editor(subj_of_risk_process.results, '%', noun_lemmata.results, just_totals = True, sort_by = 'total')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that a `threshold` was printed. This number represents the minimum number of times an entry must occur in `noun_lemmata.totals` in order for the result to count.\n", "\n", "We can pass in a threshold of our own. Note that if we set it to zero, unusual words are at the top of the results list:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Threshold: 1\n", "\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "u.n.h.c.r. 100\n", "passie 100\n", "kamensky 100\n", "...\n", "point 0.014100\n", "stock 0.012872\n", "cost 0.011546\n", "Name: Combined total, Length: 2491, dtype: float64\n" ] } ], "source": [ "rel_risker = editor(subj_of_risk_process.results, '%', noun_lemmata.results, \n", " just_totals = True, threshold = 1, sort_by = 'total')\n", "print rel_risker.results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aside from giving it an integer value, you can pass it `'low'`, `'medium'` or `'high'`. `editor()` then creates thresholds based on the total total of `noun_lemmata.totals`. Passing no threshold results in '`medium` being used as the default (total words in second list / 5000):" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Threshold: 429\n", "\n", "Removing 77126 entries below threshold:\n", " complexity\n", " aug.\n", " carolina\n", " concession\n", " hurricane\n", " ...\n", " recitalist\n", " recirculation\n", " recife\n", " reciever\n", " landlubber\n", "... and 77116 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Threshold: 859\n", "\n", "Removing 77822 entries below threshold:\n", " alcohol\n", " dealer\n", " search\n", " faith\n", " portion\n", " ...\n", " recitalist\n", " recirculation\n", " recife\n", " reciever\n", " landlubber\n", "... and 77812 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Threshold: 1718\n", "\n", "Removing 78262 entries below threshold:\n", " minister\n", " cholesterol\n", " base\n", " reputation\n", " majority\n", " ...\n", " recitalist\n", " recirculation\n", " recife\n", " reciever\n", " landlubber\n", "... and 78252 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "#total / 10,000\n", "tmp = editor(subj_of_risk_process.results, '%', noun_lemmata.results, \n", " just_totals = True, threshold = 'low', sort_by = 'total')\n", "#total / 5,000\n", "tmp = editor(subj_of_risk_process.results, '%', noun_lemmata.results, \n", " just_totals = True, threshold = 'medium', sort_by = 'total')\n", "#total / 2,500\n", "rel_risker = editor(subj_of_risk_process.results, '%', noun_lemmata.results, \n", " just_totals = True, threshold = 'high', sort_by = 'total')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, let's see what we have:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 16 entries:\n", " life\n", " everything\n", " money\n", " health\n", " career\n", " reputation\n", " capital\n", " future\n", " safety\n", " job\n", "... and 6 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n", "\n", "***Processing results***\n", "========================\n", "\n", "Keeping 16 entries:\n", " life\n", " everything\n", " money\n", " health\n", " career\n", " reputation\n", " capital\n", " future\n", " safety\n", " job\n", "... and 6 more ... \n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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R9UdZWRl2ux2n02mcHF5VVYXT6eTxxx83DtOsqqpi/vz52O121q1bZ2yT/eyz\nz2K32ykvLzeuvbisqqqKuXPnGnXlDCohxEiijxxCXRWbCcaXbMZMaD+Bbvww1pH0Su97D6bmo0aN\nNsrU6NEwOSswNycORDwHx+Vy4XK5MJvN1NfXRzOmqJpw4KEBuU9z7vo+Xb99+3bcbjerV6/G7Xaz\nceNGNmzYQHl5Oc8//zyAUVZUVITVaiU1NdV4r6ysDMA4WXzlypUsW7asS9nLL7/cpa4QQowYRw7B\ntMJYR9EvymRCFQV6cVTmlFiH07O60Pk3QSpnGrrhfdT02LdBxAlOSUkJlZWVNDQ0UFBQYBzZMNT0\nNTEZKLW1tRQWBhrcarWyYcMGAB5++GEqKipoaWkJub6lpYX8/HzjtcPhoKCgwOj5KSoqora2NqRs\n0aJFYesKIcRIoY8cxnTz0liH0W9qQTH+f/o79Je/jjInxjqcsLTfj973HqbbVnZ5T2VPw/92ZQyi\n6qpP+1gXFxcbP8tZVH1TWFjI3r17Wbo08MXzer289957VFRUsGHDBtxuN7W1tbjdbqxWa5f6RUVF\nIYmL1WrFbrd3KRNCiJFK+/1w9HDM9sAZCCo5FTX9OvQ7/4uK10TtcCNcdnn45eA5U+GljXGx4V/E\nc3CC51C988471NTU8POf/zyacQ07S5cuJTU1lYqKCux2O263m7S0NACcTider5eWlhbcbjcOhwO3\n283mzZtD6gMh9cOVhasrhBAjwvFP4PLEuO35iJRa9Dn0H36L1jrWoYSl6/aEHZ4CUCnjYezlgfPA\nYiziHpytW7ca++AcPXqUzMzMaMU0bN1zT9cNnIJDVUDInJm6urou165atSqisv379+P3+/sbphBC\nDE1HDsFQnWDc2bQCOHsW6v8CudNjHU0Xum43pltu7/Z9lT0VXf8XVIx70vq00V/nlVQu19DaUloI\nIcTwppsOoYboEvHOlFKBycZVv0XFWYKjT52ExgMw1db9RTnTA8nZ/OLurxkEEQ9RWSwW4xwqn883\npFdSCSGEGIaODt09cC6m5i1G730X3X4i1qGEet8BWVNQl43t9hKVE+jBibWIe3AefPDBkB6czhOO\ne1JZGZhN7fF4jOGUmpoaEhMT8Xg8xn3ClQkhhBCR0kcOYbrpM7EOY0AoSzIq/3p09e9RxV+IdTgG\n7dyNyp/V80XXZMGxZrSvDWVOGpzAwuj3WVSRCC5tnjBhAk899RQOh4OkpMAva7PZ8Hg8uFwuYyJV\n57KsrKwjVyybAAAgAElEQVQ+PUsIIcTIpbWGpkMwaXj04EBgsrH/pY3oxSUxX5EUpOt2Y/q7nveT\nU6NGQUYONHwAvSVDURTxEJVSytiBN/iPw+HocbWOx+OhtrYWCOyE7PF42LlzJ4mJiUaZw+Ggurq6\nS5kQQggRsRMtYFIoy7hYRzJwpswApeCDrotOYkE3N8GZM3B1Zq/XBjb8i+0wVcQ9OO3t7dTW1hqJ\niMfjIT09vcfJxp2HmlwuF/PmzaOhoQGLxWKUnzhxgvb2dqNnJ1gmhBBCRKzpEEwcPr03cH6y8aLP\nBSYbTx24zVv1IRecOomaMqNv9c4vD4+kN0llT8P//yr6G+KAiDjBSU9PZ+3atcbr4DCSx+PptW5D\nQwPZ2dnGsFO8ru0XQggxNOkjh1HDaHgqSM25Gf/WzegTrQPWO+WveAX278X0g1+gxk+IuJ6u24O6\nsSiyi3Omwb/9HO0/hzIl9DPSSxNxguPxeELmxQRPE7/4EM5wnE4nd9xxBwCJiYlG3fb2dqM3J1xZ\nZ3V1dSF7w5SWloa9TimFyRTxyNuwFOvPYNSoUWHbZiQbM2aMfCZxRtok/lxKm/iOeTBl5jJ2uLWp\nxUL77HmMqt3FZZ/74iXfTp85Q+u+vVxWfBsd//pzkn74z4E5M90ItonuOEvrB3VYvvV9TJF8xhYL\n3nGpJLZ+SoI1+5Lj7s2WLVuMn/Py8sjLy+tbglNeXk5OTg719fVYLBZsth7WwZ9XWVlJSUkJEJh0\nPG/ePOrr67HZbDQ3N1NQUIDWukvZxYIBdxZuKMtsNo/4Te5MJlOfP4P58+fz9ttvD8jzOzo68Pl8\nA3Kv4cJiscjQa5yRNok/l9Im5w7WY5pWyNlh2Ka68AbOVr7OmQHYV0bX7oJrMji77Cv4XR/g3bwJ\n0xfv7Pb6YJvov9TCxKtpxwQRfsY661raHH/GlHrlJcfdE4vFQmlpaZfyiP+a/4UvfIGCggLq6+vJ\nyckxkpae1NbWUl5ezr333stdd92FUsroBXI4HJjNZjIzM8OWib4rLy/v93UDldwIIURMHDk8rFZQ\nhZgxE9z16BOtl3wr/d47qOvmoEwmTHf9A3rnDvS+93qv18PxDN3KngYHYjfROOIEp7m5ma1bt2Kx\nWCgoKIhoJ+OCggJefPFFfvnLX/Liiy8ah0IWFxdjs9lCJiGHKxORa21tpaysrF/Xud1utm/fHq3Q\nhBAiqrSvDU6dhNQrYh1KVKgxl6FmzES/984l3Uf7/ei976Kuuylw3+QUTF//Nv4X/xntPd5z3brd\nfU5wVO40dMP7/Y73UkWc4NTW1vLII49gs9kwm83GnBkRmaqqKubPn4/dbmfdunVGN+yzzz6L3W6n\nvLwct9tNVVUVeXl5/PGPf8TpdPL444/jdrtD7nHixAkOHjzIypUrsdvtQCBJ8Xq9VFRUGMvsq6qq\nutyj83VOpxOAcePGsX79eiOm8vJy7HY7drudioqKLvHb7XYefPBBvF7v4H2AQgjRnSOH4apr4mav\nmKiYPQ+9e+el3cP1AVjGoSZcZRSp6YWoecX4//WfA6exh6Fbj8OxZsia2rfnTbJC66foE7H5s6JP\nq6g6a29vH/BgBsMrdd2PNfbFiryX+nR9UVERVquV1NRU41DNYE/KwoULAVi5ciUvv/wyVquVBQsW\nAGC1WlmxYgVvvvmmcQ+AjIwMioqKjCTDZrORnJzM0qVLjTk45eXlxrM2btzIhg0bQq4LGjduHFar\nFa210ZMTjOnxxx83nmW1WsnMzGTy5Mk4nU727t1rXCeEELGijxxCDYdDNnugbLPRv37mknYH1ntq\njN6bkHuXrET/7Pvo3/0X6nPLu9ar2wPTClEJfVsNpUwJkHUtNLwPhTf0K+ZLEXGC43K5cLlcmM3m\nIX0OVV8Tk4HU0tJiDNPBhZ2egz0pixYt6lInOTnZ6H3pq4cffpiKigpaWloirmO321m2bJnxOjU1\nlb179xpxp6SkGO9JD44QIi4cOTRszqDqjhprhqk29N5dqLk39+seeu87mP72/q73TkjA9I3v4v/J\n/egpeaicaaEX9GN4yrh3zjR0/X5UDBKciIeoSkpKMJvNNDQ0kJSUJHNlBkBRUWA/gfz8fPLz842l\n9J21traSkZERUhbcR6ixsTGkPJh8BIeRNm7cyNKlS41elmCi1Pm6ixUUFIQkVI2NjRQWFnZ5tuxl\nJISIF/rI4WFxinhv1Ky56N3V/aqrjxyGU6cgIzf8vcdfiWn13+F/4WeBOU3Ben4/et97qLz+HbkQ\n2NE4NvNwIk5wfD4fxcXFrF27ljlz5kQzpmHJ4XDgdrtDjrYIDhNVVFRgt9tDEos33ngDp9PJ5s2b\njWEmgNWrV/P666/jdDoZN24c5eXlxtyZZcuWGSukUlNTgcAeRF6vl5aWFuP+na/rHNv27dtZtWoV\nXq/XmH9TWFhIfn5+yDXB9+12u/TiCCFir8k97HtwAFThTfB+LfrUyT7X1e8Fhqd6mqekZs1FFVyP\n/vVG4y+x51wfBubtjO/nUu+sqdB4AH3uXP/qXwKlI/yr+FNPPcX993ft2oqlpqamLmVms3nI78Fy\n66238uabb/a7fn/2wRlIw6ENBprsuRJ/pE3iT3/aRJ8+jf/bqzD98pU+zxEZis79/IeYFi5BXb+g\nb/XWP4DpC3egZvQ81KTPnsH/+AOom2/FVPQ5Rr/135z+9BNMK77R/5h/8E1Mf3s/KiOn3/foyaRJ\nk8KWR9yDs2TJkpAhkR07dlxyUKKrYE/JG2+8EetQhBAi/nkOw4SrRkRyA6Bm932YSrd8Ckc/gmt7\nP89KjR6Dad0D6P8qQx9u5OzeXf0enjLueX4ezmCLeJLxpk2bSE9PN5aHezweFi9eHLXARiqbzRZy\nJIUQQoju6aZDI2L+TZC67ib8v/l39NkzqNFjIqqja99F5c9CjRod2TMmXoP68l34n98ALZ9iujav\n90o9yZkG+2vhs8t6v3YARZzgrFmzJuQIhYaGhqgEJIQQQkTsyOERMf8mSCWnwuRM2PceFN4YUR29\n5x3UvL51SKi5n4X9e0k46UOPuawfkXa6V840/NtfuaR79EePQ1RPPfWUMZdi4sSJIe9lZ0f/8Cwh\nhBCiJ/ro8F8ifjE1ax76z5Ft+qdP+eDAPlR+34aZlFKor/095vv+qT8hhkq/Gk76AkNlg6jHBOfi\nHhufz2f8s23btqgHJ4QQQvSoafhv8ncxNXMuunYXuqOj94uduyF3Oupyc9+fk5CAKbF/mwqG3Mdk\nguyp0DC451L1OESVnZ3Nc889h8/no62tjcrKSuM9j8cT0YGbQgghRDTojrOBIwTSr451KINKpV0B\nE66C9x3QywZ8ek/gcM1YC0w0fh81a96gPbPXBCe4NLyhoSFkWErm4AghhIip5iOQegVqdGSTZ4eT\nwKZ/O3vcYVh3dKCdf8b05a8NXmDdUDnT8G8t7/3CARTxMvGL59zIHBwhhBAxdf6QzZFIzZqH3lOD\n9vewgd4HTkifhEoZP3iBdSdrChxyoc+eHbRHRpzgiPgxf/78PtdxOBz9qieEEPFKHzmEmjSyJhgH\nqQlXwbg0OND9/jL6vXfCHq4ZC2qsGSZMAvfgnWUpCc4Q9Pbbbxs/dz5yoSc2mw2r1So7twohho8j\nh2DiyExwoOdN/7TWgQRnZuzn3wSp3ME9lyriBKe5uZnHHnuMbdu24fP5cLlc0YxLdCN4HhQEDuIs\nKyuLcURCCBEbI7kHB0DNnIfeXY0OdzSPux7GXAYT42gIL3sa+sA+9Nkzvf8TyQqxXkS80V9tbS2P\nPPIILpcLs9ls7GgsIldWVkZGRoZxEGZ+fj5VVVWkpaWxbds2Vq9ejdVqpaqqinvuuYfnn3+elJSU\nkPfGjRvH+vXrWbRoEW63G6/XS0VFBRkZGeTnB7bhrqqq6lJPCCGGE+0/B56P4usP8ME2aTJcdhk0\nfhhYht1JYHjqxh4P1xxs6tp89Obn8N+3sveLR4/G9H9+HfFuzeFEnOCkp6eHvG5vb+/3Q2Np0nuO\nAblP03W2Pl2/fft23G43q1evxu12s3HjRjZs2EB5eblxWniwrKioCKvVyoIFgcPUrFYrK1as4M03\n32TcuHFGwmKz2UhOTjZOJQ8qKyvjueeeC7mnEEIMK8c+hqRk1NjLYx1JzCilApONd1ejLk5w9tRg\nWv13MYosPDX+ShJ+GdmOxucevQ8ON0LWtf1+XsQJjsvlMnpv6usHb5LQQOtrYjJQamtrKSwsBAIJ\nSzDpePjhh6moqKClpaXbusnJybjd7oif9cgjj/R6TyGEGNKOjLwdjMNRs+bhf34DevnfGL01+uOj\n4G2B7P4nB7GmMqegGz9EXUKCE/EcnJKSEsxmMw0NDSQlJVFcXNzvh45EhYWF7N2713jt9Xqpqqpi\n48aNLF26lIULFwKETWRaW1vJyMgIKdNaA5CSkgKA3W4HAsNTzzzzTLf3DNYTQoihTB8ZWYdsdsua\nDX5/oLfjvODqKWUawiesZ04B14eXdIs+raIqLi5m7dq1zJkTP7Oyh4qlS5eSmppKRUUFdrsdt9tN\nWloaAE6nE6/XS0tLS0gy8sYbb+B0Otm8ebMxjOVwOEImGi9btixkJVV393Q6nSH1hBBiSDtyaMTu\ngdNZYJgqsOlfkH6vBlUYH8vD+yvYg3NJ99AR/pXe5XKRlZUFBP6QhcAckEiUlZWxevXqLq8rKyuN\nnqCamhoSExPxeDwR9w41NTV1KTObzcYBoUPZrbfeyptvvtmvuiaTCX+4WfWDZLi0wUCyWCyyRD/O\nSJvEn760ybnHv4vpy19HTZkR5ajinz6wH/+vnyHhxxvRJ7z4H16L6Wf/jrrEU8Ahdt8T3dGB/+9X\nYvo//x7YQ6cHkyZNClsecQ+Ox+MxfrbZbCGve1JZWck777wTUrZjxw7uu+8+44Ty4LEPwYRppC9B\nD/bSvPHGG7EORQgh4o7WGo6O3F2Mu8ieCifb0UcOo2t3wfTrBiS5iSU1ahRckwkH+38sVK+TjCsr\nK6msrKS9vZ3//u//BiApKSniYari4mJqampCytatWxdSv7q62piAm56ejsPhMHqLRiKbzUZdXV2s\nwxBCiPjU+imMGo1KSo51JHFBmUyomXPQu3eiGw+gZs2NdUgDwphoPDW/X/V7TXCKi4uZO3cuzc3N\nIUnHpQxBtLW14XA4cLlclJSU0N7eTlLShSPZpdtYCCFEt5pkBdXF1Kx5+F/eBMc/QX3t3liHMzAy\np0Dtrn5Xj2iZeGJiIm1tbdTU1KCUQmvNjh07ePjhh/v10OAcm9raWmM+j6zuEUIIEQl95DBKhqdC\nTckD73Gw5qASLbGOZkCozCmXdAJ5xPvgbN26lYKCAgCOHj1KZmZmvx5YWVlpDHFZLBY8Ho+RQEFg\nA0GLpWvj1NXVhQzblJaWhr1OKYXJNLKP2Ir1ZzBq1KiwbTOSjRkzRj6TOCNtEn8ibRPfJ0dJyJrC\nZdJ+IU5+dhkJ12QwZgA/l1h+T3TiVFp97STqc5iSU3q8dsuWLcbPeXl55OXlRZ7grFmzJmQ34/5O\nBE5PTycnJwcIDEUVFBSQk5NDfX09NpuN5uZmI5HqLBhwZ+GGssxmc0xXEMWDWK+i6ujokFVUF5EV\nO/FH2iT+RNom59wNmGzXc0baL9RtK+kATg/g5xLz74k1mzbneyjb7G4vsVgslJaWdimPOMGxWCwh\nf2jV19dHNBG4pqaG+vp6duzYweLFi7HZbMakY4vFYvQE1dfX43A4MJvN/e4dCjKbe15SNtyNGjWK\njgE4qEwIIeKS7GI8YhgTjXtIcLoTcYLz4IMPhvTgRLpXzZw5c7qsuAq3Ait4v0j31umO9Bx0TUaF\nEGK40G1e6DgLKWmxDkUMApU1Bf/O3/erbp+GqMINHQkhhBCD5shhmHhNXJ2SLaIocwpsfh6tdZ/b\nvNeZqD6fD5/PR25urvGzz+djx44d/Y5XCCGE6A998ADqmsxYhyEGS9qVoDUc/6TPVXvswbn33ntD\nhqU683g8LF68uM8PFEIIIfpL//ltTLf+dazDEINEKRXoxWn8MJDs9EGPCc63v/1tsrOzw74XPF5B\nCCGEGAz62MeBIxpmXBfrUMQgUpm5gYnGs+b1qV6PCc7FyY3L5aK+vp7c3NxuEx8hhBAiGvSf/oia\nORc1anSsQxGDSGVOwV+5rc/1It4Nrqamhp07d+Lz+fjd734nc3CEEEIMKr3LjrphYazDEIMtcwo0\nHkD3cX+3iFdRJSYmsmrVKuP1xQdoCiGEENGiPU3Qcgz6efCiGLpUcgpcbobmIzDx6ojr9Xs//8TE\nxP5WFUIIIfpE77KjZs9HmRJiHYqIhfMb/vVFxD04Ho8Hj8dDeno6Ho8Hn893yZvyCSGEEJHQu+yY\n7vxmrMMQMaKyzq+kmvOZiOtE3INTXFxMUlIS1dXVAJSUlPQ5QCGEEL3Tnib8z/8UrXWsQ4kL+qOD\ncOokZE+NdSgiRlQ0e3DgwrELzc3NfXqIEEKIyOl3/jewYmjeYujHGTzDjX7XjrphAcrU71kVYqjL\nyIXDjehz51AJkQ1TRvxfS3l5OS6Xi02bNvHWW29RWVnZ7ziFEEJ0T++uRt38efxvvBrrUGJOa43e\nVYW6oSjWoYgYUpebIfUKaHJHXCfiBGfevHlkZWXR0NDAqlWrut3hWAghRP9pTxO0nUCVfgNaP0V/\nUBfrkGLr4AFQJrDK3msjXV+HqSJOcDweDzU1NcybF9hJsL29vc/BCSGE6JnevRM1cw5q1CjU55bj\nf3Nk9+LoXXbUjQvlcE0R2A/H9UHEl0ec4EyYMIH6+npKSkqorKyUeThCCBEF+s87UbPmAqDmfjYw\n78BdH+OoYkP7/ehdf5TN/QRw4ciGSEU8yTg7O9s4nqG4uLjPgQkhhOiZPtYMx5rh2sBmdmr0aNSS\n29Fv/AZ194Mxji4GDuwHcyJqkjXWkYh4YM0Gz0foM6dRYy7r9fKIe3Cam5v53ve+x1133cVDDz0k\nPThCCDHA9O5qVOGNIatEVNFfoT9woo8ejmFksSFHM4jO1OgxMPEaOOSK6Po+nUX1xBNP8OKLL7J+\n/Xpqa2v7HaQQQoiu9O5q1OzQE5PV2MtRn/k8+revxSiq2NDnzqH//LYkOCJEXyYaR5zgZGVlhbzO\nycnpU1BCCCG6p1uPQ9NBmFbY5T21eBl6zzvoYx/HILIYeb8Wxk9ATbgq1pGIeJJ5fkfjCPR716S2\ntrb+VhVCCHERvacalX89avToLu+pRAtqwRL0W/8dg8hiI7C5n/TeiFB96cHpcZLxvffe2+2hmjab\nTc6iEkKIAaJ3V2P6zK3dvq+WfAH/D7+F/vyXA6crD2P67Fn0e+9gKrkj1qGIeDPJCsePoX3tKHPP\nh373mOCsWbOGgoKCAY1NCCFEKN3mDXS75z3S7TUqJQ11/QL0jtdRX7xzEKOLgX17YNJkVNoVsY5E\nxBmVkADXZAY2gJzedTi3sx6HqHpKbvqyiqqsrCzkdU1NDQ6HI+S4h3BlQggxEui978L061CX9bz0\nVX3uS+iq36J9w3ujVf2uHXWjHM0gwgsMUx3o9bp+z8HZunVrRNdVVlbyzjvvGK8bGhoAjOEtl8sV\ntkwIIUaKzpv79URdORGVNwv9hzcHIarY0KdPox1/Qs2a1/vFYmSKcB5OnxKc4GGbd911Fzt37oyo\nTnFxcci5VdXV1SQlJQGQnp6Ow+GgurramOsTLBNCiJFAn/TBh3Woghsiul7d+tfoym3o06ejHFmM\nOHZB1rXDfp6R6D8V4UqqXncy9vl8VFZW8tZbbwGB5eLPPPMMHo+nX4G1t7cbCQ7AiRMnwpYJIcRI\noGt3wZS8wGnJEVBXZ0DWtei330J9dlmUoxt8/vNnTwnRrQlXwSkf2tvSYyLcYw/OU089xTe/+U2O\nHj3K/fffzy9/+UvmzZtHYmKicWxDf2it+11XCCGGE717Z5fN/XpjuvWv0f/zX+iOjihFFRva1w77\n96Jmzol1KCKOKZMJMnJ77cXpsQfn/vvvp7a2Fp/PN2D73iQmJhr3am9vx2KxAIQtE0KI4UyfPh34\nA/3Ob/apnsqZBhOuQr/7B9S8xVGKbmDojrMAqFFd9/e52Nk//RGuzUeZk3q9Voxswf1wehra7XWI\nKriSKjhU5fF4SE9Pp729nfz8/D4HNW/ePOrr67HZbDQ3N1NQUIDWukvZxerq6qirqzNel5aWSiLU\njTFjxshnE2ekTeJPPLTJmf17OJMzjaSrru5z3bPLv8rJF39B0pLbUKaE3ivEwLkmN+1PPITfe5xR\nudMZNb2QUTOuIyF3WuBcoYv4av4Xc9EtjJHvStyIh+9JOGemF3Dm/1WQdD62LVu2GO/l5eWRl5cX\n+WniZrPZOEW8oaGBsrIynnjiiV7r1dTUUF9fz44dO1i8eDFZWVnU19fjcDgwm81kZmYChC3rLBhw\nZzJXJzyLxSKfTZyRNok/8dAm/j/+Hgpv7FccOmMK/jFjOVFV2echrsGgP3Dif24D6ktfxTRzLv4D\n+zj9gZNT//eXcPQwZE5BXZuPmpoP2VPh1Cn8+x103PVtTst3JW7Ew/ckHJ1+Df4Df8Hr9WKxWCgt\nLe1yjdL9nBDT0NBwSfNwBkJTU1NMnx+v4vU/yJFM2iT+xLpN9Nmz+L/7VUw//hVqXGr/7rGnBv+W\nf0VNjWBX+TFjULd8EXVFeu/XXiJ/zf+it/wrpm98BzXjui7va1871O9Hv+9Ef+CEJjekjGd01hT8\nf3t/1OMTkYv196Q7Wmv8D3wN0/d+ytUFM8NeE3EPzsVindwIIcSQtv89mJTR7+QGgMIbMfnPRbbx\n3yfN+H/yHdSXvopasASlVP+f2w2tNbpiC/qPb2H6zmOBFV9hKHMi2K5H2a4P1DvlgwN/YWzOVHwD\nHpUYjpRSFw7eHOgERwghRP/p3ZFt7tcTZTLB7PlEmqroGxbg/7efo/fUYPrqN1Ep4y/p+SH37uhA\nl21EH2rE9L2folLSIq6rxpohfxYJFgvEYW+BiE8qM7fHDf/6vZOxEEKI/tHnzqH3vnvJCU5fqWsy\nMX3/Z6iMXPw//gf87/xhQLbt0L42/E8/im47gemBx/uU3AjRX70d2SA9OEKImNCnfHD8GOqqyYP/\n7Nbj6NEx/N/fB04Yn44aP2HQH61GjUZ94Q504Q34/+2f0XuqMa26B2UZ16/76WPN+J/+MWqqDfWV\nb8Ttii4xDGVMCRy62Q1JcIQQUadPnQR3A/rgATh4AH2wHj79GADTP65HZeQOXixHD+P/2cN4R49B\nrfhb1HWDv6lcfzb3G2gqcwqmR55Cby3H/+jfY1p9D+q6m/p0D934If6NP0H91RdRi0uiMq9HiO4o\nSzL0MMG+36uo4oGsogovXme9j2QjqU306VNdk5ljzXB1RiCRychBZebCxMnoP/wWvW8PCff+0+DE\n9okH/5PfR5WsxHxNBu0vPAUTr8a0ch1q/JWDE4Pfj/8f78L03cdRE/u+/0006A/q8P/fX6ByZwR6\nYTpttKe1hrNnwNcOJ9sD//a1oz8+gn79PzDd+c0BG2obSd+ToWIotMmkSZPClksPjhCi3/Tp03Co\nUzLTeCCQzEyyojJz4dp8TLd8Ea6ajBoV5n83Rbegf/sa2vUhKmtKdGNtOYb/qX9C/dUXMc0vZrTF\ngumHT6P/5zX8j/0D6nN/jVp8W/g4B1L9XyApOW6SGwB1bR6mH/wC/ZsX8f/gW5A6/kJCc7IdlAku\nN4M5ES5PBHMiypyE6b4foLKujXX4QoQlPTjD0FDIuEea4dAm+vRpOOwKJDEHDwSSmk+OwlXWQM9M\nZi4qIyeQ3ESwLX+Q//9VoB1/JuG+H0Qv9hNe/E8+hJp7M6Zb/xoIbRPd3IS//DnwtmBa/XeBoxCi\nxP/Kv8Lll2MquSNqz7gU+nAjnDkdSGbOJzThdh2OhuHwPRluhkKbSA+OECJi+sxpOORCu+uh8Xwy\n8/GR88lMDuROw7T4Nri6b8lMOGrB+V6c+r9EJbHQvjb8//wD1Mw5RnLTJYYJkzD9w6PoXXb8zz6B\nKrwB9aW/QSUO7JlIWuvApN5vPTKg9x1I6prMWIcgxICQBEeIEU6fPRNIZg7Ww8EPA/9uboKJ1wR6\nZrKnYvrs0sCmdKMvLZkJR40ejbr1y/hff5mEf3h0QO+tT58KrPCZkoe6fXXPcSiFurEInT8L/V9l\n+H/4TdRffw1102f6PXlWnzkNxz6GY83oY82BHXsTRkE3G+AJIQaOJDhCjCD67Bk4fBB98EM4WB8Y\nbmr+CNKvPj/MdC2mRZ+HazIGbVgCQC0oRr/5G/SB/ajc6QNyT332TGCFz8RrUKV/G3GSosxJqFV3\no+d9Fn/Zr9Blz4I56cL8k8vNgZ14zYlwebDcDOfOBeYfBZOZY83ga4O0K2H8hMCS8PETMK39rqw2\nEmIQyBycYWgojJmONLFoE332LHzUeL5n5vww09HDMOHqwDBTZm4gqbkmc1CTme74q/4H/ac/knD/\n/3fJ99IdHfifewI15jLUN+4PuzdLJG2itYbTJ42VQ8GJt9r4ue1CuckE4yfAFef3t7liAiSnBnYb\nFhGR/3fFn6HQJjIHR4hhTHechY8OBpKYxvNLs48egiuvQmXmQkYupgVLAsnMmMtiHW5Yat5i9Buv\noj/ch5oyo9/30f5z6H/7eeCeX//2JW08p5SCsebAP2kXlpFL/4sQ8U8SHCGGGN1xFprc51cz1QeS\nmiPuQDJjDfTMmOYXwzVZqMviM5kJR40ahVq2Av+2zSR857F+3UP7/ehfb0S3eTHd+0/RX/IthIhb\n8u0XIo7pjo5AMtN5n5kjbrhiYmCYKWMKprk3w+Qs1GVjYx3uJVNzbg704rzvRE3N71Nd7fej/+MF\n9NHDmP7h0bgYdhNCxI4kOELECd3RAUcOhe4A/NHBwATV8zsAm+Z8BiZnD4tkJhw1ahRq6flenAce\nj0orIEEAACAASURBVLiePncO/e9Po5uPBDafG3t5FKMUQgwFkuAIEQP63Dk44r4wAbjxQCCZSbuS\nwJyZHEw3Lgr0zIywP6zVnM+g39iC/kstalpBr9frs2fwP/9TONeB6ds/HrbJnxCibyTBESLK9Llz\nnDvkwl+398JqpsONkHYFyhrYAdh0/QKwZqPGmmMdbsyphATUsq/g37oZ01Rbj0uq9UlfYCl4cgrq\n6w9e8qaDQojhQxIcIQaQ9p+DIx91GmYKJDPtqVeANTvQMzN7fiCZuVySme6oG4vQFVtg/16YcV3Y\na/SJVvy/eBSVmYu6Y90lrZYSQgw/kuAI0U/afw6OfhS6z8whF4xLPT9nJhfTrLkwOZvk9Ilxv5dE\nPFEJCajbvoJ/22ZM0wu79OLoTz/G//MfoGbNR92+SjbOE0J0IQmOEBHQfj94mkJ3AD7kguRxxkGT\npsIbISMHZR7Y84tGKnXDgkAvzr73IG+mUa6PHsb/8x+iFt+G6ZbbYxihECKeSYIjxEW03w/NTRf2\nmXEfAHcDWMYF9pnJyMVUshKsOQN+GKO4QJnO9+JsLcc04zqUUuiD9fh/+WPUF+8M7PUjhBDdkARH\njGiBZOZI6NJsdz0kWoyjDExLVwR6ZhItsQ53xFGz56O3vwLO3egxl+F/fgOm1X+HmjU31qEJIeJc\nTBKcsrIyVq9eTWVlJcXFgb+F1dTUkJiYiMfjMcqEGEja74ePj55PZs7vAOxuCByWmJETSGY+/+XA\nz0nJsQ5XAMpkwnTbV/C//DycOolpzXdR0wtjHZYQYgiISYKzY8cO3n33XdauXQtAQ0MDADabDY/H\ng8vlIisrKxahiWFCa90pmTm/z4y7IXDqczCZ+dxyyMhFWSSZiWuz5qGcf0YtuhWVdW2soxFCDBEx\nSXDWrVvHnDlzjNfV1dUUFgb+Vpaeno7D4ZAER0RMaw2feIxERrsDq5q47PJAApORg+lzXzqfzIyL\ndbiij5TJhPra38c6DCHEEBOTBKetrQ2Hw4HL5aKkpIT29naSki5M1pTltKI7RjLjDqxkCg43Meay\nQM9MZi6mJV8I/JycGutwhRBCxEhMEpzgHJva2locDgdw/g8uITrRWsOnH8P5RMZIZkaPPt8zk4up\nuCTw8zhJZoQQQlww6AlOZWUlSUlJzJkzB4vFgsfjITExkba2NgDa29uxWLquVqmrq6Ours54XVpa\nGvY6AWPGjBlyn43WGn2smY6G9znX8AHnXB/gb3gfEkaRkD2VhKxrGbW0lITsazGljo91uH02FNtk\nuJM2iT/SJvFnqLTJli1bjJ/z8vLIy8tD6UHuOnE4HOTk5GA2mykvL2f+/Ploramvr6e4uJht27ZR\nUFBAZmZmr/dqamqKfsBDkMViiethPq01HP/E2DBPuw9A4wEwmYyeGZWRE1imnTL0kplw4r1NRiJp\nk/gjbRJ/hkKbTJo0KWz5oPfg2Gw2ampqgMAHF0xk6uvrcTgcmM3miJIbMTQEkplj4A7sMRPYPO9A\n4M2MXFRmLqZFn4OvToGUNNlyXwghxIAY9B6cgSQ9OOHFMuPWLcfOz5mpN5Zo4/cHemOsgYSGjBxI\nvWJEJTND4W9BI420SfyRNok/Q6FN4qYHRwwfuuXT8xvmfWgcOMm5jgsTgBcsgVX3QNrISmaEEELE\nniQ4IiK69XjXfWbOnr2wad68xXDHOki7UpIZIYQQMScJjuhCe48bRxkED5zkzOkLyczcm2HFN+CK\ndElmhBBCxCVJcEY47W25kMwE95k5fTIwzGTNwTTnM5LMCCGEGHIkwRlB9Anv+ROzD1yYAHzyJFiz\nUZm5qBuLUF/+Olw5UZIZIYQQQ5okOMOUbvN27ZnxtYE1MMykrl+AWv61QDJjMsU6XCGEEGJASYIz\nDOj2E+d7ZgL7zHgPNeA/0Xo+mclBzZqH+uJXYcJVkswIIcQI19Gh0RpGjx7ePfWS4Awxur3NOGgy\nONzECS9kZAf2mZk5h8TV62hPHCfJjBBCiBC+tnO8U9WOMsH8zyYxeszw/XNCEpw4pn1txjCT8W9v\nK0zOQmXm/v/tnVl0Hcd553/VffsufTcsFxcLSRAAF0nctFgSKcqWHJuRbdmWl4wtJ/ZkjnMSeebM\ncGZiv+QlZ17ykJdxZk6SB2fPGSuOPWNH8czYYxuSF8kSJUuiCYiLRBIXXAAQFwDvvvRa83AXrBQh\nhZQAun7n3NNV1dXVffvr7u/fVdVVcNf9aJ/4PPT2IzS9vZ0ejyM2+MBMCoVCoXhnyS24/OK5Crv2\nhKmUPF56rsKhh2Po+q1Zk6MEzgZBViuNmpnmgHnywjko5BpiZvtOOHAf2sc/B31blokZhUKhUCgA\nIoUXcI0eHHPnqnUzl23GXq5x1/0mvQMG0pe8cqzK8WNV3vOAidBuPZGjBM67gKxVm2LmXHvCSQpX\nYetQQ8zsew/aRx+HfiVmFAqFQnF9woVfYF79MQiNq4O/j9RCQGM+wIk3LCZetzj4UJSOrobbF5rg\n7oMmL/6swmvHa+y7J3LLfT2rBM5NRtarcHGiPWCevHCuMZN2S8zsuRvt0c9A31aErsSMQqFQbGak\nlMyWHbrNAIb+zvRvCVZOEb36I/JbnsDM/YTowo8o93wM35ecPF5jYc7lwQ/GMaPLj0fXBfc9GOX5\nZ0qcO22xa0942fq67WAXymzWbjpK4NxAZL3WEDMXzrW/auLqHGzZ3hQzd6J95NPQP6jEjEKhUNxC\nLFQdfpIp8sxEgZLtYbmS3d1h9vaa7E+b7EqFCd4EwROoXSCR/Q75/n+DF0xRTn2E7ov/jUrkLl4+\n3oHnwYMfiGME166dMYKCgw/HeG60RDgi2DbcqPn5+RtT/PzpH6J7Fu898mEO3j50w4/9ZqMEzttE\nWvXVYmZhFrYMIbbvgNsPoH3o09C/DRFQp1mhUCjeLaSUVCoVisUipVKpsSzm6eAyI7EZOsI209FH\n6d9x31tqprFcn2OXSjyTKXJuocYD2+L8h4N93N4Toer4nJ6rMT5b5W+PZ7lUsNjZFWZfr8netMlt\nqQihwL9M8Oh2luSVr1NMfwY3vK3xX/Uoufgj6JPfIRT6HfbfG0W7Tv+acETj4MMxXvhxGUtI/vnE\nq4hLY+y5817iyU6eG/0+87kH+egDB1ZtWy55nD1Zp1zyOXCvSbJz47y8CymlfLcP4u0yPT39juxH\nWhZcWiJmJs81xEz/IGJoZ3v2bAYGN4SY2QzT2/+qoWyy8VA22XjcSJtMTU3x0ksvUSwWKZfLhEIh\n4vE421Mae1I5tpnT2KKDsnkAy3ZI157lJ9O72X3fJ0kkEtcsV0rJqbkaz0wUOHapxK7uCB8YSXJw\na4xQQENzC5i5n1KP34UbHmxvV3U8TmdrvJat8tpslYsFi+HOMLHg2xMECa3C76e/zfeK9/OL6u3t\n9JFIiO4rBo/d8Y+I9H7qHQ+uqzzPl/zfV+aYPf4SNvN86rFHGehLE4/H+dmrp3n6h98jPXIHX/jQ\ng2iaRqnYEDZzsy7Du0KEI4LTY3Vu2xdm+47gmkIxWznNZP7nDMTvoj92F7q2hr+UEqN2nnB5nHLq\n0XZfojdjYGBgzXQlcFYgLQsuZ5aPMzN/pSFmtu9YFDNbBhEB44bv/0agHtwbD2WTjYeyycbjRtkk\nk8nwox/9iIceeoje3l6SpiBaHSdcehXNr1OP3009fg+21k1uwaVS9umNXqC3+A/88PU4ev/D3H33\n3WiaRsHymKs4ZMsOk3mLn04WCeqCDwwneXg4Qbe56AeClTPEs9/Gju4hWDmNHb2DcveHkXpk1TFW\nbZfi9FVmtCD2Gh+TeK6DVa1gV0tY1Qq+5y3uRzh8PP0c56pbOVHa1UyVuBVwC0nGjSipVI7/su27\nzG45SsTsfNPzdf5qnb969g1SMy+zLdVPQr+P9x7pJBbX2zaZnM3xP//pKaKJNPdtf4ircz4ju0MM\n7Qq1BwwsFz1eeaFCLK5z4F6z3SxWd4ucuPINstXT7Oj8AFfKYxStaQaThxjqeB+d4SEEEKyexcw9\ng+ZV8YwuEDqFvs+DePOaLiVw1kDaFlzKIC+eh8mmmJmbgb5tDTEz1KqZ2Y4wNqaYWQv14N54KJts\nPJRNNh7rsYnl+pRtb5mwWMqZM2d47rnn+NhHH2V7fIFw8VWM+iRWdA8V825my9tYmPdZmHMp5Dxi\nCR0/KKnkfGL6PI+MfIvjMybfP5vgVHQPVqSLnqhBOmYwEA9yeDDOzq7w8hoK6RFd+CHh8gmKvY/j\nRIYRXo3owg8IVU5RTn0EK3YXNLcxqjUSFy8jXRfheRyXHhdKi81nxWIRx3FIJBLE43Hi8ThG0wdp\neLyv+2XyTpwTxTsAQaXsk19wkVLiMYfj1kluGWFn1wxBivzv+sf4wEiSu/uj6Euaq6qOx5O/nOP0\n6VPsqJ7l/Q+9j7179nBxwuLsKYsHPxijJ51sHFfeY/xEgddOP42tw+c/+zG6kquFm+dJTv2yRnbG\n5Z4HwlzVnmd89lts73gve1OfpFZp/K+Kk2Uy/3Mm888RAO7QIuwOJKH7Q1ix/YBPx9RfYZs7qXYd\nedNr4lde4EjHboiZC+fhwtnGMjsNvVsQQ7sa0xoM7Wz0odlEYmYt1IN746FssvFQNtl4vJlNfCn5\nSabI10/MYbk+saDO3rTZ7NMSoTcW5MSJE7zyyit8+uO/zpD9A/BssuJeMrnbmMtqFAse8aSOH5Vc\nkTbj5Qpnc3UG4kH64kH6QgZbpM0jse9wtRzkm6/oJJLbuOvAIfq3xEh26KvGi9GcHMkr38DXTYq9\nn0HqUQAsy6JYLOIXzrHd+xk1V+fY9AjDeie74wl+MJnhXL3GvnQvH+jpZVL6zMZMEskk8Xgc0zRX\nN/NIn8SVb4AQFNKPc2Xa442TdUCwe2+Ivi0GQgjm5+c5ffo058+e5on7p/hp4R7+KX8H2brg4eEk\nvzacYKpk87cvTXGgfoZOKnz00Ufp6upq7+qNk3VmLtvc/94Ur/0yR27eZcdtIfq36/zVU/8Pq7DA\n537jE2zrWbt26OzkBCfm/56wCfu6Ps3U+TJnzpxBSonv+wwM9HPXdp3boq8zT5lTWogLtfN0mzsZ\n7ngvA/H3EPQtOi//OaXUx7Fje6953fxKCRzp2HD5AvLC2cVxZrJTkN6yvGZm6xDCCL7DR33zUQ/u\njYeyycZD2WTjcS2bjF2p8DevZgnqGr9zT5rbUmEuFW3Gr1R5fbrG5XmL3vJZovXLHNh9Fwf7RsG5\nnS6ZYs73mPPTnHaSPFuqcy5vsb0jzP6mMLq9J4JprGgi8m0Ss99C2mW+fXKIC/lxkoMuxK4Q8/Yy\nEHmQ3uQgSTnGlvoo5+u7GV/op1gstWthpJTtGphkIsbhrjqDspuq4ZLduodgvKMtYDTboWNyEheX\ncz0WBX+OqjNPpfmrOguYgW62aAZbCVDQfo/zpw00TbB7b5jegcCafV583yc3+XO2Wk/zZ8+m6egd\npBDbynMFk05Z4fbCCXYMDfLQQw8RWNF/1PEsfvza/6Dgn6IztIuh3r30x+8gGuzB933+/nvPsnDh\ndR758KM8aBqESmXy2waohwQns08xkfspidpBJl4O4Lg1gn1DXAr2k7GCfKgzw2d6jhOQDj+d6OD0\nTIDudD/bBvuIpXNclSfI1S+wq+vXuSO6j97Zb5Hb8nt4od41r5tbVuBIx4GpyeUjAM9cht6BZp+Z\nXY3l1iFE8PqdlW4F1IN746FssvFQNlk/Ncdv9EOpOMyWHeYqDnNVh0hAI91svklHDXqiBl2RwLJm\nkLfCSptcKlj8/fEslwo2v31XD/cPxLg4YTM77VKr+NRrPkYQFkq/oFyf5v47NW4PRuiVg4xWixy3\nI+wMTnOXKRhkG7oI4cYT+IkkdiyKGwq1m41WUrJmmJ75O85XzyG1DkqXu3ELnRDLonVdJhr0uV2L\nkjm/H1vuoLsnSbo3STLZEDXhcKMZS7dskpen0B2HYl+SYPWHlOoXmDB3MOtcpWTPUnHm8D2b9/JB\nbnN38cvkBWrREGYwRdRIYRrdOPM/IFs8zslyFDt4iajRx0ByD+nY7fSYtxFs1hytReLKP2IT5Rdz\nQ5w+fbpRs+T7vP/972f37t2r8hetaZ6/9Gd0aGHujW7nsucx4xbI1s6jiQA95u2ko3dw7ozgfbaG\nmeggsq2f6PQUz4lnebU0zcJraSrBrWS0Pu6Jb+NAJM+u4csMh87iSjgpHuREbYhs2WUuX6JydRaK\ncyTsq4SkheiKEBuaxoxfJOru5CNhiz+b+xw1GV51vH/+m/ev+b83tcC59O8ehyuXoKe/USOzfUdj\nuW34V0bMrIV6cG88No1NpAQpEe0wCORiugSQiOa6Rt4l69rxZrj5eBFSrlF2I+xrGlLX8TQNV2pY\nUsNyNSxP4LoCx5a4jkQPQMAQGIbACDaWgebyep/BLsP3CRdLmIEAVcdB6jq+riN1Db8ZRtNAegSr\nZxF+HTfUj2ekQGycT2BvBlXH4/mLJS4VbGbLDUGTrThYrt8QMk0Rk44ZpMwAdddnruKSLTvMNvOW\nLI+UGWjka+bdmggy3BmmL2a8qfhp3Sf5uss/js3z84sl/tXebh4ZSTKVcZh43aIrFWBwJEg0pmGE\nJM/87P9gBC/wQMc2tvpbWOiQsOUeZmqQq7ns7A4T0HyulE6Qvfoy4UqNHfo++r00AQzsWBQrFsWO\nRqkaHpeKLzFZeI6SdYXB5APcrifYWh6n0PcFJhc0EkaNwfr3uKIFGCPI5fKrhLxtBHL3488foKs7\nSndPgFSPzlY3R2x+nvmuAGdCk2RrZ5irnMEQOluBdGgbcXMHMT1OWGuMJByo6UTnTayYTT1pYTsS\nu5Qn7pzkpzO/zeAdPXSnJbl6hmz1NHOVMyzUzhML9pI2b2ew4zDdkZFl51VzS3Rd+u/kBn4XL9RH\nPp9H1xsdiFcymX+OX858nftD/ewJdEPPIfzCGwRrGXx05oJppoTAq+rcXb6NX2qv8eO5U+gRnR4D\nPuJ9kmk7yPm4y52dC2zVLxO0p6nTQya7BS++Czp2Y8Z0Iqa2bHweKSVl2+fyQpHM5AXmLp6nWrtE\n5215gsmL7NT7KIf/Pbq+/Cu3Tx28bc3raVMLnKlnn4Gtw4jQr66YWYtN40w3Gq1bQS468EXn3nTS\nazr3JQ6cxfBSRx4Jh6nXakscPauEwdKyW/taWvYyYbBSOCzdb1OELCtbLo8v+18sKQ/wmyEpBM2j\nuubSl60w+AikpJ3mS4EPSCnwJc2fWLaUEnR8AvgYwies+wR1n5AmCQgfH4EvXISoY4kSRekw5wQo\nWUmKtQT5WoJyzUTTGqInYAjCEQ0zqhGJaphmM2wKEn4NM58nki9imxG0aBSvXkd4HlrzJzwfzXUb\n/0hYSM1HCoGQDkL6SBFo/gzQDKQIAI0vPNxgkFpXB/VEvCGQ3vLlJ6k4c2Qrp8lWTlOozRANdRML\npjCNFNFgiqjRQ9RIYazxVc5a+NLH9Ws4XhVP2sSCvWhi9ae52UKB05OnoDzBPR0LOIEuysEhpLmD\nZKKHZFhf1gTiupJ61Scc0QgYywWL7fnMV9y2OJotO1wqWEzmLQp1l+0dIYY6wgx3hhjuDLO9I0TE\naJyvYCTKP/ziIk+ducr7hxP8xm3dzF9ymXjdIpUOsGtPmERHQ2RmS29w6tQ/c19oB4NiK/XwFLXh\nI/jB1U57KZZb4mLhGJn8swRsl/3h99Hv9WFWHXQfFowSXqKbcPdOvEgUhCBYOU1i9tvUEvcSKb5M\npfuD1BKHQAg832aqdJzJ/LPMV8/Sq99LX/Uu9vkaBVngx8b3qek+3eHb2NK5h774HZhGN/g2ZuF5\nNHfxWS0B15FYZUFHNY304aJzhUBE4qQOkezvXbMpyvNd8tXzFEpneb3wE8xIL3t7PkVqyZxU4cKL\nREqvktvypTW/SnL9Oq9M/x258jgfDnQS6fkotcRB4olGJ2OkRHfmMKoZYnMVjGoM2zzOvGlwsmpx\ncaHE/V3DjIRzREpphDdAJVXCSm7FiQwhtRC1qs/5M3UqZZ9axada9dGEIBLViETFsvs1GfGJdIao\n1Kq8/vrrnD73MjtuH2dGr7A18WscGPgk4UBD6NyyTVSK1bwtgbPMucOig3wzR9/abonjvK5jhkVH\nvrYzXul8WVH2Uqct4BrH+Wa1DdcWJBJANJw70Fg2HX1j2XTorbRlTr/p0FcIAV8KNF3Hcf1VQsBv\nHpq/pghohn2BLyW+FHgSPJ9mGvg+eFI0ls2fLwWeL/F80Y4LseS/CBoPSSGg9TataaA15qfRNIGm\nNVe3whpoQjSW7XzNsFiSRxNoglX51iqrFbalJO+4zFsOc1WX+XKdHu8cd4ZOcXtojuPFQc7WRtim\nB3iPadCh69T0AsKYIWhMolPF1Ttw9U5s0UHVT5G3e1mopHFrgj6vxGCwjCchU4txRcbBDGKaQWzb\nBsAQZfqM1+gzTmBgccU5wLy7F89PEjQgFBZEwi4xI0dELGC48+j2PLqzgNQieMEepExhVOPoToBK\n2CFneBSkpOYKqragakmqlosQGqlUiu7ubgKmxVz1DHPVM2QrZ/A9n5Szn3R5Nwk6mLGL5MJXkGYW\n37iKo+Wo+QU0oRHTY8Q0E1ML4aBh4WNLD1s62E1R4/p1AloEQzfRhE7dLZAyd5GO7KBfi2GUKwSq\nk3TrObKyn0jHTkKJIagvEKhMELIm8aVOzt1OtraN6cIgc4UErtMYHM6yfBJJne50gO6eAF2pwCrB\ns5SK7TGZt8jk6mRyFpmcxeWCRbcZYKgzzLmrdXZ26nzmDpNKtsLFSwUSXTbpbS56qI7jVXH8CnZ+\nmj3VEQYYQEQmcLrilHs+9JZr2Ar1KSbzz5KrT7IlcS/D4fcQr0OwXCFUqaC5HlY0ih2L4gUrhCrP\nUO34dRDd6Lbd/Dnotk3AdtBsCyk9iqLEudgcViJNoLaL8kKchaxLueTR0RUglQ7Q1ROgs1unVvGZ\nz7pcnXOZz7oIQeN8pnR2BfN0FnPkB7dgxWLotkNgjf3qjo3meniBAJrnMReu8gvvx5TCkj29n6LH\n3A3Sp3Pqa9Ti91BPHlx2HvL1Sxy7+FX6pMsDifuxej6B3xQPS/2Jbtt0Tl7E13Xyg1sRsoBRyxCs\nTaB5RZzwIE5kGCe8nVChRnJqmnJvmkqqe82mQCklji2pVnyqFR+/bNFVK9BHiSAeVVdnyo9TTiSJ\npsO49mVShb/he7kylViBlH4P9w9/jtt2rh6AEDaQwDl27BjRaJTZ2VmOHHnzT8Ja3FCBc43q85tR\nNd8u47pv7G9W3tIagOXl6ZqG73rLy1slDFaLkEXnDiAWHb1oOGtaYSFovOHTvGgXwy1h0Aovdf6r\n3v5pvN23HHzD+bfe+Fvpyx2+bDp5KZuOfZkQWOLgm87f95vOvrnebae1xAF4XksQNPftS3wfpN/Y\nj1jisDVNNJ11M6zRdOjLnXwrjxCABsGggeu6rdPaeOkXK37I5vmWzfPZsknzMhBy8RwJkEh8Gnkb\nwkriN9f7gNdaT2MQr8Z5aiw92fiPvpSNc9VKXytfM+75i+krt/P9pXG5RHzJ5dv4y8t2PIkmBOlY\ngHs7cjycfIN9obNUtBS5yF1oHQeIRaII0bDRVNFmZqFMpFBiq1tjOOByqg7TwseL1BmIV+iUC6Rt\niLudCL+DGW2Gk94Ub9hZqm4NqZUJhKrgC8K+QY8h6AsJSkWTy9kE03MxfCvcMkr78dC43RYflxIQ\nQtJluvTFbTpMh0jApyNssiWyjS5jK0L4WNpFvMAkjp6ngsOc7zIt68xICyFhh0izQw6R9rcS9htv\n6L4+jxRlNK8L4XfjiTJ18lRkhZJbp+D5LOByVdpUhEUy6JEKevQYNh3UCAmdQLAL3UghjS68QAdS\nj+LWJpgrv8aMM0fGdalgE2YL3YE7MazbcHPbKOU1XFdimo236lQ8R9q8QFycJyku4kvJdCnK2azO\nTEGQrwUo1XV8XyClbPQ7CVsYnQVinTX6EyG8QJ0FsYCveSAEQggEzaWgfX2A2zi5boSAZmKGo4QC\nEUwZI+320ON00uMlCTgaV/wc27teppT+CFb87vU/698CmuMQKlcINn8By0JqGl4wiBsM4gUNvCVL\nN2ggdf2a/XocW3J13mVhzmUh61LIe4TDoi0Qu9MBzKi2rJYmWK7QeeESmuviGYv7Wblf3zBACDTH\nJZLPE1m4inSqnBKvcTmSY7DvEfoCCTqn/pqFwf+EDMSRUpJZ+D7j2f/FA8Fetg58Edtc3ienJXDC\n+QLJy9OU0ykqPalr/sel6JZF5+QlPMMgP7gFucZAuMLzCOeLmLkcgVqdemeSamcnjhmBXAVj9iod\n9RILdpDX8yZerMah9Dd4oXqQU5UXsM1JvvLoD9bc/4YQOBMTE2SzWQ4dOsTo6Cg7duxgeHj4utvV\nn/058OZV829a87BUdLDkrXyVU190+i2H33qbbzv8azj69rqltQArRAAryl4qIGSrmp+mCGjGl1b9\nt5ZeM2yEwlRr9bYYWPa2T8uBC7xmzYDnN0VD0+nLphNqxVsOf/USZNMhyma6lIvCQPrNv9l05u3T\ntCS+0snL1j3TCjcdeSu94cxl0+EvOvVWemudj8RjMa9H06k283uyuV5KPClxaThoD4nrS7xm3JVN\n0bCGALi2g19cCkBv1VgI0JvLRg1GK621fkmetbbRVpdxzbIF6NqSfNdIX7m/a5W9rjLWOEakjyYk\nGj6icfUh8NCkRAiPoKjR7Z4jXBlD+C71+AHqsTvxjZWfnkocr4bjV3G8GrZfaTS7ODUiJUlnNcgW\nN0FeVukgwpS4zCltnIx7Gc3ViIsAKcOgPyjo0DWCepqAzDMjo5x3u7hga9S9PD45AnoeQ69iezE8\nrwPXj1G2glTsIJqIENFN4oEoMREjJmKEfRPDjVCv+dSdHG7oKhV9Hj+0wEhEY7/ezy65nTltSdUz\nIAAADUdJREFUjkxoGjsYYLvYSUeli5jl43k+l2s258oFXr96hXxxATcQBjOJNBKY0TgjyTg7zRDb\nDUHKd6hoBjkRYc4Oc6VsUK94CNfDED6+5hDQKnSES3QGLRKGQ1T3CAqYsxxO5ySZoonthQCPYOc8\nga5ppHkJR58naWwnrHXh1YLUioLSgksuaxEOJOjp6WF7OsL2LoueUI6Qn0N3clS8MldkgpoXR7hR\numQ3PbKPkAxT8EBHJ65LSq7PvFVntlZhplxkqjRPvl7CCIQJBmNIO4DQfKIhSX8ozIAZY3u8g85w\nhJlamSv1GlnXYveWqwzHZyj0fQE3vOW6vuKG4ftvq/nxmsV5Ek2/vlBo17C/xdm+A7U6kasLhBbm\nyTHPheAVOmI+AwGDhdTHOH7xv1KsX+Th7g9j9HwStNVDpMSjUcTrZwkXiuSGBnGi5ls6BnyfxMwV\nwvkiuaFtONEoSEmwXMG8miNcKGLHolS7Oq/dvOv7hAtFwvM5gtUqBekQMl7iqXOPosd8fvNfH1pz\n1xtC4Dz55JPceeed7Nu3j/HxcTKZDI899th1t1s4c4ZFYbCy5qFxTfjNfgKtKn7fB8dvOCqn+Sbv\neq03edlwYD64XtOJe823ziXO3fMXHXrjLRikt+jopVxeA9BaIhsCgHaclh5rh8XSMGKVc2859Ws5\n+Fa6J5c4dprOXy6+1S86+UXH3oq7zbdrr+38F8teLkha1Ruy+VYmoVl70bgPPXQNAppPQEgCwiPQ\n7Fuh4xPQPHQh0ZtxTZPomk8AiSZ8dOEjaGyrCR8hfPSms9SEj2BJWPhozfohrbmdELKdDq1l09mK\nRlpTpkJzm9bJb9cziVY1zmK9k1yRB9E0YjsvjTPWDsvmW6rXbNaSzZqAxk8uW7IqvjxP47y3crJk\ni7WXiznb5YlWaWttszxvuwSxPP/qI1sdX/pgWa5jRTsNWgK8cR+33uoX3/KbzWkIAloYQ4ugyRB4\nAXxXx7M1HAvsqo9V8ejVuqgTJGymSXcP0pPqIZVKEQ4vfnkhvAoB6wqRzkGK1tpjXlmuw1RxliuV\nWTy/RDRoEdItXNlo+rG9Co5fxfaqzWaTKgIN00gREt1obhe1UgflQhKv2IludzAQczjQWaM74DFT\nDXGuGuCnVZ+sCYNdEYY6Qox0hdkWD1ArF1lYWFg2d1IrHDIMdvak2dn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rFtXooEZqUQkhhJiL7Of9tP5hmA23WDjyKxceVwizdXIlCdQTH6K5+U+SHqOU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\nAAAAAElFTkSuQmCC\n", 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72bhxI08++STl5eV0dHRQWVkZ6pcQQggN2ptR/uLTKEnJ6D77IP7v/QPqVdei\n5CyacdPqL/8TpbAU3U2Vk56jpKZBcir0u8A8g3IHl5jafBJdVZzSWfTRT1FpDnBaW1tpbW1Fr9cv\nmDpUsQQm8VBbW4vb7Q4FNXV1dWHvV1dX8/TTTwOwe/dudu3axfr16ykoKKCoqIhly5bR2NjI8ePH\n2bJlCxaLhX379oUCnPHX//CHP2Tnzp20t7fT19dHeXk5dXV1nD59mvvvv5+9e/cChPpy33338fOf\n//ySfA9CCLHQqW4XDA1CzmIAlGXFKB+5G/9//ADdV/83ii4h9rZtb6A2vI7uG/86/clZudBjXzAB\njjo2Bi3vQDwSjGF2l4lv2rQJvV5PS0sLRqNRalFN4dVXX51ylOTRRx/l4MGDHD9+fMJ7GRkZoZ8t\nlgt/kPv6+qa8vrCwkIqKChobGykvLw/tLm2z2TCbzTQ2NtLY2Mitt946o88mhBBXlPZmKCwJ28dF\nue0uSEhA/c3/jbnZ0G7Fn/lbFL1x2vMXXKLxmVbIzkUxTP/ZNJnNZeJer5eqqiq2bdvGmjVrou7b\nlWTVqlVhwcf44KS2tpbdu3ezcePG0KhKR0dH6P3gHKuqqmE/a7k+IyOD8vLysOmw9evXA1BeXh4W\n+AghhJie2n4KpbAk7JiiS0D36b9FfeUF1I7wGY1//J/TdLlHpm6z5yz+f/vH8N2KpxOnpeKq34/v\nH/8Wf93Ls5rTE7fl4UFpgREc1e/XfInmAOepp56KqU9Xoo0bN2KxWKirq6OxsZGOjg6qq6txu91k\nZmYC0NjYiNvtxuVy0dHRETrvwIEDuN1u6urqqKurw+12s2/fPmw2Gx0dHZNeD7B37162b9/Ojh07\nqK6uDvUF4ODBg9TV1YUFU0IIIaamtjdHXOasZOWgbP4s/p98D3VkGIARn59j3R7a+4Ynbc9f/z/4\nH/97lBtvQbn7U9o7kp0Xn6rizvNwvgf1twfwP7UL1dM/8zYjUE+dhKviF+AoCQmQlALDQ9qvUTWG\ncDabDZPJRFFREQCHDh1iw4YNMXU0Fl1dXROO6fV6vF7vJevDfKTT6fD7/VRXV7N+/XqWLVsWCpBc\nLhdbtmyZtg35HuPPZDLR3z87f3GImZFnMz/N1+fi+9pn0P39Yyi5+RPeU1UV9cf/DOYMdJ/Yyjvn\nBvnqb9r5zPW53LUyM/xcrwe1+inUjmZ0W/8epWB5VP1QbW/ir3mBhK98e0afR206hv/FX6L7m2+g\n/uqnqG+S0a1NAAAgAElEQVS+FpgmW1ER8fxYnouqqvi/+lfoHvpuoFhonPi+9hl0O3ahZOWEHc/P\nn/hsIIok4z179pCXlxdaHm632zUFOPX19RgMBo4cORKqZRU8ZrfbJZcnTlatWkVDQ0PYdFhwekoI\nIUT0Lk4wvpiiKLDlC/i/9WXUihtpTiwiQQG7ZzS8nVMn8P/keyjl16P7+vdRUlKi70x2HsShXIN6\nthNl8VKUpGSUez+HWrY60Le1H0TZdD9K4sz3rKHnbKACelbuzNsaT2+AwQEgZ9pTIYoAZ+vWrVRU\nXIjwWlpapr3GZrNhs9nYunUrL7zwAq2traE5P6vVit1uDxXtFDMTzLEZ/1oIIcQMtDcHNqqbolCk\nYjCi+/Tf4P+PH3Dqrm9RsciAYyCQg6P6fKgHf4H6+5fQffKLKNfNIH81Kwd6e1D9/sibAWp19gws\nWnqh/+U3oPtfP8D/3/+GunMHus/9HcoMK3+rp06ilMahwObF9AaIYouaKb+l733ve6Gpi0WLwtf7\nL18+/fCa1Wpl69atQKA4Z3FxMa+99hpGYyCrOi8vD5vNprmzQgghxKWitp9CKZq+zICychXKjes4\n1dLN+5cZcQyMBRKJ/+lh1Oa30P3DD2YW3ABKcgoYjODqnVE76tkzKOMCHADFnIHur7+Osm4D/l07\nZp6AfOoExGuDv/H0xvdGcLSZMsC5eMTG6/WG/rdv3z5NNwie+7GPfSz0OhjgAPNyzlUIIYSYLME4\nktG7HqBL0XPT2Qbs7kF83/kqyvVr0f3NN1EyMqdvQIt4JBpfNIITpCgKug9uRPf3j6Me2j+jBGT1\n1EmUOCYYByl6Q1TlGqacolq+fDlPPfUUXq+XgYEBampqQu/Z7XZNBTf1ej2bNm3iscceC436LLTt\npoUQQiwc3d3dDA8PhxbFxKzjFMpf/JWmU9sHVJaYkkn/xW4S3/cIA1/8BhmlcSgyOY6SlYt6zo5y\nVWyjI+qgF9Xr4ZnTKpszVJISJk4hKUsK0D36L6i/+in+b/8Nvkf/JarNBdUBN7jOw5KiCe+d6Rvm\nnfND/Nny9Jj6H9gLR/sIzrQBzoMPPggERnDGT0tpycFpaWlBURSKi4spLi4OJRcHE5U9Hg8mk2nC\ndU1NTTQ1NYVeb968OeJ5iqKgm8lc5GUgHt9BYmJixO9XxC45OVm+03lKns38FM/nUl9fT39/P1ar\nxj1mIvD3OXEPDWJafrWmXJIzHYOsXJaF8Zv/yqLXh/EsKWaZKU6b3L1nMH8ZSr+L1Bi/pzFHF20F\n1/JsUy8Vy7JYW5Qx+cmf+wrDLy9ncPfjGL/9b5qTj0ffsTFcei3GjIltv3rCxW/f7WVTxZKY8nMG\nMywwNkZahM//7LPPhn4uKyujrKxMe5LxxTk3WnJwGhsbQwnEHo+H0tJSrFYrzc3NWK1WHA5H2DTY\nxZ0bL9JUll6vxx/Fpj+Xo+Ay8ZkYGxuTZeJxNl+XvAp5NvNVPJ+L3W5nYGBgRu2pTcdh2XLNhaWb\nulyUZqYymJ1NjuEMrY4+lqTFd7bCb8qAlrcYjfFz+VvepilnBckJCi+ftGPNmrrMhLrmg+j+9Afc\nz/wY3Z9rq+3ob3gTiq+O+N3Xtzk57x3hrc7zLE2PfiWZPyEJzjsYu6htk8nE5s2bJ5w/q8MfVVVV\n2O12ampqMBqN3HzzzaGAx2azodfrZz6EKIQQQozjdDpxuVwz+sef1gTjoObeIUoyUwHIMybjGBid\n5oroKdl5qDNZKt7dyUnjMj62MpM3uwYYGpv6+1EUBf22v0c9XIP67glNt1BPnUApnZh/4xwcw+EZ\n5daidI52x1isO8pyDbMa4Oj1eqqqqqiqqgorEVBVVYXVapU9cIQQQsTV2NgYHo+H1NTUmY3gRJFg\nPOLz0+keocgSGJXINSRN2AsnLmZYrkE9e4aTSgY3LzWxIieNP56ZfnRKl5GJ7pP/H/7/+D7q4NQj\n/eroCJxuheXXTHjvWLeHVYsM3LTEyLGu2AKcQJJxnFZRjedwOHjsscfYt28fXq+X1tbWmDoohBBC\nzBaXy4XZbCYzMxOn0xl7Qx0Ta1BNps05zBJzMskJgV+pecakWRnBITMHXL2oPl9Ml/c7ejjnS6TY\nkkJloZnatr7pLwKUVe9DWbkK9f/8eOoT207B4mUoKakT3jrW5WH1YgMVi/Sc6BlkeJrRo4iirCiu\nOcBpaGjg61//OlarFb1er3le8kp04MABysrKaGxs5Ec/+hHr1q3D7XZz4MAB7rvvPtxuN7W1tTQ2\nNvL444+H6kPV1taybt066urq2L59O263e44/iRBCLCxOp5PMzEwsFkvMAY7a3weDk+9gfLHx01Mw\neyM4SmISmDPAeS7qa1W/j7dHUrgqK5UEncLNy4w0OQZxD2sLlpTNn0U9dQL16GuT3+PUiYgrvHx+\nlWNnAwGOITmB5ZYUmhwx5H1GOUWlOck4Ly+8noQnit0E50r+n+KziWDXddFl4t9xxx3s378fs9nM\nAw88EPq5qKiIPXv2YDKZqK6u5umnnwZg9+7d7Nq1i/Xr11NQUIDFYgm9J4QQQjun04nFYsFgMHD+\n/PnYGmk/Ne0OxuOd6h2idHyAY0yixzOKX1XRxXs33+A0VbQ1ns45eCv7Gq7NMwCgT0pg9WIDRzr6\n+fBVU6ymeo+SmobuM1/B/6PH0S1fEXFvH/XdE+jWTUw9aXEOYUlNIMcQWIm1Ot/AsW4P1+dHucpM\nb4jfMvHxWltbaW1tRa/X09zcPP0F80C0gUk8PfDAA+zdu5fKyko2bdpEXV0dcKGEwqOPPsrBgwdx\nuVxh17lcLimzIIQQMXI6nRQUFGA0Gnn33XdjakNtO4WiMf8GAiM4Hy69ECSkJupIS9ThGvKRmab5\n16wmSnYe6nkHUYdNZ89w0lLMJ3L0oUPri8zsf9upKcABUEpWoKz/CP7/fgLdl78RFgCqfj80vwWf\n+tKE646+Nz0VtHqxgR+81s1nb4jyM6QZZifJeNOmTej1elpaWjAajZIgPI3Kykrq6upQFIUtW7aw\nd+/e0B+G2tpadu/ezcaNG6msrAQITVMJIYSIXXAEx2KxTPgHpFZqezNoXEF1cYJxUK4xCft7Nani\nKisvpkTjke5OWpOyuDr7wkjTDfkG2p1DnPNqn05TNm4GzwDq7/5f+BvdZ8BgREmfuCng0a7w0ZqS\nzFT6h330RDuNl5oGI8Oac5CiWkVVVVXFtm3bWLNmZjU1rhSVlZUUFhZiNpvJyMjglltuASAzMzC0\n19jYiNvtxuVy0dHRgc1mo6Ojg2eeeWYuuy2EEAuSqqphU1Sjo6MMDQ1F39AMEoyDZi3ROMaq4s32\nfvKTxtAnXdj7JilBx83LTLzarj3fU0lMRPfZB1H3/Ry1+0zoeGB5+MT8m4FhH+2uYa7NTQsd0ykK\nqxYHpqmioeh0kKqHIW35O1FNUY3fwwaY0S6RV4JHHnkk9POuXbtCP5eXl4e9Hp9vM34HZyGEENoN\nDAyQlJRESkpgNCWYaLx4sbZkYZh5gnHQrCUaZ+fij2EE58SAwrWLJ/7KX19k5r+P9fCxlVna+5CX\nj/KxB/D/+/fQPbQrkPx86iRESDA+bvdwbW7ahADw+sUG/nCmnw+VapseC9EbwDMAhul3c9Y8gmO3\nX/hCrVZr2GshhBBirgVHb4JiWkk1wwTjoFkdwYmh4OZJ1czKpROnj8pz9fR6R+l0Rzedpqz/MKRb\nUPf/Aph8BdXF+TdBqxcbaLB7GfNHudtzFEvFpx3BqampoaamBo/Hw69//WsAjEajTFMJIYSYV4JL\nxINiCXDU9uYZJRgH5RqSONwxCyVBMrKg34U6OoqSpK0+lK+/j7cNS/liQc6E9xJ0CrcUmqlrc/OJ\nimzN3VAUBd2n/hr/t/8WdVlRYNrooirlqqpyrNvDn187ccVVRloieYYk3jk3yLW5+gnvTyqKpeLT\nBjhVVVW8//3vx+FwhKaoAKldJIQQYl5xOp1kZGSgqiqoKhaLhbfffjuqNtT2Uyg3VWo6d7IEY5jF\ncg0JCYEgp7cH8vI1XdPZ1oWeMbIMkQOiyiIzP3itm3utWVEVwVTMFnQPfBH/U7ug/PoJ157uGyFB\nUVhiSo54/fX5Ro52eaIMcLQvFdc0RRWsAF5fX88f/vAH6uvr+f73v6+9Q0IIIcQsC05RqTX7UPf+\nKOYpqpkmGAPkGBI55x3DF+0UjBZZuXBee5rIiTNOVuomH026OisVv6rS4hyOuivKdTejbLgDZfXE\nWZ3AXjeGSYOm62NJNE4zoGocwdGcg/PCCy/gcDiw2+00NDRIkUwhhBDzSnCKSj36GuprvyXdP4rb\n7cancVlxvBKMAZITdJhTEugdHNPcf60CRTe1BzhvuXysME4eaCmK8l7phth2z9f9xWcibvB3tGsg\nYv5N0DU5aXT3j+AaiuI70mvfC0fzKqqtW7eG7WYstaiEEELMFyMjIwwNDWFMUFBPt6Hc+hESfnsA\ng8GA2+0OSz6eVJwSjIOCicY5k0wNxSzKpeInR9P486LI00RB64vNfPPQaT61Oicuuy8Pj/l569wQ\nO9ZPPv2UqFMoz9Pzp24PHyhO19ZwPHNwgkwmU1jeTXNzc1hOzlzR66OYu7sMJSYmMjYW/38hCCHE\nQuJyucjIyEB5y4ZaugLl9nvwf+Ovsdx6z4TVVZOJV4JxUHCpeJnmFjXKzoWGNzSd2js4xgCJLI2Q\nYDxeQXoK5tQETjgGKc+b+e/VRruXksyUsH13Iln93jSV9gDHENhUUAPNAc6OHTvCRnDmw07Gkug8\nMfAUQogrUSj/pukoSvn1KBmZKDesxeI+pzkPR20/hXLjLZrOnSrBOGi2loor2Xn4NS4VP3m2n2v6\n2tDlTh9mBaep4hHgHO32cP3i6WtNXZ9v4Oe2c9rrds3WFFVFRYXW04UQQohLJrSC6ndH0d12FwDK\nh/6cjB/9C/bFBdoaaW9GueevNJ06VYJxUK4hiRM9s/AP0CjKNZw8fZ6Vo+c0LSmvLDTz4EttbL0x\nj6SEmU1THe3y8NVbpl/llWdMxpicQKtzeNJ8pvEUvRG/xn1wpk0y9nq9eL1eSktLQz97vV4OHTqk\n6QZCCCHEbOvt7SVTUQEltB+LsmgJlkWLcHa0T3t9IMHYG5cE46BZ2+wv3QJeD+rw9KueTvYMsTJN\n2yZ+ucYklpqT+VOUK5suZh8YwTPqm3J0a7zViw0c69J4zyiWiU85gvOlL30pbFpqPLvdzoYNG7R1\nSAghRNyoqor6i5+g3HkfimH6aYArgdPpJMPnCUxPjZvqyNzwUZwvvox/dBTdRaMY3gEfHa0jrLCm\nxZRgHCnAMfbsJ3G4E4D3+1Tyc4fJOBM5EPJk3saoXtuS9PEUnQ4yc6DXAYuXTXre4Kif00M6SrO0\nTzmtLzJT2+7mpqWx/7kK7l6sNVn5+sUGnj9xnnvKNZSLSItTkvFXvvIVli9fHvG9lpYWTTcQQggR\nZ709qIf2gyk9UN35Cuf3++nr6yPdYUe59cNh7+mvLoOXahh87X8w3PqhsPd67GM0vz3MVStTUeKR\nYOwfJc39Oq7FnwIlAZ+q8sOG03z7qmUkXPTLPsVzgtSBhpgCHOC9lVT2KQOcd88PUuzvI3mxtg0B\nAdYVmNj7px6GxvykJkZVjzvkWLeHdQXT14oKKs/T891Xu/CO+qZNSo4mB2fK3l8c3LS2tlJTU0Nb\nW9ukgY8QQojZpb57ApYWoR7ajzoS/eZsl5v+/n5SU1NJan4LVqwKe09RFCwZ6fTWvoLq94e95+r1\n4ffB+Z4x1PZToHGDv8kSjJOGOxlLzmVUX8JoWhF+fTGdvny6fEsYTSsK+9+QcRVJQ9NPnU1Gyc5F\nnWap+ImeQVb0d6AsXjrleeOlpyZyTXYafzyjbRroYqM+lUa7l+um2P/mYimJOlZkp9JwVkO+kt4I\ng3HcyRigvr6e1157Da/Xy8svvyw5OEIIMVdOnUBZuwGWX4N6WP4udjqdWJISoaAYRT/xF6slfynO\npFSwhS+t7nP6yF2ciOPsWCDBuEjbCM5kCcZJQ22MphaFHZusqvhYyiJ0oy4UX4xJyNnTJxqfcHhZ\naT8xoUbUdCqLYt/07+1zgyw2JZOeqnkNE3ChbMO0kpPB50cdnT63SXOAYzAY2LJlC5s2bWLbtm0Y\nDNqjMyGEEPGjnjqJUnotuo98HPU3v0LVuFPv5crpdGIZ6kcpuz7i+xaLBVdJGf6Xng8d8/lU+t0+\nSlem0tM5HJcE46TBdkbTCsOO5U5Wk0pJYCx1KUlDHZruOUF2HuoU5Rp8fpV3zg2ywtOJYjRH1fSa\nZUaaHF76h6P/cxUszxCt1fmB/XBUderSFoqivFdRfPpRnNgm2EACHCGEmAOqZyCwi+2yYpTSlWDJ\nRn3j1bnu1pxyOp1kODpRyicPcJzJadDnDEzvAf19PgxGHZnZCYwM+Rgsvm5mCcaqn6ShdkZTwwOc\nPEMS9klWUo2mFpE02KbpnhdTsnKn3M243TVMVqIfU46GxN2L6JMSWL3YwJHT0VdDn648w2SWmZPx\nqSqd/RpWfKVpy8PRHODY7XZqamqw2WzU1NRIqQYhhJgLLW9B8VUoiYEpAN3tH0d96VfT/sv3ctbr\nsJPhccGyyLmhmZmZuFwulA/fHRrF6XP6SLckoCgK2Yqdc0vep/l+kUZwEkZ68Cek4U8MHy3JNSbh\niDBFBTCSVhR7Hk523pQFN0/0eFmZMIAS5fRUUGWRmd9HOU3lGhzD7hnlmuy0qO+nKEqg+KaWaSqD\nETxxHMGpqqrCaDRy5MgRADZt2qT1UiGEiFqXe4SW3qG57sa8E5ieWnnhgPVGUP3QdHTuOjXHXL29\nZBaVBJZPR2A2mxkYGMD3vvXQfgq1sx1Xr48MSyBIzHGewJGmbeFMKME446IE4/dGb3rOjjI2eiHY\nnGoEZyx1GYnDXaDGUG7HlA4jI6hDkXN4TjgGWTHYHXX+TdAN+QbanEOcdmn/b/BYt4eKPD0Jutg2\nCQxOU00rzQCDHsb8Kgfe7p30tKimqNasWcO2bdtkR2MhxKzq7h/hkVfa+fEb2ismXynUUydQSq8N\nvVYUBeUjd+N/6Vdz2Ku5MzQ0xOjYGAbr6knPSUhIwGw24/YOovzZHagv/SowgpMZWJKc3VrH+WEz\nfv/0o2DBBOOUxIkJxsNJRfzxVQ+2oxeCjlxj5CRjAFWXgi85m8ShTi0fNYyiKJCVGzHRWFVVTvYM\nsvLcOzGP4CQn6HhgVQ5/8+uTHG7XNpJztNvD9fmx75+zapGBE45Bhsf8U56n6A10uYZ4+OV23uic\nPCDSHOBUV1fT2trKnj17eOWVV6ipqdHeayGE0Oi8d5Rv/PY0Hy/Lot01TN+QFJMNUsdGob0Zll8T\ndly5sRLO2VFb3p6jns0d57lzWIY86CZJMA6yWCz09vaifOB2xhr/RH/fGOaMBNR+Nyn9DgymBJzn\np0+qnSzBOHmwja6+JViyEnGe89F1OpBLkpmWSP+wjxFf5F/ao6lFJA+1Tf9BI5mkqrjDM4qqquR1\nvQ2LlsTWNnD71RYe/+hV/Ox4D08c6cY7Ovn341dV/tTtiSn/JsiYnECRJYUTPYOTnqOqKr/Vl/LQ\n6QzWF5n5Xx+cPIDTHOCsXbuW4uJiWlpa2LJly6Q7HAshRKzcwz6+8dvTfKgkgztXZFKxyMDrnbHt\nx3FZam+G3MUoaeE70yqJiSi33RW2SuhK4XznJBk6UMyTV/WG9xKNnU4UvRHP2o9h8LlJTFRCOxjn\nLE7C0T390uNICca6MTeKf4jm02YKipNZvUaP7c1Bhgb9JOgUsvWJk+bhjKYWxpyHE9gLZ+IIzsme\nQVZkpaD0OQNB0AysyDXy/duLURR48MU23jkXOfho7h3CnJJAjmH6mldTCZRtiPzf/MCIj38+3MWv\nE4r4lqGFO1dkTrlbclRJxvX19axduxYAj0fbToI1NTXU1NRQXV0dOlZfXx9KVhZCCADvqI9v/89p\nbsw38vGyTCCwXDXWDccuR8Hl4ZEot9wGp06idp+Z1T709PRQX18/7XmjoypH62dW00iL3vZWLNnZ\n054XDHAA+lbcirnnBGq/O1BBvLCU3EVJ9JydfrQw0ghO0lA7w8mF9J7zsWhJEpasRIpKU/jTH72B\nkZQpalKNphWSNNgeyKOKVlYeRKgqfsIxyMrUYcjOQ0mYZmdgDdKSdHxpzWI+uSqHx353hucaz+G7\naDrvWFdsy8Mvdn2+gaMR8nCaHF6+8v9aMack8E8ZrRSNnJ+2Lc0BTm5uLs3NzWzatImamhocjulL\ntdtsNioqKqiqqsJut2Oz2UKrr6xWK4CsxhJCMOLz853fd1JsSeFTq3NCy3VvzDdis3unnZO/Uqin\nTsBVkwQ4KakoH/go6m9mNxenvb2dt956a9rznOfH6GwfZWR4dp+ds/c8mcun36AvLMAZSiXdkoj6\nPwdCOxhbshPwDPgYHpq8v5MmGA+20TO0lNxFSSQmBf7sXnVtCqMjKm3vjgQ2+5skwPEnpqPqUkgY\nPaf1I4co2XkRR3De6hlk5eh5iGIHYy3WFZr5l9uL+FO3h/91qIOecaNSM82/CSrJTKVvyBdqe8yv\nUn28h3+q62TbjYvYftMiUvR60FBRXHOAs3z5crZs2QIEVlRpWUVlt9tpaGgAIC8vD7vdzmuvvRba\nQycvLw+bzaa1C0KIy5DPr/LPr3ZhSkng8zctCtuLxJiSQGlm6oyrG18OVFWFUydRSlZOeo7yZxtR\nj9WjOqf/122sHA4Hbreb4WkqWbvey2dx981egKO6nbhUBcs1ZdOeGwxwVFWlz+kj46Zy1N+9CC3v\noBSWotMpZOdOPYozVYJx69l88gsuTM/odAqr1+h558QQixInXyoO7y0Xj2U/nAg5OAPDPuyeUYpc\nbTEnGE8lx5DEtzcUsHqxkb97sY3D7W4GRny0Ooe5Nif65eEX0ykK1y0KrKbq7h/h4ZfbOXV+iO9/\ntPhCAVCDtoKbmgMch8PBQw89xKc//WkefvhhTSM4VVVVVFVVAYGRmpKSEjweDybThSJc/f3RbyQk\nhLg8+FWVH/6hmxGfylfW5kdcXnrzMiP1Mk0F9k5ISUXJnHw6RjGaUd7/QdSafbPWDYfDQVpaGufO\nTT3i4Dw/RkqqQn/f7O2yPNZ4DHdyGhlZ4ZvZjfr8E0b9UlNTSUxMpN89QL/bR3rJIriqDEaGIWcR\nADmLEnGcnTwQiTQ9pfiHSRg5x+lzueQuDs8/MZoSWGFNJa07EXt/eLujviF8/kAwFXMeTnYunLeH\n9kAaHB7grXODXJ2VSuLZzpiXiE8nQadwT3kW//DBpfzseA/f/O1prs1JmxD4xWp1voGDJ5x87Tft\nVBaZ+YcPLsWSdqH0g5JmQPVO/3eC5mIR9fX17Ny5M/S6pqYmFLxMp6WlheXLl1NcXAww7YZUTU1N\nNDU1hV5v3rw5LCgSFyQnJ8t3Mw/Jc5meqqrsfu00Dq+fXRuvIW2SKsIfvCaZZ58/gd5gjHl/jfEW\n6rMZfr2FsZUVGKbpu//Pt9C/YyuGzZ9GZ4zv5xwcHGRoaIiysjL6+/sn/R4DoyRuSq42MuT1a/q+\nY3kup99qxJSSgsViCR17p8fDYzVtrMg18MiG8L1tcnJyOH/eg8lswmIx47v3M4wcPkRaejoAxaVp\nvNNkx2g0RtzVuKP/HGWLM8L6qXN34lUXs7TQTEbGxJIIZauMtJ22Y3Amhl33++b/xJyyiNVLN6Mk\nlpHc8ipE+flVo5E+FIw6ONFzlNdO/xAl8X9z3dIMdH/sIm35vSTO8M/6VM/lepOJnyzJ4ukjp7ku\n3xy3/65uWpyI600/6+7MojRnYl7PWHYOg8NDYfd79tlnQz+XlZVRVlamPcAJBidBJSXaS7w3NjZy\n//33A4ESDwMDgcjr4tGcizs3noz0RGYymeS7mYfkuUzv/zSc49iZfh6rKmBsyEv/JPuJGYCstARe\nb3FQlqePfFIUFuqz8Tcdg6Krp+97ih4qbqT/wLPoNm6Oax86OjrIzs4mIyODM2fOsGLFiojneQZ8\nKIpKepbKWw1Dmr7vaJ+L6vdzrvld0levp7+/H7+q8usTvfz6ZC+fqMhm75966HH2kTpuVMFsNtPe\n2kV6+jWBe2Xmwp33hd03MQnOdLjIyJz46/GkvZ8PFBrCzjf0nuSMM5+cgsl/T624Lgn7bxJpa3GS\nlRNot6f/FGf7TlJi/ggKerLHPHicXfgTowwSsnIYaGvhrYFDoPPRc/ZX3HLtX+LrOo3XZEGZ4Z91\nLc/ls6sDI2jx+u/K0ztKkl/BODYasU0VHf5+d+g9k8nE5s0T/6zHPJ4UDFKmU1NTE8rXsdlsrF27\nFrs9kBTlcDhk00AhrkD73+rl9219fPODyzAmT7/K4+ZlJurPLLygJJ7Udy/awXgKyoc/jvrbA6gj\nU+fJRMvhcJCbm0t2djY9PT2Tnuc67yMjMxFzuo5+t292ykicbsFpSCczb1Fg76RDp3m9c4B//kgR\nH73awtXZaRNW4FksFs6f7w3tYBxJ7qLEiHk4kyUYKwOtdLuXkJ0zRZvpSbymujlW72F0VMWvjtE/\n3M2YfxjXUDsoOkZTC2KcpsrDd66LPv/bpPW+n0zLMUp0bkjVR6ysvhAM9AemNfuck0xv6g0w0ymq\nL33pS5MW1bRaraGVUJNpaGigurqaF154gYGBAf7u7/6O4uJimpubsdls6PV6ioqKpu2kEGLh6x/2\n0eIcouGsl9+19vGd2wrJSNM2iHzzUiM7azv5zPW5mgsiXk5UtxMG+iC/QNP5ypICKL4a9bVDKB/4\naNz64XA4WL58OdnZ2TidTnw+HwkRliE7z49hyUogOUVHQoLCoFdFb4jvc1Mbj+LKXsygmsZXXmxj\n49UW7inLCk1jri8yU9fuZn3RhWkji8WC290c2sE4ktzFSbx7coirrg3PtYmYYKz6SB45Q4LlbpQp\npmpPGcUAACAASURBVE8VRWHUoJKWqaPxqJflq1ykJVlYZl5DR98RLGlFjL6XaDxsLI/qe1Cycuny\nNIDfRHbmn9HnOUFTy37eN4MN/ubagNtPappCX6+P/GURTnivVIOqqlP+fTDl3y5bt26d0QhLRUUF\n//mf/znheDB3Z7oASQix8KiqSu/gGK3OYZp7h2juHaLVOUT/sJ9iSwrLM1P5xw0F5Bq1bwhWlJGC\nXw1USC6yTNxF9rJ36iSUrJy01lIkuo/cjf8/foBa+eG47IUCgQBnzZo1JCUlYTKZcLlcZGVNrFbt\n6vWxoiLwfM0ZCfT3+dAb4pOAGjR4ooGT6aW0dqs8umHphAKPa5YZ+fEbdvqHfZhSAp8/3ZzB4LAL\nc8bk30dmTiJ9r/kYHVFJSr7wyzNigc3hbgZGzOQVpk/b31xDEolLwdnoo62rjfSUZRSmv5/ft/8T\nFXn3MppahPHcgWi+goDsPDoSfou3O5PupWmMjn2Q9tSXuGnRwp0dGXD7WFKYjGuSERwlKQkSEgIJ\n4imT/30wZYAzVXATHKoUQly5VFXFPjBKs3OIlt5hWnqHaHEO4VdheWYqyy0prC8y81erc1lkSppy\n19GpKIrCzUuN/OHMwBUZ4KinTqKURM53mYxSei2kW1DfPIzyvvUz7sPQ0BCDg4OhhN7gNNXFAY7P\np9LnulDI0pSegLvPR17+zHa4He9Ul5PvZXyIa0aa+PpHVpCVPnF5sj4pgesWGzhyup8PlQZ2OVb9\nenz+YVR1DIjcn8REhczsRM45Rlm8NPnCPSMEOL7eVpyDS8mYYkQoKM+YxLmhMdauMfH7pjYKS5aS\nnrqU5AQD57zvkpO2nMQRB4p/GFWXMm17QWPZGZxVnIy8VUqnGW4p+CDdPS/RkOtj6uIV89dAvx/r\nDcl0tAxMPkqjf2+p+BQBTswh9QsvvBDrpUKIBcjnV+lwDfO71j7+/U07j9Z0sOW5d3mkpoPftbpJ\n1MFHrs7gX24v4qcfL+Vbf7aMT63O5ZZCM/nm5JiDm6CblwUCnCuReuokyiQb/E1F95F7UF96Pi45\nMA6Hg5ycC5swTpaH43b5MBh1oQ3vzOkJ9Lvis1Tcr6r8quk8367t5u7Rd0lN1JFpnnxzufWFZmrb\nLhSK7O9TSUs1hzb8m0zOokQc3eF5OBFrUPW1MaYv0jRtGtjsbwRLViIpmd30duSgqiqF6e+nve81\n0CUxmpJP4lB0O1F3ms9j7EkiM30RJ88NUbbIQEFLOu+a342qnflieNgPKpgzdCQkgNczyT5KadPn\n4WheRQWBvWxeeeUVjhw5AgSmsIQQl59Rn5921wgtzqHQqEy7a5jMtESKLamUZKZyT5mR5ZYU0lOj\n+mskZtfm6HF4RunxjM643s1Cog4PQ2c7FF0V/cXWG+D//hSOHYHr186oHxeP2ufk5HDs2LEJ57nO\n+7BkXfgzYUrX0fx2fAKcn7zpoKV3iO+OHmFsiZHeYWXK4OKGJQZ++IduzntHydIn4er1kZ4e2PAv\nNzeXhOGz6F2v0p93T9h1uYuSaH3nwujBwLCProsSjFWfHxMdDC76iKa+5xmTePt8oI6TL7kbZSif\nmgNu1KRyXPnfxXX0Y1yXs5ix02/TdD4n7FqzJYGKG9JISZ04JtHBO6S0JjKwJB39qI5sfRKmYw7a\nr07i7Y56rilYo6l/F/P7/bz00ksUFhby/7P3nmGSnOXZ9lnVqTrnyTltDrOzOa+0uxISQiTJkrDJ\nYIJtwmfwa0DYYL/w2cjgANh8GAEvshAS4hUgJMQqS6vNO6vNaXZyns45VX0/elJvd8/MrrRCYc7j\nmB9d81RXdXV11V33c133vXjx4hmPc+L8E8gaK/r6q9vWdMJBGZNFRBAErHYVAV8Go6lAhsxgnLXY\n36xXpmg0ypNPPsmePXuArF38u9/97qQTap555nljE0vJdPniU9NMvjj9wSTlZi0Ndh2NDoktdRbq\n7ToMRWrVvBaoRIHVFUYO9oW5eYF99hXeLHSdh6o6BO3cpy0mEEQR8X2fRP7BPyE2LUKwXP1xmxAY\nT+B2uxkdHc2bQvB505NWaACzRUUkLCPLCuIrqGMkKwovdgX51o21uP7hJU6/4wM4YskZ19GqRNZW\nmXmxO8StixwEfBmczqmWDfrgIfShI8Qsa0jrayfXM1lEFLJTJWaLiscu+NhUa84RGAdHR7EIoLfP\n3gcLoGS8H1VajhNP+7lhSz3JuACY2DtURsO6ThxCE9boPszLcs09PZeSPPdEiBVrDDlTffF0EE+i\nA72nhMOSyAe2ulHiUdSRCOWamzgx9MhVBzhHjx4lEolw7tw5zp8/z65duzCZ8rNlmsgFLPIBSKkJ\nKqtBeGUPPOFgBpM5e52xOdTFhcaG2asZz7gn3/72tzlx4gQbNmzg85//PPX19ezfvx+j0Zhzos8z\nzzxvDCacTB3eOJ3eBB2+OGORFDU2HQ12iRaXxNtabNRYda9aVdJXk3XVZh4/73tLBTjKhdNFG2zO\nBaF5McKmncg/+Q/Ev7z7ql1oEwLjCQwGA4IgEIlEcm58fk+GpoVTUzkqtYDeIBIOyjOKe2fjkjeB\nWaeiJDSCDPgy5BT4K8a2Ogs/OzbKLS12QsEM9YuddHd3gpJBFz5O1LoJo/85Avr3T64jCEK2+eZg\nCq1B4NFzPv5xZ66DLTF8iYi+BuZ4PEuNGoYjKQLxfsy6cjRqNZrxw1Zv38hI7ACN5e9HF3wIoxEQ\npo7VouV63GVq2g9EKR/SsGiFHpVKoC94kHLzSg4ZBUpMBjbVWrK9tUorWLfgNh45/Vd0D5+itnT2\nVhbTGRkZob29nTvuuIOysjKefvppHnjgAXbs2JFTA0/IRDEN/ZKnu29hRflhDKF24pY1V7StywmH\nZIyW7LXHaldx6XzhUgeCIVvNeKajP2OA8/nPf57jx48TjUbnXPdmnnnm+eMzm5Op0SHRWmHkPUsc\nVFl1qF+FCsGvBa3lRv7tpUHCycyc6ue8XlAyGYjHEIxX3oxQuXgacfvbXtH2hVvuQPnmF1GefwJh\n29ymVKZzucAYskHAhA5nIsBJJmQScRmzJTc4tlhVhIKZVxTgHB0M01phRDm1H2FJK36/n8rK2a3Q\ny0oNjEVTXBpIYDSKuFwOjh07iiZ2CVltJey8AWf3P6NKDJPRlU6u5y5T03MpyVkhRotTT411KoMm\nZxS08R6E8vpCmyyIWaciI8NwpBurLreFQrV1LSdGfkmq4sPIKivq5DBpXUXOGFeJhm27zRw/HOOF\nPSFWrTfSHdiHSrmOjNLOn7mzgYAy2IdQVoVeZ8JBG0d7HrqiACedTvPEE0+wZcsWzGYzoiiybt06\nampqeOKJJ+ju7mbLli1o1GrMo79mKL4AXdlCjg2o2GndQ9zcBsLVPxxFQhkcrqy4e2KKqqDQeA5T\nVLPuxfLly1m/fj2NjY08+eSTdHR00NnZycmTJ6/6A1wNpSfP4LjUhXlwCMkfQJVIwrUoHjXPPG8w\nFEVhKJRkb0+Qnx0b5WtP9/LBX13ks4918dtzPuJpma11Fr52XQ33397MN3fX8tHVpVzXYKXOLr1h\nghsASS2ytNTAkf431gOX8syjyP/0N9lA50rWkzNw6TzM0GBzLghqDeJHP4/yyH0oQ/1XvP7lAuMJ\n3G53Tk8qnzeD1aHOqwljtooEX6HQuH0gwqpyI8rJowhLV+Hz+XA4HLOupxIFNtVaONYZwepQYbPZ\n8Pv9SKGXiZtWgKghZt2Iwf987mcrVeMdS/Ob017esyR3OyNDacrMfQiWuQc4giBQatQwEu7BJuXO\nuUhqK059IwOhdlL62qKNN7U6kbaNBhpadOx9sQdftJ+fH9ZjEAUcofHvYagPxmvgbGi5g7immxHf\n3AsI7t27F5fLxYIFC3KWl5eXc+edd5JKpXjggQdIDDyPOjHICxe3UtugxZuuJa1I6CKn57ytQmQ1\nONlAWNJnhcaxQkJjvQliM18H5hxmGQwGdu7cyfve9z4UReG+++67sr1+hYy1NBJ12AEBg9eH62IH\nZSfP4Lx4CUv/IHqfH3U8Ph/0zPOmJiMr9ASyTqZ7Z3Ay3XPjtXEyvR5Y/wZ0UylH90E4iPLCH65s\nxf4esNoQzLPXWZkNobwa4ZY7kO/9Dkq6eMfsQhQrCzKhw5nAP17g73LMVtUraroZSWa45Euw2K6C\njrOkm5YQDoexWPJ7PxViW52F4dEUVrsKrVaLUa9FGz5FwpwthRKzrkcXOYOY8k+uo9GKoId6jcQi\nd26LkNFeP0ZNkLSu7Io+R4lJQyDRl5fBAaixbaAnsG/WxpuCIFDToKN85Qky/uVsUVSUGKTJruLK\nUN9kk02L0Yk5vYiDHQ/Maf96enro6Ohgx44dBacydTodN9xwA5vXLMIR+APP9i9Fq9diNKuwWFUM\nsgmD77mrvg9nMgqxqIzRNBWaWO2qwvVwjK+CyLgQDQ0NfPzjH7+aVa+ajFZLRqslbpv6oYupFJpY\nHE0shuQPYB4cRkynSeslUnqJpF5PSq8nLengCgpkzTPP64FiTia7Xk2DXaLhj+Bkej2wutLEvUdG\nSGVkNKrX/+9aCQWgrwvxM3+P/J/fRFm3DUE/t55aysVXpr+5HGHHzSjHD6E89iDCO+6a83qXC4wn\ncLlcHDhwYPK1z5OhtlGbN85iUxEMFLH7zoHjQ1EWufXoOs4gV9UTTKWxWCwFqygXosUpcTATIarO\n7sPyGoEIDmR19n6iqPTELasx+F8k7H57dpmicD4RY7Uzd1oxnVYg1E2qsjpHJzMXSkwa4pl+rFK+\narbKvJr2wZ8RKXkvRs8fskHCDA8kF4P7OB3fxRopjD9Sy0iohzKAoX6EaV3E1zbewVPdf0cw4sFi\nzC/KOEEsFmPPnj3s3r0bSZqh1pQi02o6SlC1haP7vWh1e4hEbsRsVdEXXkC1+Wk0sUukDHPvVzlB\nNCyjN4o5YvSiQmO9EQZ6Zny/q74qvh5ExrJGQ0KjIWGZak4mpDNoYjE0sRi6cATT6BiqRJK0pCOl\n15My6EnpJdKSHuUNcHGc563BnJxMtRbqHX9cJ9PrAZukptam4/hQlLbKK9e0vNYoxw/BopUIjQsR\nFreiPP5LhHe/v+BYQZaR/AFijnGty8UzsLj1VdsXQRAQP/hXyP/wOZSlbQgNC2ZfiXyB8QR2u51w\nOEwymUSjydqwV67Nv60YjSLJuEw6pUzWx7kSjg6GWVVhRDn6GMLSVXi93hkFxlH/Jay+KHpNdmpJ\nURRucieJ+/1Y+gxsdpaTDJuw9A2Q1ktEnQ6itk04ev6NiOM6FJWB9sEIY2IKMSIgKzIXvU/S7NjF\ncH+KGtcAaWPdFX+OEkOcuJxBr87fd41KT6lpKd3RDkpQENN+ZE3hz9jh7SKSDPDhVRs4vf9ZWups\nnOi/Dv+JKM2jg1A6pU0qsdegv1jHvvM/54bWvyj4foqi8Mwzz9Dc3Ex1dSHL0hQG/4uAQsq9i1Jr\nEHPpWX7+85+ztm03yZCTaM0WDP7nCBQIcMRkCk08RqJI5i0UzGAy596XiwmNBYMJ+VpkcF7PKGoV\nSbOJpHnqwifIMurxTI8mGsPg8aKOJ8hotZMBT2o826Oo39o3j3muPW90J9PrgbXjVY3fEAHOsQMI\nbdkaNMK7/gz5a3+Fsu1GBGf+lI8uEMTe05d9CNPrswLjK8i0zAXB5kS86xPIP/o24t3/iiDlVwGe\nTiGB8QSiKOJwOPB4PJhNJajUWd1E3jZFAZMlO01ld13ZbUdRFNoHItxijaAcfhHxK9/Gd7FzxgDH\nMjCAV/FQVpKdQopFZaKCwlFfguZKAYN2jEsBCw0VWkxDI2Q0GhIWKwnjYvSBfUQd1/PwaS/XL7WQ\nPKHQ5zlD+/DPqDS30t+jZ3t5Pylp1xV9DgCrfgS/v7Sok63WuoEL3idZKdWiiXeRKBDgZGSF35x9\nihpbG7V2Pc+PjdF2/QqMv76b5/X30GS2I+hySwqsqrmNvQP3EEuE0evyfzNnz57F5/Oxe/fuGfdf\nnRjE4Hseb/WnGRnKYHNo2LB5Ay6XnaNH91FqvZG4uRWj50nUiYE8obTR48Xg9TK82FwwOxUJTelv\nJo9ZMaHxqyEyfjOgiCIpo4Goy0mgpoqxBc0MLVuMr7aahMmIKpnCPDRM6emzlJw+i72zG9PQCLpg\nCDGV+mPv/jxvUBRFwRNNcbg/zC9OjPHN5/v42CMX+dgjHTxwfAxvNE1rhZEvbq7g/ttbuOfGOj61\nrowbm+00O/Xzwc0MrKsyc7AvhPw619wpiQScO4GwLGudFezO7DTRr35WcLwUCJKSJEwjoyieUUil\noKT8Vd8voW0jQtNilIfunXVsMYHxBBM6HJ8ng91RPHgxW0WCV6HD6QsmAYWK+7+DcPtHEBxufD5f\n0QBHlUhiSUn8Qfk1w9YMEbeLzrSVMb2dp+I6elJdBHVRXhwYJuJ24a+pwtbbh5hOE7VvxRDYz4XR\nIMOhJFvrrbhL1XSMvYSAisHgWXxjcQzCIOkC00yzoVMP448Xb3FUblqBL9ZFQOtCEyusw3no1BhO\n43G21W0nnU4TDAZxlJQgqVNoSBKpyHdM1ZQuRpMq4cC5h/L+FwwGeeGFF9i9ezdq9QzBp5zCMvwL\nwq63IWvs9HenqKjJ1uRpaWkhlUrg8w+SyaiI2sa1OJd//lAIISOjDRcOTMIFMjhFhcYG06tbyfhN\nhSiSNuhJG/TEJpYpCqpEEu14psc0MoomFkcRhLxMT0armXP9g3ne/Fzek6knOMj50XC2J9N4g8kt\ntRY+sPKV9WSaJ0uFRYtZp+KCJ57XZPF1xZl2qG3KsYcLN7wL+e5PonSeR6hvmRory0ihEKPNTbgv\ndCAOdSM3z1xB9pUg3PEx5K9/JpthWrmu6LjZ+g66XC7GxsYQUoUFxhNYrlJofHQgQmu0D7GqDmHd\nNgB8Pl/RXol6j4ez4mkqbWvpDuxjifudBHwZrHY1W40WNMEnSLhX4vNlncBJs4mYzYa1tx9fXQ0p\nqYah7he5ddF61KKAs0ygI3yEZvcuesfO0VTlJqMtuaJ+UVMMMhR2Fu2vpBK1VFra6Ej5WJscyvv/\n+bEYe7tPsbtZg1PfwNjYGFarFbVaTcZZgjXWR7BkIYUk6cvK38nR0R+RSt+FRp3dd1mW+cMf/kBb\nWxtut7vAWlOYPE+Q1riJm1eRSimMDqdYvib72xNFkba2VRzaf4pQsAm1bS3Grm+hSnnIaLK6HzGd\nRh1PEC5xo/f5c2ZZJgiHZGqb8s+hCaGxYXpF4/kMzhUiCGQkHTG7jWBlOZ6mBoaWLpp3cM2Tw1yc\nTLcscU85ma6vedM5mV4PrK0yc6A39MfejRlR2g8grMzVrgiSHuEddyE/eG9OjyhdOEJaJ5GRdESc\nDszhKMIrtIfPhKA3IH74c8j3fR8lWLw302wBzvQMjs05QwbnKoXG7RcGWdm1H+F9n0QQBBRFKZ7B\nURT0Xg8XtT00Oa6jJ7APRVHwezPYHCq2VwuUqwbJ2FaSSqVIJLLajmB5KepEEr3XR6d2A5sN7exq\nzGo7FcsZhHgZ1eb1eBPnqXX3k5Jq87c9ByKpPsKJEkKJ4oFerXUDnZHTiCk/Qmby8Zt4WuY7Lw1w\nQ8sl6u0bEAQBj8cz2exUcJViGThOwFhT8H0XVK9HTBs5fP63k8uOHj2KIAi0ts6s89JEL6ILnyBU\n8k4QBIb6UjhL1Gi1UyHEwoULSaR89PWMoIgSMeta9L4XJv+vDYVJmoxEHTb0gSDIueeCoigFMzgA\nVntWaJyDwQix+QDnlSEIk+6tUHkp3oY6hpcsYmRhM+ESN7JaheQP4LjUTdmJ07gudGDpG0Dv8aKO\nxvK+xHneWKQyMhc9cf5w0c9/HRzii090cddD5/nGc30c7AtjkdS8d4mT/3xHA/e+q4kvb6vizuVu\nNtXZcRs11+zpe57Xv11cyWRQjh9CWLk273/CpushHoWj+yaXSYEgcWtWfBlxO9GbHaiuYYAD41WO\nN16P/NPvFm3IOVuA43Q68Xg8BANZG3YxJjI4V9L4Mx4IcMafZsWtN01mwSKRCGq1uqDTRwoEialS\nCAY7Tn0zaTmJL9ozWWSwWjnHiWgNx0bS2Gy2qaabooivthrLwBCPXZRIqWxY49kMz2B0P8bEGmJj\n5aRFL0ZVJyl93Zw/wwSKIhNM9COpKhiOFJc+lBgXE0178WicOXbxHx8docWpI6O0U2PdAJAT4OAq\nweq9QEAoXhtogeMmuqNPI8vyZLXiXbt2Ic7kMk5HsYz8klDpe1BU2RYS/T1JKmty3XJqtZr62qWc\nOpPtTxa1bkQKH0dIZx9CpGCIuMWMrNWSkiR0odzfbiKuIKoEtLr8fbE5CljF9QaIx1BmuMe+daeo\nXiHzDq43HxNOpkvj1X/nnUyvbxodEtGUTF8wQZXlaqYLrjEdZ8DhKigmFkQV4m0fRr7v+4gr1iCo\n1EjBIGONWXdqJpUg1nEaY+VurnUIJ7zjzmyV4xeeQNiaW+V4JoHxBDqdDkkyoNFFUKuL31x1koCi\nZG9kkn72wF9RFE4++DD1hiWYlk5Noc2kvzF4vJzR9WPXZzt811rXc3H0JYzGm1GrBXThlwkb2ni+\nK8gShwOfz0dZWVaInNZLjNgdvC08hliyA6NvD2HDQgbDx2m23MaZYykM9XV44hewSLfPuv+XE0mN\nolWZcBotjIRTNDsLT62Kgooqy1rOJ0dZGe8maVzI4f4wRwfCfGV7jLMeK5Zx8e7Y2BhLly7Nrugq\nxRp6gmBcV3QKbHnDTs4efYT2C09w5pCHLVu2zFpLSNP7CxLGxSQN2enURFzG50mzepMxb+ySJcv4\nzaP3EQgEsFqtxE3LMQReIuLYjS4UJlSW/S3E7Fb0Pj8J69S2w8EMJkvh+2IhobEgqkAnZR8UijAf\n4LyKzDu43jjMxcl0Y7ONWtu8k+n1iigIrKsycbA3TNWSuQU4YnLm5oyvJoWmp6YjLF4JZVUozzyG\ndtMuZFFFRhr/HJfOEfIOUOL1ESkrQZljvZerYaLKsfzPf4uyYDlC6ZTzZTaB8QQmoxNR6weKC28F\nQcBiFQkFMnlOKzHlAyVXk6Hse4b2hIFVa+tylherYKxKJtFEY5w2HGOx/t0A1Fg38MzYv1DreDti\nyoc6OUpt9TIOv9zD+pppGZxx7h0RuEunxpawowAjY7/DZWiiXO+g60yYCmMVA5njmNRzKzA4nUC8\nD6uuMtuTKjyzeaXWuoFDfd9ntWgkYEzz3QND/PWmCoYj91M7nr2BbAbH5co2+xScpWhVGTQ6saAb\nCbJamVrDdZwe+y0u5y151YovRxdqR4z3E6741OSygd4UpRUa1Or8c8Lh0mMxNtPe3s727duJ2bdg\n7/0+SWkDiiiSGXd3xW1WLANDCJnM5LkdDsmTTTYvZ7rQOEeHo59ZhzMf4FxjJhxcKeO0wl6yjDqe\nGM/2xJECQTSxOLJaNRnsTAQ/skZT/M3nmZXLezJNFM17o/dkmifLumozPz8+xruXFC9gNoEqkaDk\nzHmibSuv+X4pioLy8gHET/7tjOPE934Q+Z4vI7W0Tk5PASgXzpCprCZpNmHw+IiUzK1j9dUilFcj\n3HQb8v0/QPW5r00un216agKt2k5aLq7jmcBsVREMZHCXTV3X1PF+7H3fJ6n+BAjZAEkZG0Z56F6O\nbbmbz1XlSmaLZXAMHi9RuxVvqAu7VAeAVVeNIEuorN1IYQ8J01JsBolml54xOY7K1zu5fjiR4amO\nAO/aVYOxr4tQ2TZ6PD+mpvR2HBYVjQt0lBmNnAhkaMnb+uz4E71YddWUmrT0Bgo3kJzAqW8iA/jj\nXfzXgX6211lY5Nbwm/NHWFryjwAkEgkSicRUBqamEWHnrdgcavy+TMEAB2DNglvpO/UUK5bUFA9c\nlQxG7zPogwdINn0aMlPfV393kubFhQsB6g0CVsMizp37DWvXrsVgcJI0NGEcPUvCMlWbR1arSZqM\nSMEQMbsNmDmDA1cnNJ4PcP4YFHFwqROJbGXmeQfXVXG5k2mi+u90J9Pmmnkn05uJpSUG+oIJfLE0\ndv3MlzOjx4uiUqEZHIZrHDDQ353V31XVzThMqKhBaNuINDSIf+myyeXKxdOIb3sv4RI3js5uIi7H\nNa/GLuy4GeW536OcPIKwtA0oXsE4j7SdaPTCrMMsNhU+zzQthZzCMvwgSUMT6rG94L4DRc4g3/sd\nRnf9CaGoSIMjNzvn9Xqprb1M5KsoGLw+uqoMSDE7WlX2gVIQBDShNsJlh9CFgoTdtwDZ1g0Hzwep\n9Hon3+LxCz7aKk3YbAaCSgXGwUHG5DDrNW4EUWDxSj26wRTPZIJk5BQq8coePgPxPirMrSTTGg7P\n0ktNEARqrBs44TuIKTPI+1asZSjcjlVXiWHcleTxeHA4HFNTNmYLwq13YT0dJ+DNUFVEB61WaVhZ\n+W4uBf9AhS3fUi6mfFiGfwGCGm/1X2I0VEIoq6OJRjJEwjLussK/NUEQsDtMqIyNvPzyy2zYsIGo\nfRuu8+fw1eRW747ZstNUkwFOSM4JfC/HalcT8F1W0XgWq/h8gPN6QRBISxJpSZr8wlEUVKkUmmg2\n02Pw+tBEBxAUZTLgUTniqAVI63RvqaAnIyv0h5LZIMYbp8OXoNMXR1KLNDokGuw6bmyx0WCXcBnU\n82LfNykalcCqciOH+sPsbrIVHyjL6L1+fLXV2Hv64BoHDMqx/Qgr183pvFPf+F7EcxdJhnwIRgNK\nOgXdF6FhASmDnrROh94XIOYsroN5NRDU6mxG6aEfIy5aiaBSFa1gPJ1EXEYUbIz5x2YcB9kMTnfH\n1DShyfM4aV0ZoZJ34+r+J0R7kPSePSCIHGvaxMrReN6DSKEMjhQMkdZqGVJ6cIxnbyDb9VseXcWo\n/R4UakiN/299tYkfHRIxB4PIskxKhkfP+fj69VkHUsxuIzV6gZ2pt2MLHiBgzOZsTIl+zNpSjzAQ\n3wAAIABJREFUfPFOXIYry+MEEr0sct+CiIaRGUTGExjUqzmW2sNHFkTQqES6A/smxcWQ1d9MCoyn\nYXWouHA6PuN719u3cmr0EYKJfiy6qcyKLnQM8+ijROxbidk253UF7+9JUV6lyWmlcDlmqwqbZjkv\nHXyEtrY2BHUpgjyCoHQAqyfHxa0WrH0DCOk0ilo9awbH5ihQ0Xg+g/MGZtzBNVMPLt2YB0coPNmD\nK9t/S3pT9eBKZWR6AsnsFNN8T6Z5pqHEoqyJdvPIfjVVL55hgeKn0KVXbysh5aokdvolrGt2op/e\nDuFa7Nexg4i3fWhOY/UZiClp5F/9FNWnvgQ9l8BdjmDIijhDpW6sfQPEHLbJhxhFUXj4lJfdzTYs\nuldRn7NiLTz5G5QX95BYt51YLIbNlhs4jkZSnBqJsr0+e03yeTK43BaG/DKRSASjMV98OoHZqiIc\nzKDICrr4BXSR03irP4Mi6sjYWtH17iG15xHEL/8L7aeibKg256yfSqWIxWKYzbnLDWMeok4Hvthe\n7NMcTsFABrO2BFmlp0tXgm38hm3QqFhWbkEM6gkGg+wbUWh2StTaprJFz6qf4dbEDYihA6icWeuz\nIMdwGRczFr1wRQFORk4RTo5i0VYgqVSMRFJFhcDZ8Qr/32EVG6sMyJmTpDKbGAofp638A5Njputv\npmOzqwgWqvw7DbWoo9mxi7Njj7G28mMIchzz6K9Rx/vxV3yItFRZcL3+7iTLVs3cR81iUxH0m6iu\nrubkyZNsaGwiJWkwBJ4mbl01GTQpKhUJixm9P0DQ5iCRUDAYZp6iyhMa640oM1jF5+8Gb0CmO7gE\ns5lQKDRHB5eetF5CeR0HPUWdTCYtDY55J9M8ZDMcp9pRDjyHcvII61qWMVK7g+/FVpFSBLYao2w1\nRqnSTnXMNko2IqkYStcFotVNGNJV1yzAUbyj4BmGOTbJlAJBQouWwG9/inLuJEr3BYTmKXt40mRE\nEcWszXZcp3NsKMovTo6xvy/E16+vftV+C4IgZN1d//F1hisbcbvdeRbi353z8bvzPlaWG7FJavze\nNA6XGpcvW/BvpgBHoxHQ6gRioTAu78MES29DUWXdRCnrWvRd3yZy+4fI2N2cGLrAJ9fmduv2+XzY\nbLacfZoQF3vra/F2dVFpmcoSBHwZrA6REkHL+XSQ6Yb9rXVm9l40Mubx8sgZhc9umKoYHU15GU12\nEqitxdWtYPTsJWFuIiXV4jK00B3Yx0JunvNxDSYHMGndqEQNehH0ahF/PFN0WvXhUx50aoEW50Y6\n/S9gDB3BZViATj0V2Hk8HpqamvLW1epENFqhqNB4gibHTh67+NckQ+so9/yepKEZb/VfgJjfLBUg\n6M+QSio43DOfa2ariv7uJG1tbTz66KNsd5UQs7nRJnVoI2dImqamxWJ2G8aRMQZVVowmEWGGzFBB\nobHRNJ/BeStwRQ4unXZcz/PHdXDNO5nmmSuKokDHWZQDz6Ic3gtllQjrtiHe+edIZgu3Ae9VFDp9\n2QKMX+0O4dCr2VZn4foKCU1vF4nWVYjVtQS/81XKP/BF1PE46Zm6Jl/tvr58EGHZaoQ5OJ/EVBpN\nLE7SZsv2qXroXrA7EdZsmRokCIRL3ZiGR4hbsj18fnXKwyfXlnFmNMo3nuvnqzuq0L5KpSeE2kaE\nxa2M7H2Wkvpcl42sKDzfHWSBS8+jZ3386Uo3Pk+GhhYdLp+L0dHRfH3MZVhsIjbPIyTMy0gZpm7Q\n0f/7OJZ6DbpllRwbi1Fm1mC7LCNbaHrK4PESs9uQBQgkeiYFxpANcCrtw9So7RyInmOVnEQ9fgNv\nqzDxW0Vi3/l+7PoaFpVMZSZ6AvupNK8ibbERtTsweIZAeZmUvg6XoYUjgz+dMUNyOVkH1ZR4pMSU\ndVIVCnAueGI8et7Ht99Wh6TewVOex7H5nqbWft3kGEVRcmvgXIZ1FqExgE6lp1mq5dLAf2Oq/POc\nwKMQ/T1JKmu1s37mCaec2+3Gbrcjen1EFzSTzmzD6HuWpHHxZCYybjZh6+kjEUgUdVDlfK7LhcZ6\n47wG563KXBxc+kAQ9TV2cM3mZGqYdzLNUwRlsC8b1Bx4DtQahPXbEb90D4K7LG+sIAg0OLJTlh9o\nLeHEcJTnugIcHhyiU69itCvE+upKzKs3EhnpxeCwEaysKLDVV7jP7fsRt980p7FSMJitpSWKCGu3\nojz1W3j5IMKdH88ZF7dasAwMoY1EOZUQGQwl2VpnYVudhX/ZO8A9Lw7wN1sqUb1Kvx3hXX/GyH/+\nOw1LVuQsPzMSw6RV8el1ZXzhiW7etdiO35vG5jDgdrvp7i7cP2k6TY5TaNJjhJ13TC5TTreTOvgC\nsS3vRx88xNFhB63l+aX88yzi4+JiT0M9ocQAknpKYAzg92ZYVXIS0bQahwCDoXaqrdmaOjq1SJnL\nxameId59c66zriewnxWlfwJAsKIKvX8UfaAHr70Wg8aBRpQIJQcn69HMRiDei1WqmnxdYtQwHE6y\n0J1bCyeelvn23kE+1laKy6ABSrCoLYzGLrGx5guT48LhMKIoYjAUni6y2VUzCo0nhMQrVWYekruo\nl2qZqdCCoigM9KRYvWnm6SnIZpBUaoFYVGFTayuZUQ8pnZa0sBij5/doYp2kDOPCdVEkZrVg8gcw\nWWbPqOYJjQ1GGM1vaTHBfIDzVuMaO7iKOZkyCjTOO5nmuQLkRx9AefZxhDVbET/xv6CmYc5PzCpR\nYGW5kZWlekpP+fm9wcVLPSF+eHiYtZU3sfOl+9npqiRYXvaq6tSUaBg6z8Onvzyn8VIgOGkqEAQB\n8faPIP/ivxEcl/UFEgTCJW5MI6M83Kfh1kWOyQeBz22s4BvP9fEf+wf5qw3lr8pvSrA7GbW5WXf0\nBVg9NbHzfHeQrXUWys1aVpQZ2HMqgFmrQSeJuN1uDh8+POP7iikfjbo97Pe8jxZUcO5kNoA98hLG\nz/4dCVcdpq5n6RwZ4T0r6vPWHxkZYeHChZOvpWCIjFZLWi/h9XflCYzDwRTWzCn8po9RI2jpDuyf\nDHAA1jRXcqj7KAcf+SkHx5ep9DGsrX089PjTwDMANNokPrR0FbGkFbUeXIYFjEbPzz3ASfTSOC0D\nU2oqLDT+ydERmp0SW+qmSgY0m1dhj15Ao5rKNhbT30xgdai4WExorKSx932fqG0LadtmKgb+m4u+\nJ1nifmfR9/N7MohiVl9TiMMDP0arMrB8PCi02LJVq+uNJrq7evB1dtLY2EjUvh3z6CMEyu4ko8tO\nCcbsNlxj/Xgdszsb84TG8yLjeWZlVgdXrKCDKyFJ9MpqzoQydPgSOU6mBrtEo0PHjc02GhzzTqZ5\nrgyl4yzKM48h3v2vCLbi1XFnQwoESeslWhudtDZCMJ7m8EiK+/qvxxGU6T7ag722hIUu/atyfion\njsCCZQi62ae+Jroq+2qmpi6EpkWIX7qn4Piow4ZhcIiYX8WujVN6EY1K4H9treTvnu7lR0dG+Ghb\nySv+LPF4nJigwnr+BErnBYT6ZtKywks9Ie65MZsWeM9iJ//n6VFursg+edvtdkKhEKlUCk2h7K8i\nYxl+EL+8nP4uDU2/+igYTNmpxr/7NzS1DcRDIYL6pbTqTrPAnathCofDDA4OcuONU9WWDWMeIs7s\n+eGLXcoTGNe5epHVFjJaN1UqA8eG7iOZiaAdbzmwcXEda1s+mbOd02OPkJJLWfGJu3KWH91/gPqO\nbhKtNlyGZsai52i0b5/T8Qwk+vMyOB3e3ADkcH+Yw/1h/vXm3MCuxv0Olvd+H68iTwp0Z5qegvEM\njr+w0FgT60ZW24jZtwKwyHUzT3d+gwXOt6Eu0kB0pump3sABhiOnyMhJSoxLKDMtzdY78meQpDBi\naQlHjhyhoaGBuLkNELD3/4iIYwcx60aSJiMGJYNDnwIK638muFxoLBhMyH9skfF9993Hn/7pn06+\n3r9/P0ajkeHhYXbu3Pla7MI8V8plDq4JJ9PAWISkL4xuMEgJHhZIsFCt4FVrSFbr0S51oLYY3zQO\nrnlee5R4DPlH30Z83ydeUXAD2do3EzdAAIuk5tYldnaUicR+9J+Ur7mev9gvk5YVto1P+VRZX0Hb\nh/b9M3bmno4uFCJlMOTp34oGJ6LI03Edn6uRkS7TpOnUIl/ZXsVXnuzhgRNj3Ll85s7QszE6Oorb\n7Ua19C7kh36E+IVvcmwwQoVZS6kpexNqcEhUa3R4yIq5VSoVNpsNj8cz2f5gAsU7iuH8L1DSPSQf\nPUysdTPKp76KurYub9uHYkt4Z+mvyAgKTPPEnT59mubmZrTa7PZVySTacXExgDeWLzBucp0hbspO\ns2lVRkqMS+gLHqbBvm1ynFo9dRtUFIW+0AHWVf55znIAadFCgqfOYBscxuVo4Zzn8Tkdy2QmQjIT\nxqiZ+k5KTRr2TWsUG4hnqxX/P5vKMWlzzwdZ4wCVhDo5RHo8Y+TxeKisLOx0gnGhsaaw0FgbPT/Z\ndgHAoqvEZWii0/c8zc5dee8lywoDvSk2Xpc/ZRhNeTky+H/YUvN5UnKUg/0/5IbG/43FqsEzlEKb\njmBd2Ez80EEGBgaorKwkbmkjJdViGf4F2uh5gu730BHSU5MOEaG4QB0KCI0NRogU1+Bc8zvQk08+\nyYEDByZfX7p0CYBly7JFrTo7O6/1LsxzhcRSMmdGovzunI9/3zfIZx/r5K6HLvBvLw1yZCxBxGzG\n3lJN5bpFKGuW4lu2GG1DFXa7AVsihr2nN9t49NwFrD19GMY8aCJRhPnGo/PMAeXBHyG0LCG5fDm+\nWNcVNWecjiqRQB2P51QInkDQ6pBaV1CejvJf15Xxxc2VxNMyX3myh88/3sWvz3jxxtIF3nWG/U6l\nUE4fQ1i+Ju9/Q6Ek/cHcNhFSIEiswL4VwxtL892eNC2qFKpEfssJk1bF3++o5vmuIL896y3wDnNn\neHiYkpKSbFPQWBTa9/N8V3Z6ajpVai3PjwSRx78jt9vN2Fi2Ho6cThN46WEy93wZ8Xt/jcE6SND9\nHtTf+AFGq4aIpSpvuwBPD1pAZUAbvTi5TJZlTp06NdV3CTB4fETtNhBFZEXOExgHfQnKdOdImJdP\nLqu1rqcnMNXg9HJ88S5kRcahb8z7n8Pp5KVwEMPICK6Mg2QmTCzln+EoZgnE+7DoKhGm1ZSZEBlD\nNqj63oEhttdZWFZa+AafNLSgjZ6ffF2sBs50JoTGl6ONXiBxmcV9oevtnPM8hqzkjx8ZTCDpxTwR\nsKLIHOz/Ic2OnTgNjZSZllFlaePI4E8wWUR0sQhpSYeg1bJq1SqOHDkyuW5G68JX9QnSukrsvd8l\nKvgxBgMwh9/6hNAYmLWj+DXP4OzcuZP9+/dPvt63bx8rVmQj6tLSUk6cOEF9ff5c6zyvDYWcTKOR\nFLVX4GR6Izq45nl9ohw7gHLmZVJf+d880/WPpDJRVKKWWutGaq2bMOtK5/xeWXeNvWgmUVi7jcjD\n92NUizStXkOTU+KD4+LkZzsD/OLEGM1OiW31VtZXm2a3Yp89DpW1CJbsNG8wnubFnhDPdQYZCCVR\niwL/elNdtlaToqALhgiWz/3z/PaslzW1NmJOBePoGMGqfP2HTa/m69fX8Ld/6MaoVXFdg7XAO83O\nRAXjbFPQDxG7/785tPwzfHjVVNuGdFohE4OUQeZgX5j11Wbcbjejo6Moo0OM/er/5dmNHm657s9w\nO08SduxAMbciMN6ywS9jvUxXKisK7YMR4s1rcAYPkhwvsNfT04Ner59qG6EoGLxePA3Ze0dWYGzL\nERjr4+dJOMuR1VPHoNzcyqGBe4ml/Og1+YUhewL7qLWuL5pFW9jayu8PHuImnUSJvoWx2AWqNfkB\n7XQC4y0aplNi1DAWTZORFZ7pDDASSfGFzcX1PElDCwb/C0Tt25FlGb/fP2uAU0hoLKaDqNJ+0lJu\ncOkyNGPQOOkNHszpdQXQ1RGlsjZ/yvGCdw9pOc4i9zsmly0vvYM9l+7GbzyIS6gkNl6vaOHChRw4\ncICxsbEp7ZCgIuLczXCsnkUlv0RM34AmEiZlMudtazo5QmPD68wmHolEMJmmboShUGiG0fO8WrzW\nTqarcnCN1+qZ78H11kQJ+pDv+z6ZP/8sLwx/jwrTCpaX3oE3donuwEs81fl1jFo3ddZNVFvXIc3U\n8FCWMXj9jDUVbzMgiCLRZStx+yME4zEEST8lTi43kkjLHOgL83xXgB8eHqatwsj2eisry40Ffx/K\nsQMkV6zncFeQ57oCnB6JsarCyG1LnawsN3LfsVG+d2CIv91aiS4cIaPVImtn1hxMEE5m2HPRz7ff\nVk9EByVnLxAuK0FW51/C3UYNf39dNV95sgeDRmR99cw3jEJMr2AsLG7lUGUbC4QQtmm25oAvg9mq\n4l0LHDx8ysO6KhMul4vzRw8j/+ZH9N7RiKAKMmY5RamunIRpyqlksWZFqJdzyZvApFOhdbWh7XoS\nMR1EVls4efJkTvZmurgYwBvvwiFNPSjLGYVy3UlStlwXmFrUUmleRW/wAC3OG3L+pygyPYH9bKv9\nm6LHpby8nL2pJN50inWptZyInqfaMkuAE+/DJuUGOFqViFmn4sxojJ+2j/KPO2vQzGDzT+obsAz9\nHEFO4PdniykW1DlNo5DQWBu9QNLQBEJ+sL7Q9XZOjDxEjWUqwMtkFPq6Y2y7IXd6KhDv5/Tor7m+\n/u8Qp72XWtSyrvKTPN/9z9xp+jQ+wYmW7DTgypUrOXLkCDfckHvcR6I19EY/zhZLO/a+5/DUryaj\ny3dJTpAjNDa8Dm3iV5tynmduvG6dTPM9uOYpgqIoyD/5D+TNO9ir+T02bQ3LS+9AEASchkachkZW\nlt3FcPgU3YG9nBj5JS5DM7XWjVRaVqEWc0W9UiBIWtJNdecugrxwKclnnkLa9zyJHbkXXp1aZGud\nha11lslszIMnPfz7vkE21pjZXm9lgUtCVuD4YJjnfC4OahfSfCnAtjoLn99UkZP1ed8KF194opun\nLgV4ty5acOqsGL+/4Ket0kSJSYNMto+PcdRDqEgGqMqq4+4d1XztmV70GpEVZTNrG6YTj8fzKhi/\n2LCFzYf+L0qkBcGYDZj8njQ2h4rFVXp+dmyUk71eGn//CzxREeUzX6U3/m+0WnfQ6X+RmqpP5Px2\nzVYVXRfzG062D4ZZVW5EESUSpmVIwSOMaNfQ39/P7t27J8cZLtNW+WKdOQLjiD9CtaWLgOW2vG3U\nWDdwcvRXeQHOaPQcWpUJa5EqvhOsXr2aB/fv58+XLuGcEoDi92IAAok+qgoEQaVGDd96sZ/3LnHm\nVFAuiKglLVWjiXXg8Whmzd5AYaFxVn/TXHB8uWkFx4cfZCh8gvLxab2RwRR2hyan+3tGTrO//z9Z\nVnJbwYyqQ1/Hctvb0cfjXIipmcgVLV26lJ/+9KcEg8GpBqFkm2yaLSb8VZtwXbyAve+HRJzXEbNu\nLHi9ny40RqeHVP507QSveYBjNBoJh7MRVyQSySu5Pc+VkZEVegKJgj2Z3hBOpqt0cE0EP2+1Hlxv\nVpTnfo8c9HKg1YRONNNW/qG8c1UUVJSbl1NuXk4qE6c/dITuwF6ODP6UZudulpW8Z3Ls5eJigGg4\nw7lTcQQSpNJT+ppydQsN8iiHnvXD+FPx0MgpWtsaqarJ3kgskpqbWuzc1GJnKJTk+a4g/75/kIys\nkMgoOMQ0WzMB3v+OJhxFqtNqVCKf21jBV57s5k8WygQa6+Z0bJIZmUfPevnaeJ8kgHCJC9f5DsJu\nJ0qBLA5Ao0PibzZX8k8v9PMPO2tmv4mOMyEwnqgWHE5kOBlQ+EydFeXRBxH+5CNAtkVDWaUGlSjw\nLleSXz12gLuNeiS1RJfkwZhxsDrey09QCGciGFVTNV8sNrFgBufoQITblmaPecyyFuvQ/ZweMeSL\niyNRvHVTx8Mb66TS0jb5WvS048/UgCo/sCs1LeZA/38RTo5g0k5NuXUH9lFr3Tjr8amtrWXv3r2c\n02nYEGnFn4wgagsHkIqi4L+sBs4EZSYNWrXALQvnVlE7YWhBGzmPx1M2pwBnUmgclrP6GUVGG71I\n2FW4RpMgCCx03czZsUcnAxzNwBgttbnbOjX6MAaNk4YZHGSL1evoFw5yKdxHFbcCoNPpWLJkCUeP\nHmX79ql1wyGZ8ioNab2OjFZP2PFh9KFH0MS6CJbdlXd9l/QiojhNaKwvHry/5gHOxo0b6ejoYNmy\nZYyMjLB8+fK8MadOneLUqVOTr2+//fb5QIjsha7LG+PCWJQLoxEueqJ0emM49BqaXAaa3UY2Nrpp\ndhmw6d8EUzzjv6vU+J+QTCKGI2jCEXThMKrhEYRUCtloJGM0kjEZkU0mZIP+j+7g0mq18+fsHMkM\n9BL6zf/w8l+uRVBl2Lngr+fQqdmMw3Yjy6pvJJL08suXP83q2tvQqo0IsRiaRAJNVSWa8fOg82KE\no/uDLFhiwuHSk54W4KCYsXZ7aO49hLLlRhKJOAfaDzI4fJGPfPSD2Oy5gYHZDM0VTj68QeGiJ4pO\nJeL+/X3QYkFfMvPNaqnZzF+uiBAIDqJ1OtHPofrwb0+PsKDExNLqaXVCzGYygRCuoRHiC1uKBvnr\nzWY+GBf48bEx7nn7gjk94AQCASorKyfP3+f7RlldbaV03UcI/fUHMbz9NlRllQR8IdrWmlD//uds\ne+p3PLDmC4zdegvlz/yO3uB+FpqrETV26k3VDCfaWeF89+Q2TCaFdDqMTmtEq8seg6Qi0ulPsK6h\nBEmjAtNC8BiJDR5h7fXvn9wfbVcP6VI3ZmtWWyMrGQKJXmpcS9GqjaRGjmOWnyVQ9SmsRX6DDa7N\nDMWP0urMZngycor+0GHeuexfMOtm/91u3ryZF9rbUS9QqOq3wbI1Bb+DSGIMlUqD254f4HxqSz2S\nWsSkm9ttWFC3or30A/x+HUuWLJ3T9cVVkiAR1VBeYUSIdIHWirHAvkywxLSLU6MPE2MQu6qOxWov\nQjJO1LgMRJGhYDaD+q7l30GvKZ6BlPoGCFiWMhL+BklxM05jHZA9bj/4wQ+47rrrJlt6RMNBSsst\nGE1q5NJSTPE4iUVfQHfmG1iFIWRzfs8vV0mcRFxLabmB1F98CYAHH3xw6nMsWcKSJUuufYCzf/9+\nOjo6eOqpp7j++uupr6+no6ODEydOYDAYqKury1tnYuem81bT6szWk6nBIbF+mZOl1U6UZCx35XSc\nUGjmbrJvWDRqsFuzf5DTg0sz5kHb2/e66MFlHu8RNs/MKOk0mX//Oi/f2UKAANsqvkg0Egeu5PzV\n4NIv4MLQXmqsGzAPDBK12QhFIqSSCieORgl4M6zbasBqFzGbtYRCudMj8aiD6nNHCSY6OeULUl9f\nTyiY5MH79/Cu27bkpOinU6YDkEkceB7xw58jPYfvfIcpxYExNacPdHP7spmLm2VkhZ8fHeAzG8rz\nzqeQy4H73EXSPb0z9tXaVi3x8PEEz5wdYk1VvtX3cnp6emhoaJjc3p6zI9zUYiciqmHnrYT+z/dI\nffBvSCXSZP7ls8haHdovf4u398PPDveywWaiP3mSt0VrCVa9nfJ0gPah/6HBnGtBNltEBvoCOEuy\nt6FjY2kWuPSk4lFS419/JFFPa8VxTCZTdn8UhdKhITwN9ZPHOhDvQ1JbScRkMtGXMfb+D2cyd1Bh\ncRb9DZYbVnN44F4azTcgCAIDoXbM2nJI6gklZ/8Oq6urefrppzmtkamKRIp+B4Ohs1i1VQX3Qwco\nSQgVn2HJRTHhzKRIBPowGtfN6fpiNCsMDURwlsoYvMeQpSbCs6zX7LiRIz0P0ha/i4SsxyXp4EIH\n3lIrz3R8h7byD5GOqwjFi7yPomD0+ZGrGpC638XT5+9hV8PXUI23yGhqauKll15i/fr1pFIKyaRM\nRo4SCgmoDBKu3j5CJS5S1s3oBh4nVFGetwmjGYYGwthdGWjKxgq333573rhrHuCsX79+Uqw2wUTt\nmwmr+FudYk6mGmu2uWSzs7iTyaRTz/0H8iZk3sH1xkb53YOcWZZmzJ5gR82XihYam41K8yr6gkeo\nMa+bFBd7x9K074/iLlOzZbcZtbp49iJaVoZr0Sr8D/+U81VLWLFiBWVlZfzsZ/fz1OOV7Lq5YTLT\nkPcZhvogHoXafGtxIfTBII3NZfzzsyO0VhhpduqLjt3XG8ImqVlcUqBEvijir63GcamTpMlIpohg\nWSUKfGhVCT8+mt3ebAaC6QJjTzSr5WurzD5tCzvfgXL3p/D+7klsHiNi6waEXbciiCI3GjN8/NeX\nWL1wDEPagE6qIq6rwKUtI5EOEoj35+hbzFYVwUBmMsA51BNgVXnudMOLZ5Pc0RwjMC42vlxcDFmB\nsV2qQ50YwNz/P+wfuZXmTflNKKfj0jeRluMEEr3YpBq6A/uoucw9NBOiKLJq1So6e/bzYu0hdvcb\nSBqNZHS530Eg0YdFVzxjckUIAnGpiUrDpbwO78WYLjTWRc8TduTXubmcBvs2To/+GkN4hKi1lERT\nFYaj7bQnnqHUtIwKc+uM62uiUTIaDZJVB2NrMNWf5fjIL2ktyxZOXLVqFQ8++CCrVq0iGhIxmlRT\nomatlrSkQxcKE7esxOjZgzoxMFn/Z4K8isZFmK9k/Boy35PpteHKHFzqbMAz7+B6zVE6znJ+7HF6\nNrm5vu6Lk9Vlr4YKcysvDz+A1u8jpdNx+qJMd0ec5asNlFXO/n1mdFpSFguiZGZ0aIjad7wDtVrN\nrl3X8fRTL/DSsw42X2dHrSnsnhJWrkOYQ4ZQlUyiSqbQOy18bLXAd14a5DtvqytYgkFRFH512sMd\nM2R5UgY9EbcLW08fnsb6olNVbRVGfn1WzR8u+rmppXi253KB8d6eEOuqzJONPAWtDsPtH6cxLBAs\nq0TcvGlyXYNGxe5GKz2p02xRq4mOF9MTBZHq8fozy6T3To6f7qRSFIWDvQHu3j4VAIUHoWpZAAAg\nAElEQVTDYbp6h0m0LkUKHiXq2J4VFztytVW+WCcubQmW/p+wt3c3NWuWIM5y7RQEkRrrBroD+zBp\nSxgMvUxr2Z/OuM7lLF68mEP37SVT1s6Gkvdg6+nF09SQ8x34472UGBfO8C5XhidTxqLyC3kd3osx\nITQmHUWVGCYlzdwIFUAt6lhg2o0jliRda0fRarjojNI6XIt/8YpZ15eCYRIWE4IoYLGoadK/n4O+\nr1JhWkGpaQk2m42qqipOnTqFy74EsyX3s8TsNvQ+PwmrhahtEwbfcwTL7swZc3lF42LMl5q9RiiK\nwlAoyUs9QX52bJSvPd3LB391kc881sVvz3qJp2U211j42nU13H97M9/cXcvHVpdyXYOVOrs0H9y8\n2ow7uGJOB8GqCsaaGxlathhvQy1xmxUxncE0MkrJ2QuUnjyD41IX5sEhJH8AVTI5pwJU88wdJR7j\n0jPf4sI6E9sbvoSkvrp6LRPoNTYsukrUw/20D+rxjmXYuts8p+BmgqjLibR8A/URz2TTysbGRurq\nKxnxHeLgixEymfzzIBvgrM9bXggpECRhtYAgsKXOQpND4sdHRwqOfXkoSjKjsLpy5mmlcIk7Oy0w\nOlZ0jCAIfHhVCb84MUYkmS/uneBygXFecT9FwWK0ozebaKzIz7bd2CKhVl/EnTQSZGpqoda6gZ7g\nvhwHrdkmEhwPcCaKIFZbpjIgE5WLk/YN6IMHUSXiaCNR4vbcc8UXvUhN+ATtQ1sx1K7EOIeu1JP7\nFNhPf/AoTkPTzGUHCqDRaFi2uA0lpaPfHAUETCOjOWMCib68GjivhO6AkUpLFOT8PlaFmBAaK74L\npPR1MKu2LUtNoJVOsYOEECCS9PJ04MckLXacA7MXkNSFQsTH9UFmq0gipGdN5Uc5OPBDkplszZrV\nq1fT3t5O0J/Mq7Qct1mRgiGEjEzcuhZt9CJiKne7k0Lj6MzFY+czOK8CGVmhP5R84zqZ3qoUc3Al\nU5O6HoPXh6Zv3sH1atP3xLc42aawo/lujNrZm+zNhdJUG9p4mozbyvqFV95bKm61YFFrWGHUo+x9\nCmFL1pa8bds27r//fsKxHo7sq2H1RuNkhkAJ+GCwFxYsnemtJ5H+//bePDqO87zTfWrtrt4bSzd2\nECAJbiIokRRJUbtMi5YlS7KcyI6dxPHcsTI3iWZxZsnkTuaeyc3MzdyZ42Qmk0wSzyTRxJo4XmJb\nthxZoWRJlrgopBZuIkEQCwECaGy9d1V313L/aKABEAAJSdxVzzk4JKqru7rxddX3q/f7ve+bzpCv\nn/u8T90e558+38+R8zm2XSBkvnNyiic21l66jIMgkGprpa6nl2IwgKktveTVEfWyrSnAt09M8cXb\nYkvuMz4+Xi2mN5otMZEv0x2fi4R6MlkcBPaN1vIJdZJxu2aBoT9feodm0c+boy2siU3ROtPtulJh\nWGRa76PWV1nKC85EcBzH4a3RPNtbQtUxm61c/PDDD2N66rEljWCij0I0ssBL55QzpIwBCvwcCetW\nbu9cWV0hgLCnFVn0cGz8W2yal4H3fuju7ub0fi/D9ceoa99L3elejGAQ06dhOxbZ4ugl087fD4mp\nHPlYGMUYpOy7+DLcLOEaGTlzmlLtYrPuckQKBqeDMumpFygkxlgdfYBS7TrCPWfwptIYkaVvSATT\nRDaKlGai57NRultWd9MU3MqRkb/gjtZfJRaLEY1GGRg8w623LfTb2rJMye/Dm6k0otXDO/AlXyMX\nW9gMNFIjkZq28PmXF7SuwHmfzPZkOjsjZvqSBoOpIlFNpjPqpbPGy2c2+ums8RLxun/eGw5BwPKo\nWB51wUkslsuVWj26jjeVJjiaQDRNTM1LaZ6vx+3BtTRlI4uRHERPD5GePMmJljPc3fGbK+7GfDEK\nOYtTxw3arQ56Qm/Rsf7WD3QTkUqn6ZsYZ8t9D5H6s/+ELYqAgAx8vLGWvz37Clr8Y7zzvMyW6EBF\n2w70IGzaiiBf+s5YMC2Ugk5xnl8soEr8k92NfPWNUf7LJ1chS2kyxVEyRicjmRJ3t68sqmB5VDLN\njUQHh5joWrPgO5hIJFAUhZqaGr6wpY5/8nw/n1gbqfaUms/4+Hg18eO1gQx3tgWr0SyAwPgEE4Fa\nUsiU/QaBiUly8TmxNJR8mY1qiN9PNKCNJWhtrUQvBEGYiZgcqAocj0dEkgSSGZMD57I8edvcd+HC\nysV6cAeRcwaTa+eWpwTLwDn/3/GKfg733MG9e33va9xn39PJie/TEtx26ScsgaZpxALr6Rs7zOam\nT82Nwbo15MoJNCWyqEbTh2Fqaop8Swc1hZ4VC5xIVMRv9ZL33b+i/UspgxqxTKz9To70/0tq/Z1s\nrH8MRxBJtrVS0z9IyefDVhd/5z3ZHKWAv/r9C0YkEqOVjMUt8c/y4tl/y7HEtwmoMVq7BY69+wIp\nMU0pufCamVNVmhI5sB0cezP+6RexhREccU68rwuXcabzZHNJaFr6OuLOwBdhJZlMd7eHWBX14Fdd\ns+rNjK0oFBWFYmguNXN+BpcnlycwMVnN4CIcwpLla5LBdTWxLRMjfR49NYiRG6VQSKCXptDtDLqQ\nR1eKGB4LUwGvLqCVFDRL487IL1Eb2fCBj1sq2owMlRkeKJHP2bStUtgoC3xHGUAyBqjVlq9gvByn\nT59G8vvxWQLph34GTh+vPtYIbBAEJsd+DJEHOZnW2Fh6EwEQPvHEsq85H28mQzEQWPRdWFcH93ee\n5G9O/SVhbwJVCpDI1fHo+i+gSCufsPVoBG86Q2h0jExz5YKfSqX4/ve/jyRJ+P1+1q1bx0Or6vjL\ndyb453ctjiwkEgl27tyJ4zi8NpDh6V3zupbn80jlMqcLXuobINPUQF3PWQo1UWxFwTDTTBmDNDR+\nmWitw4mBUXbNq2/XFr6Dnwz8B7Y0fB7bEXhnNM+0Y/LvXzhPbYPM7a1hTKMAsKhyMc5qEI5jK2XA\nC3aZ8OgznBQ0Spm1bL/dh8f7/s+xzuh9aHIURVre6H0pbl17Pz8Z+A/oug7RCN5MltDIGEPBIcKX\ny2A8w9TUFETuQs29ACxdz+ZCYuEprKyEpawsUmoPTTMhBAho9Wxr/CIdsdsRypX5rez3ka+rITI0\nzHTnqsU1arK56vIUVCI4mZlig7LoYXfrr9Ez9QIFcwpHBSmcYiR7mJCwMOV9ShAxyj7aM14U0Yst\nrMWXHFpgNo6pNtNTWQrGwmXB+bgCZ4bZTKbKMtP7y2Ry+WhysQyuoG2jJFM3dAZXqTCNPj2AnhlG\nLyTQixPoZgrdyaFLBrqnjOF1UEsC3qKEZnrQHD+aFKZWW43PF8cbaEKLtuMJNiBKH+5yY5oOiZEy\n5wdLTE2YxBoV1m70Ut8g48tkMCc9hIJrOZ858r4FjuM49PT0sGfPHsoFA//Wu9A/9siCfXZZFt/8\n5jdp31BiOrGZ3ubbWHfLyidGbzpTrV5s2WVGc+8ymHqDRP4EHdFNvNy3g92tO9hQ7+MvR/+cWt9/\nJpF7inhg0yVeeQZBINXaTOz0GYxQCMPv48c//jE7duygu7ub4eFhTp8+TbbvTQyCvKxu4q5bN1QL\n6M03GPcni5Qsh3V1c9GHQGKCdE0dAwfK3P3xAJZHQq+JEBwbJ93azPmpv6Nd9GNGdnD/pjH+bt9p\nypZTFWlBtQGBEH/+1n5e7Y/TGFS5OxTiS/UxbtnsQ1MkskbFXLyocnEyRzFYxps5QiF6N+GxZ7Hl\nCMcm8oTVKPGmD5YY4JXDdETv+UDPnSUe7UQaFnn7xH52b/8YqZYmYqd7kezpy+q/KRQKmKaJElmL\nmPoWople0GdrOerVswylOogyvzf78kSNDNMNjWhUBGDQGyRbnksJz8Vj1J05i39yasFy62x/tWx8\nrmu6x1s5YtFw8GoCEW8rO5q/DEA+azEycYLk1Cn2/OzPLoq+HVW+yaC9n22NX0Qs+6kZ+kPSrf8S\nZybTMpXM8+xLL/KpTy2sSD2fj5zAcTOZXK4k1QyuYJDsrPC5zjK4rLKBkTqHnhpCz49S0MfRy9MY\ndoaCqGMoRXSvjSOAZoh4Syo+24dXCOJXYtR7N6EFmtDCLXgj7cieJVKYLxOO7TA5bjI8WCJx3iRc\nI9HSrrJ1l39BRpN/cppCbQ3Nnm28OfI/6I4vLtF/MSYmJrAsi4aGBgrpDP6JqTlf1gySJLF3716+\n/e1v89ijzZw44qCoIp1dK0htt2082Ry9tXn6Rv6G4cxhIp5W2iK7ub35H6JKflpDBr/10hBdtQar\naz/LjuZRDp3/E9rDu7kl9jNI4qUv144sk2ptIXJumBdyaVRVZcuWLQiCQFtbG21tbdxXLvPcweP8\n/bHT9Lx1gPb2dtavX48gCFWD8ay5eHbSkXUDtaBzpBgj1uDgD1TEeTYeI3aqh3xdLedSr9Id3gWC\nTHdHAz81dV45O83GhiCvDqR5tT9De3Q9q2ve4f/b+xQNQZWh/iITiYVd2997770lKxdPrl5HePwb\nyKUxQORU6VFy9u9yx5qdKxjhK4cgCNT71nH67AF23HovsiyTbGthY1+Wk601l36BFTI1NUVdXR2C\nKFHyrUEtnMEIbb/k83ylXhJ6N+psReOLUJwoEBZsvM0XKSIoCCTbW6nrOVvxfHkrIlg2DBxRxPJ4\n5u0qEApXqlZfWEsql7VpbFhFz+DbjIyM0Ny8MKLYVbuXv+39V2yqfxyvUkPJtwZv+k306N04jsMb\n+18h7O+grnZ5j9NNLXBmezJVasws35PpF2+N0Xg1ezK5fLT4QD24tKr4sZSV9eCybZtSbhw9OYCe\nPV+JupSm0M00ujAbdbEoeRw8hoBWktEsL5oTQJPDhLQWNF8DWrAZLdqO4q9bcTrqlWDkXInjb+t4\nNZHmdoUN3dqSBfcko4hs6OjhdmqEECUrT7Y4RvAiDfsupKenh66uLgRBwAiHCA+PEBhLoEejC2qb\n1NTUsHPnTl55dR8Pf/IJfvLW85w0TuLVxCVTyAH8RS+r9VZsfLzU+0PETCti9i5Spo8USY7yYnXf\nuw2TgTMin7j9YWoC9Ty4+nf4+/Nf46X+3+aOlv+ToKeyZFQuOZx4R2fVGpVIzcLLeDEUZFqRWZUr\ncOvd7YTGv4MR2kZZqzSjVBSFx++8lV/PRti1xk/UGOPw4cMkEgm6u7uxHYefDmb4rfvmllcC4xPk\nams4+/dldtw9l87vyDK5eAz/0FkyZpaaGSOoLMsEQiGePdgH/gh3rQrxL+5qpjH4SV7s+zfU+2ei\nOmGJvtNz9Uxs2+b48eM8/PDD1W2+qSSFaARTa8SWNEQzQ6Lmixx9sYDTNUJdYNWKx/lK0RTZxHT8\nECdPnqS7u5tSMMCodJau5K3kos5lSUaYmpqqtmgo+bpQC6cvLXDsErJxDt3zadLT1iUFDiPTTMhB\n1Euc95bHQ7apoeI3WrsaRLGaHn4hs/WO6hsW3rxVelDJbNu2jSNHjiwSOF45TGtoJ2em/o7N8Z+h\nEL2X8Mgz6JE7eO+9HlKpFGs6HiE1vXxW4E0jcJbNZJJEOmvcTCaX64z3mcFV8qgU0MmUp0kWR0ga\nQ+jlJLqTRRd1dLWMrtlIFngNCa2sVpaLxBBhbwuN3hhaoAlvpBVvpBVJXnm2ybUgMVLm+Ns6O+7y\nE6m9+GUqNDpWCZWLIgKVon/ns0dY73n4os+bZXZ56rHHKj1zEASmVnfgn5qirqcXy+uhEI2gR8I4\nskx3dzcDAwPs7/kzhIYzxMtPMnnOwRSgLi5TF5ORzSLqWI6mshevKHOOHAORADuVf1FtQbLkewHe\nOXqC119+kYcffhivHOKutq/Qm3yJl/r/HzbHn6QtcA9vvp5HUQQOvZZn9ToPq9d7Ktc0x0HInWVo\n/LvcVrebcqofIxohPPYsqcZfwpzpiSSJlbTxPzw0xn975Ba6u7vJZDKoqsp7Ezp+RWJVtHJnLpZK\neDNZTvhWEQzbhKMLxyNfW0N0tJft3l0I0twE19IQ40s1CndtWzPPqOwl7GlhLHeU5tA2AiGJXM7G\ntivp4xeai3EcfNPTTHVWavykG7+IJXh4+/UyDWumOa+EP1T9pMtFnX8dnpqXeevgW9xyyy3YlHhN\neImnyluxkqmLVppeKVNTU9TXV5Z/Sr61BCafB8dasjP4LKreh+ltIRjxkUpaNF+kDI5j29SVs0y0\nrMw3VKiJ4klnCI6Nk21qwJPNkqtf7PMJRSSSk4tFSC5jVyKyq9Zz6NAhJicnqatb+Pz1dZ9kX9+/\nY33dw+BpwlTjOIn9vP76KZ544gmmxlTSyZtM4LiZTC43C7ZlUsycR0+eQ8+NVJaLSlPoVhpdyGPI\nRQSvl6gdp6kcJ+Y0slZsw6utI+fJUhBKlFUFOxhBrF+F4ltZhdPrmclxk3feLLDj7kuLGzWXQyno\nJNvnvA7Nwa2cnHyuclFcASMjI3g8ngUNDE3NS7qlmXRzE55MFi2ZIjQyRingpxCNsHFngMMjf88u\n/1foaNmIs8lh6nyWTG8fjZM6cZ/KgO4n0VhPzepV1IgiK12saG1p4Uc/+hH79u3jwQcfRBAE1tbs\nIeZbz4HhP+Jk/1s0+H6e7Tvr0QsObx/KU5gc4/a1pwkY75LTS9hqjOmONUTPRTGCayh7mgiP/i9S\nzf8Qa6bBZHeDn9awyvM9SR7fUFvt8PzTo2MLat8EJibJRyOcPmrSvX2x50iwCxwUX2aX+QhJZy5a\nUV9fTzabXpCFBVQL7DWHtiHLApomks/ahMOVPoTzzcWeTBZLmatcbMshBnqKlEsOsaYRCvlVK/yr\nXlmi3jaKTgp/yMOZM2eoa1PweWMkm1qp7e1fssrx+2VycpL16ytFA205hCWHkY1hTG151TLbPTws\nzVU0Xo7iWB4H8MRWKBgFgXRrC/Wnz1AK+FEKeiWD6gKCYYnBs4vL7eeyFs2rFGRZZsuWLRw5coS9\nexf6aQJqnJh/I33JV1hX9xD5yD2o/V9n+/ZPUVdXh1UqX7Si8Q0z+z9/OulmMrncUJQKycpyUXoY\nvTCGbkyiW6lK1GWeSVcpgVaULzDpdqJp8cpyUaQNT6ixatLNANmZDC7/jK9H0XWkM8OY3olr2oPr\nw5KaNjmyP8+2O3xELyFucBxC58fINjUsSIuO+TdyYPiPMMz04gKCjsmF9PT0sG7duqWPIQgUwyGK\n4RCCZeFNZ5DGB9mlh1mj/Ao/PfQekZyIL5mmS1EZ9ZQoRCK8529l9DwkjpWpHSvQ3K7S0KQgXaRd\nxCySJPHQQw/x/e9/n1deeYX77ruv4mVQm6md+JdMqt9jNPrvmcz+Am22wSNr3sYuZugd2EhKvYfX\n3z3J5z//BUoeD/l6YabK8QbytkFk5M9INv8ytlKJKPzSbTH+9d+d44GOMCGvjGk7vHEuy3/+RGXS\nFEwT33SK46F2FMWmtn7xmBQnn+eMOMBuxY9vOklhpot7fX09fX19i/ZvDd3O0cQ3KFs6iqQRjFSW\nMILhLMPDw3z843PtBC7sCp9NW/ScNLjzYwF6cgPUzCy7XWtEQaZG6yTSXcORN4+wNVJPQG4kC0jR\nCKGBQUZamxdnHXm9K1pNcByH6enpBSK85OvCU+hZKHCchcthaqGHTMPnifgqFY0vVvlXSiSZUkN4\n3sf1wlZkUq3NldRxvw9HWjwHB8MSuYyFYzsI88RuLjvnCdq8eTPPPPMMmUymKrRnWV/3CK+f+z3W\n1Hycvz85ze0emV1rPZSYq2i8HDeMwBlMFd1MJpfrAsssYSTPoacrURddn0AvT1dSo8UCulxC16x5\nJl0FzfahCSH8Sh113o34Ao1o4dYPbNK9GXtwZTMWb/40T/d2jbr4pc3WWjIFAugXFB2TRIWGwGZG\nsm/TGb0PwdLx5I7jzb6NUhyi2PUVoDLBW5bFmTNn+NznPnfJ4zmSxIA6wgHnT3hg9a/TqAf5tFUA\nY5TBQICxzi48fj+zFsvGNjDLDqPny5zrK/Heuzq37fIvKRIuRJZlHnnkEb773e9y4MAB7rjjDo69\npVPWJR68/YtMZtdwaOgPOS4HaQ/voqnxFyj7RP7ue3/NpvUPIEmVaEEuVo8nkyM0Mkam6TYE2yAy\n8j9JNf8ythykJezhrvYg3zg+xVPb47w7mqcxqFZr5Pgnp9BDQd7rsVmzwbNochTsIufS+2mL7CIT\naaSmb7CylCdJ1NfXk0wm+e53v8v69etZvXo1qqrikYPU+dZxPvsWqyJ3Vk2o77777pLm4qm2VibG\nypwfKDE2UmbTrRqBoERycoDm4NZL/i2vFnW+LhwnjaZpvHl0H3ZJ5cT5v0QAvrh+E309p3ljdKS6\nv23b1NXVsXfv3kt2Bs9kMng8Hrzeuay2kq+LwNQL5Gs/jmDZhEZG8KazTKxbi63IiOVpBLuEqTai\nCgKKIpBfxmjsWDb1VpZE2/sXjMVwiFx9HeYyESpFEVA9Avn83LGLxcqy5GyWlcfjYdOmTbz11lvc\nd999C55fo60i5Gni+PALvPPOKNse34s/9SqlwCa8mojqWV4g3jAC51d2rtww6OLyQbBtm3JuAj01\niJ4ZpqAn0ItTldRo8hiyge4xKXocPEUBrSjjNb34BD+aFKFeW4/P14AWbKGuZSMltKtq0r2Re3AV\n8jYHX82xoVujseXSoXzBtgmOJkiual3SwNkc3MLw9Mvcagyj6r2UtLUUInci2gaBgWeg+VdAVBka\nGiIajS66a1yKqcJZDgz/IbtbnybkX41tvYFdexQj2M2q6R+TtWWKLGxEKCsCratUWlepJEbKHNmf\np61TpWuT95L9kjweD4899hjf/va3SU9L+NWN3HF/AEmyWZ87SlvTlxiQwwyk3+Cd3n+FlQuzettG\nAkKU117MsnWXj0iNzHRHG3W9fQTGJXLx3Qi2Tnjkz0g1P4UjaXxucx2/+sN+Hu6KzmRPBat/Y//k\nFL2RNsple8m2F57UIU7bOrujD1DWfBSDAQLjE2QbG/B6vfzSL/0S/f39nD59mldffbWasdUa3sm5\n9AFWRe4kGJYY6i9yqv8dHnroIaASsRCHpxg2A7z8fA7NJ9LcrrJhS8Vobjs2KeMcUW3VJcftalHv\n6+LkxPf59Kf/Da8MnGZd7UM0Biu9m6RSiQdO97LlYx/D9FWW+Wzb5q233uIb3/gG9957L11dy1ca\nnm8wnqWstSOVJ1By00SHJij5fOiRMOGhYZId7XgKPZR8a6rnR7hGXtZobJzPYDgyntoPlhGZbbr4\n/ByKVCoazx47n6mInfmC+dZbb+XrX/86O3bswOdb+D7WRh/ip71/xN13/1PEui6Ec6+h6P2UfZ3c\n/9Dy4vCGETguLh8Gs1iYWS6qpEbrxgS6mZyJulRMuobXRrBBq5p0fVWTboO3vpIaHWlbkUlXCwYx\ns9mL7nNVeD8ZXKJQjfC83wyuD0PRsDn4So7V67y0dqzMp+Afn6yIM/+8NX/HRjEG8Gbf4Zbsuxwx\nBsnXPEg29hmceYXcfOV+AlMvkKt/lNOnT190YpklZQzx+tDvsaP5y8T8G5BKCfzTPyHZ8o+w1DrK\n2mpCiW/gyZ8mW/84jrS4em28SeGeB4O882aBN17KsfUOXzXdejk0TePWzQ/x+v7nuGO3D0XZjG/6\nFRzRQzFyF42CSGNwC+8ef4uTEy/h2TjOoP6viUS6ef3wVta1dLNmg4+p1R3UnenDliQKtQ8gWgXC\no8+QavoHhL0qT2yo4WuHE/RM6nxpa8Wjo01NU/L7OXEW1qxfHL3BMckm9yFKASIzTRwzjXFip3vJ\n19ZiqwqKo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "riskobject_regex = (r'(?i)^\\b(life|everything|money|career|health|reputation|capital|future|'\n", " r'job|safety|possibility|anything|return|neck|nothing|lot)$\\b')\n", "riskedthings = editor(risk_objects.results, skip_entries = riskobject_regex)\n", "potentialharm = editor(risk_objects.results, just_entries = riskobject_regex)\n", "plotter('Risked things', potentialharm.results, num_to_plot = 7)\n", "\n", "# a method for quickly removing entries from the plot:\n", "plotter('Risked things (minus life)', potentialharm.results.drop('life', axis = 1), num_to_plot = 3)\n", "plotter('Potential harm', riskedthings.results, num_to_plot = 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's interesting how powerful people risk losing and alienating electorates, fanbases or contracts, while less powerful people risk their jobs and safety, or their life or neck." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Risk as modifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Risk words can serve as modifiers in a number of ways. We divided risk as modifier into five main types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Modifier type | Example |\n", "|---|---|\n", "| Adjectival modifiers of participants | *the riskiest decision* | \n", "| Pre-head nominal modifiers of participants | *risk management* | \n", "| Post-head nominal modifiers of participants | *the money to risk* | \n", "| Adverbial modifiers of processes | *it riskily moved* | \n", "| As head of NP that is head of a cirumstance | *she was at risk* | " ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 20:46:29: Finished! 5 unique results, 107208 total.\n", "\n", " 20:46:29: Data saved: data/saved_interrogations/modifiers.p\n", "\n" ] } ], "source": [ "query = ([u'Adjectival modifier', r'/NN.?/ >># (NP < (/JJ.?/ < /(?i).?\\brisk.?/))'],\n", " [u'Pre-head nominal modifier', r'/NN.?/ < /(?i).?\\brisk.?/ $ (/NN.?/ >># NP !> CC)'], \n", " [u'Post-head modifier', r'/NN.?/ >># (NP < (PP < (NP <<# /(?i).?\\brisk.?/)))'], \n", " [u'Adverbial modifier', r'RB < /(?i).?\\brisk.?/'],\n", " [u'Circumstance head', r'/NN.?/ < /(?i).?\\brisk.?/ >># (NP > (PP > (VP > /\\b(S|SBAR|ROOT)\\b/)))'])\n", "modifiers = multiquery(annual_trees, query, quicksave = 'modifiers')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are a few examples of each type:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Adjectival modifier:\n", "\n", "15:12:58: Getting concordances for data/nyt/years/2012 ... \n", " Query: /NN.?/ >># (NP < (/JJ.?/ < /(?i).?\\brisk.?/))\n", "\n", "0 roped borrowers into risky , high-cost loans they could not understand or afford \n", "1 back to 2008 , when Wall Street 's risky activities nearly toppled the financial system and \n", "2 risk managers need to shed risk-weighted assets , and that makes these types of \n", "3 extensive investigations about low-risk employees like themselves who did not have \n", "4 encouraging localities to treat low-risk offenders in community-based programs \n", "\n", "Pre-head nominal modifier:\n", "\n", "15:15:13: Getting concordances for data/nyt/years/2012 ... \n", " Query: /NN.?/ < /(?i).?\\brisk.?/ $ (/NN.?/ >># NP !> CC)\n", "\n", "0 to have firsthand knowledge about the risk factors among offenders , which gives \n", "1 a higher body mass index was a major risk factor for acne , `` especially \n", "2 evidence , a `` risk perception gap '' that can be a risk in \n", "3 Achilles 's traders , '' a former risk officer said \n", "4 even appears to override a very strong risk factor for Alzheimer 's disease in old \n", "\n", "Post-head modifier:\n", "\n", "15:17:18: Getting concordances for data/nyt/years/2012 ... \n", " Query: /NN.?/ >># (NP < (PP < (NP <<# /(?i).?\\brisk.?/)))\n", "\n", "0 The 800 billion figure agreed to Friday could help to placate Germany and \n", "1 clients , Societe Generale said that the connection `` between bank risk and sovereign risk \n", "2 managers must weigh Apple 's distinct performance and potential against some equally \n", "3 to the crisis -- and that takes a lot of risk out of the equation , '' said \n", "4 Because the board did not demand regular reporting of these risks , '' Mr. Freeh wrote , Mr\n", "\n", "Adverbial modifier:\n", "\n", "15:19:24: Getting concordances for data/nyt/years/2012 ... \n", " Query: RB < /(?i).?\\brisk.?/\n", "\n", "No matches found.\n", "\n", "Circumstance head:\n", "\n", "15:21:15: Getting concordances for data/nyt/years/2012 ... \n", " Query: /NN.?/ < /(?i).?\\brisk.?/ >># (NP > (PP > (VP > /\\b(S|SBAR|ROOT)\\b/)))\n", "\n", "0 published , alerting the world to the risks of sugar \n", "1 on the street , New Yorkers are still at risk of being shot : the 1,821 shootings in \n", "2 for release against the potential risk to public safety of freeing the prisoner\n", "3 the researchers controlled for those risks , the data showed that the more coffee a\n", "4 and companies that put their business at risk if they fail to meet that expectation \n" ] } ], "source": [ "for name, q in query:\n", " print '\\n%s:' % name\n", " l = conc('data/nyt/years/2012', q, n = 5, random = True)" ] }, { "cell_type": "code", "execution_count": 484, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 1 subcorpora:\n", " 1963\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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1z8nP9jai64qvrk3126EO/vZlDTSVHTZeKmvj5Lnk4NYJJgcXzhdYcm6+wHhb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\nk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Types of risk modifiers', editor(modifiers.results, '%', modifiers.totals, skip_subcorpora = [1963]).results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is very interesting: the most common form in 1987 has become the least common in 2014!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also pull out words modified by adjectival risk:" ] }, { "cell_type": "code", "execution_count": 421, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 20:47:48: Finished! 897 unique results, 8705 total.\n" ] } ], "source": [ "# Participants modified by risk word\n", "query = r'/NN.?/ >># (NP < (/JJ.?/ < /(?i).?\\brisk.?/) ( > VP | $ VP))'\n", "mod_by_adj_risk = interrogator(annual_trees, 'words', query, \n", " lemmatise = True, titlefilter = False, quicksave = 'mod_by_adj_risk')" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "ename": "IOError", "evalue": "[Errno 2] No such file or directory: 'data/saved_interrogations/mod_by_adj_risk.p'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mIOError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmod_by_adj_risk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'mod_by_adj_risk'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m plotter('Participants modified by risk', mod_by_adj_risk.results, \n\u001b[1;32m 3\u001b[0m num_to_plot = 7)\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mload_result\u001b[0;34m(savename, loaddir)\u001b[0m\n\u001b[1;32m 156\u001b[0m \u001b[0;32mif\u001b[0m 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159\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0munpickled\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mpandas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0munpickled\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mpandas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseries\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mIOError\u001b[0m: [Errno 2] No such file or directory: 'data/saved_interrogations/mod_by_adj_risk.p'" ] } ], "source": [ "mod_by_adj_risk = load_result('mod_by_adj_risk')\n", "plotter('Participants modified by risk', mod_by_adj_risk.results, \n", " num_to_plot = 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We looked at the most common adjectival risks already. We can load that now, and look at the query to make sure:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#query = r'/JJ.?/ < /(?i).?\\brisk.?/'\n", "#adjrisks = interrogator(annual_trees, 'words', query, \n", " #lemmatise = False, quicksave = 'adjrisks')\n", "adjrisks = load_result('adj_riskwords')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "arisk = editor(adjrisks.results, '%', allwords.totals) " ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jaMcx+LgEw388HTy/7K+6Bvr3B+seGHudv6MRAardTsaNkxqr1dpkuHdLk/D5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\nTtXehSvlpSIrisJD2mR9CI/qXDyfIjxqUH9LdjirbZ7h3tNZS3sM9Wv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# remember that we can still plot using all words/all risk words \n", "plotter('Most common adjectival risks', arisk.results, y_label = 'Percentage of all words', num_to_plot = 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the increasing frequency of at-risk constructions, we then looked at what it is that this modifier typically modifies." ] }, { "cell_type": "code", "execution_count": 786, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 22:26:20: Finished! 61 unique results, 377 total.\n", "\n", " 22:26:20: Data saved: data/saved_interrogations/at_risk_things.p\n", "\n" ] } ], "source": [ "# At-risk thing\n", "query = r'/NN.?/ >># (NP < (/JJ.?/ < /(?i).?\\bat-risk/) ( > VP | $ VP))'\n", "at_risk_things = interrogator(annual_trees, 'words', query, lemmatise = True, quicksave = 'at_risk_things')" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 1 subcorpora:\n", " 1963\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] } ], "source": [ "at_risk_things = load_result('at_risk_things')\n", "a_r_t = editor(at_risk_things.results, '%', at_risk_things.totals, skip_subcorpora = [1963], just_totals = True)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/3XCimcf+y3+95p+/biIRlIYG0hsaSAfMWVl87qYb2XLbEwSKLFzK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\nTifl5eWoSvLH4ZVXXuHDj3yYYodzRNsXv/tdntz85PnXO86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kqNVqZGRkYN26dYbvu1lCQgISEhIQFRWFoqIiE73jW0mShGP52fjJvi+g5y/C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DdMD0NQYzBpn73MQdcX/RXD77//PjU1ofseOnQocXEhjUBPT09k9m/9+vUsXbqUpqYmCgoKBhyf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NtRRleDJ5USuxebQ4BrHX0btq6bRfJEu5jET5NMyuFjzewVpjetE5q+myXyA1YgHJEXNwevQ4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qbGMoXyeLwc3Gjqabf4eTGewRNSZQ/qxAXKXo6u9GhFjhwU6ZVc192Mr5P5fi6A1p52/ERm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\nRcL+p0NGRsaM7Uvkq8lkyUfWZQkJCSQkJADw4x//WBjVi4qKYvXq1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hEo4kOEIIIYRIOJLgCCGEECLhSIIjhBBCiIQTlwTn9ddfn/W6qakJm81GfX19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\nj4cPH267RfhaTIJqOByGw+HAe++9B5fLBZPJBIV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('At-risk things', a_r_t.results, kind = 'pie', num_to_plot = 8, partial_pie = True, \n", " show_totals = 'legend', shadow = True)\n", "plotter('At-risk things', a_r_t.results, kind = 'pie', num_to_plot = 'all',\n", " colours = 'summer', show_totals = False, pie_legend = False, fontsize = 15, figsize = (7, 8))\n", "plotter('At-risk things', a_r_t.results, kind = 'bar', num_to_plot = 20, cumulative = True, colours = 'autumn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The query below finds both *thing at risk* and *at-risk thing*." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 15:52:59: Finished! 1225 unique results, 7044 total.\n", "\n", " 15:52:59: Data saved: data/saved_interrogations/n_atrisk_n.p\n", "\n" ] } ], "source": [ "# at-risk person / person at risk combined\n", "query = r'/NN.?/ ( >># (NP < (PP <<# /(?i)at/ << (NP <<# /(?i)\\brisk.?/))) | ( >># (NP < (/JJ.?/ < /(?i)at-risk.?/))))'\n", "n_atrisk_n = interrogator(annual_trees, 'words', query, \n", " lemmatise = False, titlefilter = False, quicksave = 'n_atrisk_n')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "n_atrisk_n = load_result('n_atrisk_n')\n", "plotter('At-risk thing or thing at risk', n_atrisk_n.results, legend_pos = 'upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vulnerable human populations are the main theme of this category: indeed, it's difficult to imagine *at-risk corporations* or *at-risk leaders*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proper nouns and risk sentences" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We searched to find the most common proper noun strings.\n", "\n", "`interrogator()`'s `titlefilter` option removes common titles, first names and determiners to make for more accurate counts. It is useful when the results being returned are groups/phrases, rather than single words." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 16:32:33: Finished! 68004 unique results, 280355 total.\n", "\n", " 16:32:38: Data saved: data/saved_interrogations/propernouns.p\n", "\n" ] } ], "source": [ "# Most common proper noun phrases\n", "query = r'NP <# NNP >> (ROOT << /(?i).?\\brisk.?\\b/)'\n", "propernouns = interrogator(annual_trees, 'words', query, \n", " titlefilter = True, quicksave = 'propernouns')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "propernouns = load_result('propernouns')\n", "for s in ['total', 'increase', 'decrease']:\n", " r = editor(propernouns.results, '%', propernouns.totals, skip_subcorpora=[1963], sort_by = s, print_info = False)\n", " plotter('Most common proper noun phrases', r.results, num_to_plot = 9)" ] }, { "cell_type": "code", "execution_count": 491, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0: new york (n=2215)\n", " 1: congress (n=1869)\n", " 2: washington (n=1639)\n", " 3: iraq (n=1583)\n", " 4: university (n=1519)\n", " 5: bush (n=1517)\n", " 6: china (n=1207)\n", " 7: fed (n=1173)\n", " 8: europe (n=1090)\n", " 9: obama (n=1032)\n", " 10: america (n=970)\n", " 11: f.d.a . (n=956)\n", " 12: wall street (n=926)\n", " 13: clinton (n=887)\n", " 14: israel (n=873)\n", " 15: tuesday (n=839)\n", " 16: vioxx (n=805)\n", " 17: russia (n=765)\n", " 18: wednesday (n=761)\n", " 19: food and drug administration (n=724)\n", " 20: thursday (n=695)\n", " 21: merck (n=683)\n", " 22: white house (n=683)\n", " 23: aids (n=674)\n", " 24: japan (n=663)\n", " 25: friday (n=643)\n", " 26: california (n=608)\n", " 27: london (n=608)\n", " 28: monday (n=602)\n", " 29: iran (n=577)\n", " 30: federal reserve (n=562)\n", " 31: medicine (n=536)\n", " 32: greenspan (n=516)\n", " 33: manhattan (n=515)\n", " 34: afghanistan (n=502)\n", " 35: bank (n=487)\n", " 36: new york city (n=483)\n", " 37: president (n=474)\n", " 38: u.s . (n=470)\n", " 39: department (n=466)\n", " 40: britain (n=452)\n", " 41: germany (n=394)\n", " 42: democrat (n=394)\n", " 43: center (n=388)\n", " 44: senate (n=372)\n", " 45: france (n=370)\n", " 46: sunday (n=370)\n", " 47: west (n=357)\n", " 48: middle east (n=350)\n", " 49: journal (n=342)\n", " 50: mexico (n=339)\n", " 51: new jersey (n=332)\n", " 52: avandia (n=328)\n", " 53: nasa (n=326)\n", " 54: health (n=323)\n", " 55: risky (n=322)\n", " 56: chicago (n=322)\n", " 57: house (n=321)\n", " 58: pentagon (n=319)\n", " 59: citigroup (n=318)\n", " 60: e.p.a . (n=317)\n", " 61: a.i.g . (n=313)\n", " 62: s.e.c . (n=311)\n", " 63: san francisco (n=306)\n", " 64: disease control and prevention (n=303)\n", " 65: enron (n=301)\n", " 66: hussein (n=300)\n", " 67: january (n=296)\n", " 68: pfizer (n=296)\n", " 69: syria (n=294)\n", " 70: boston (n=294)\n", " 71: pakistan (n=285)\n", " 72: greece (n=282)\n", " 73: state department (n=280)\n", " 74: goldman (n=278)\n", " 75: may (n=277)\n", " 76: india (n=275)\n", " 77: italy (n=268)\n", " 78: september (n=267)\n", " 79: march (n=265)\n", " 80: north korea (n=265)\n", " 81: los angeles (n=264)\n", " 82: new york times (n=263)\n", " 83: new england journal (n=260)\n", " 84: november (n=258)\n", " 85: december (n=257)\n", " 86: celebrex (n=256)\n", " 87: re (n=255)\n", " 88: africa (n=253)\n", " 89: bernanke (n=250)\n", " 90: mccain (n=248)\n", " 91: republican (n=246)\n", " 92: qaeda (n=241)\n", " 93: johnson (n=240)\n", " 94: beijing (n=239)\n", " 95: asia (n=238)\n", " 96: june (n=236)\n", " 97: saturday (n=234)\n", " 98: american medical association (n=231)\n", " 99: july (n=230)\n", " 100: morgan stanley (n=229)\n", " 101: soviet union (n=223)\n", " 102: texas (n=222)\n", " 103: kerry (n=221)\n", " 104: spain (n=221)\n", " 105: florida (n=220)\n", " 106: april (n=219)\n", " 107: european union (n=219)\n", " 108: canada (n=217)\n", " 109: broadway (n=216)\n", " 110: baghdad (n=212)\n", " 111: social security (n=210)\n", " 112: lynch (n=209)\n", " 113: risky business (n=209)\n", " 114: gore (n=208)\n", " 115: study (n=207)\n", " 116: goldman sachs (n=207)\n", " 117: securities and exchange commission (n=206)\n", " 118: smith (n=206)\n", " 119: moscow (n=204)\n", " 120: brazil (n=204)\n", " 121: february (n=203)\n", " 122: supreme court (n=202)\n", " 123: risk (n=200)\n", " 124: eurasia group (n=198)\n", " 125: october (n=196)\n", " 126: national cancer institute (n=195)\n", " 127: medicare (n=195)\n", " 128: fannie mae (n=195)\n", " 129: environmental protection agency (n=195)\n", " 130: ubs (n=192)\n", " 131: williams (n=189)\n", " 132: merrill (n=187)\n", " 133: office (n=186)\n", " 134: august (n=184)\n", " 135: pennsylvania (n=184)\n", " 136: government (n=180)\n", " 137: public health (n=178)\n", " 138: microsoft (n=178)\n", " 139: times (n=178)\n", " 140: institute (n=177)\n", " 141: n.f.l . (n=173)\n", " 142: treasury (n=172)\n", " 143: nato (n=172)\n", " 144: brown (n=171)\n", " 145: harvard (n=170)\n", " 146: parliament (n=170)\n", " 147: connecticut (n=170)\n", " 148: bloomberg (n=169)\n", " 149: calif . (n=168)\n", " 150: miller (n=168)\n", " 151: atlanta (n=168)\n", " 152: long island (n=165)\n", " 153: cuomo (n=163)\n", " 154: brooklyn (n=163)\n", " 155: england (n=160)\n", " 156: king (n=159)\n", " 157: council (n=158)\n", " 158: nbc (n=158)\n", " 159: european central bank (n=156)\n", " 160: sept. 11 (n=154)\n", " 161: . (n=152)\n", " 162: g.m . (n=148)\n", " 163: mayor (n=148)\n", " 164: bosnia (n=145)\n", " 165: education (n=145)\n", " 166: army (n=145)\n", " 167: hong kong (n=145)\n", " 168: houston (n=144)\n", " 169: new orleans (n=144)\n", " 170: c.i.a . (n=143)\n", " 171: davis (n=142)\n", " 172: taliban (n=142)\n", " 173: international monetary fund (n=142)\n", " 174: boeing (n=141)\n", " 175: apple (n=140)\n", " 176: national institute (n=139)\n", " 177: children (n=138)\n", " 178: paris (n=138)\n", " 179: disease control (n=138)\n", " 180: i.m.f . (n=137)\n", " 181: hollywood (n=136)\n", " 182: ford (n=134)\n", " 183: research (n=134)\n", " 184: i.b.m . (n=134)\n", " 185: tokyo (n=134)\n", " 186: reagan (n=133)\n", " 187: legislature (n=133)\n", " 188: michigan (n=133)\n", " 189: romney (n=132)\n", " 190: giuliani (n=131)\n", " 191: lebanon (n=131)\n", " 192: secretary (n=131)\n", " 193: national academy (n=130)\n", " 194: world health organization (n=129)\n", " 195: q . (n=129)\n", " 196: seattle (n=129)\n", " 197: south (n=129)\n", " 198: columbia (n=129)\n", " 199: cbs (n=128)\n" ] } ], "source": [ "quickview(propernouns, n = 200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that there are a few entries here that refer to the same group. (*f.d.a.* and *food and drug administration*, for example). We can use `editor()` to fix these." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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new yorkcongresswashingtonfed...jerry flumteknecon energy risk advisorsray mercerrichard p. howard
1963 1.010101 0.589226 0.336700 0.000000... 0 0 0 0
1987 0.604458 1.057801 0.604458 0.453343... 0 0 0 0
1988 0.805802 0.906527 0.342466 0.483481... 0 0 0 0
1989 0.866183 0.866183 0.512639 0.618702... 0 0 0 0
1990 0.896179 0.659452 0.591816 0.507271... 0 0 0 0
..............................
2010 0.979880 0.862294 0.770839 1.215051... 0 0 0 0
2011 0.475475 0.625626 0.800801 0.750751... 0 0 0 0
2012 0.856760 0.589023 0.709505 0.495315... 0 0 0 0
2013 0.404858 0.558425 0.991205 0.767835... 0 0 0 0
2014 0.800890 0.422692 0.823137 0.956618... 0 0 0 0
\n", "

29 rows × 67997 columns

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" ], "text/plain": [ " new york congress washington fed ... jerry flum teknecon energy risk advisors ray mercer richard p. howard\n", "1963 1.010101 0.589226 0.336700 0.000000 ... 0 0 0 0\n", "1987 0.604458 1.057801 0.604458 0.453343 ... 0 0 0 0\n", "1988 0.805802 0.906527 0.342466 0.483481 ... 0 0 0 0\n", "1989 0.866183 0.866183 0.512639 0.618702 ... 0 0 0 0\n", "1990 0.896179 0.659452 0.591816 0.507271 ... 0 0 0 0\n", "... ... ... ... ... ... ... ... ... ...\n", "2010 0.979880 0.862294 0.770839 1.215051 ... 0 0 0 0\n", "2011 0.475475 0.625626 0.800801 0.750751 ... 0 0 0 0\n", "2012 0.856760 0.589023 0.709505 0.495315 ... 0 0 0 0\n", "2013 0.404858 0.558425 0.991205 0.767835 ... 0 0 0 0\n", "2014 0.800890 0.422692 0.823137 0.956618 ... 0 0 0 0\n", "\n", "[29 rows x 67997 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "to_merge = [(\"f.d.a .\", \"food and drug administration\"),\n", " (\"fed\", \"federal reserve\"),\n", " (\"s.e.c .\", \"securities and exchange commission\"),\n", " (\"disease control\", \"disease control and prevention\"),\n", " (\"goldman sachs\", \"goldman\"),\n", " (\"e.p.a .\", \"envi,ronmental protection agency\"),\n", " (\"calif .\", \"california\"),\n", " (\"i.m.f .\", \"international monetary fund\")]\n", "propernouns = load_result('propernouns') # just in case\n", "for short, lon in to_merge:\n", " propernouns = editor(propernouns.results, '%', propernouns.totals, merge_entries = [short, lon], \n", " newname = short, print_info = False)\n", "propernouns = editor(propernouns.results, sort_by = 'total', print_info = False)\n", "propernouns.results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've merged some common results, we can build some basic thematic categories. Let's make a list of lists:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "theme_list = [['People', r'(?i)^\\b(bush|clinton|obama|greenspan|gore|johnson|mccain|romney|kennedy|giuliani|reagan)$\\b'],\n", " ['Nations', r'(?i)^\\b(iraq|china|america|israel|russia|japan|frace|germany|iran|britain|u\\.s\\.|afghanistan|australia|canada|spain|mexico|pakistan|soviet union|india)$\\b'],\n", " ['Geopolitical entities', r'(?i)^\\b(middle east|asia|europe|america|soviet union|european union)$\\b'],\n", " ['US places', r'(?i)^\\b(new york|washington|wall street|california|manhattan|new york city|new jersey|north korea|italy|greece|bosniaboston|los angeles|broadway|texas)$\\b'],\n", " ['Companies', r'(?i)^\\b(merck|avandia|citigroup|pfizer|bayer|enron|apple|microsoft|empire)$\\b'],\n", " ['Organisations', r'(?i)^\\b(white house|congress|federal reserve|nasa|pentagon|f\\.d\\.a \\.|c\\.i\\.a \\.|f\\.b\\.i \\.|e\\.p\\.a \\.)$'],\n", " ['Medical', r'(?i)^\\b(vioxx|aids|aid|celebrex|f\\.d\\.a \\.|pfizer|bayer|merck|avandia)$']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add each result to its entry in `theme_list`, and give the `totals` a name:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# add data to our sublists\n", "for entry in theme_list:\n", " entry.append(editor(propernouns.results, '%', propernouns.totals, \n", " just_entries = entry[1], print_info = False))\n", " # rename the newly created data\n", " entry[2].totals.name = entry[0]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pfItLCMwrggnWuBVFUSYiB/rBcxYqrxnzGKFpkVycQ68hxglwLgdCCAHF+cm9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IeO/owJ/23sREjU6qBS8nBP3Mkf7fsc27dfv0Wqlbm5Wf73tz9mzj7CM3/+csv3rHiCMzo6SiKR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\nySfRNG3JM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1etxuN3V1dTFZt0YIIUSMcdhRZtiDo2RmoUotnKikeYhq1apVgbWoDAaDpno1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\nKIGjUCgUCoXinEMJHIVCoVAoFOcc/x/QlM2nzKAS8AAAAABJRU5ErkJggg==\n", 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trR1yDEBCQgLnzp0LdCdefc8f/vCHlJeX09bWNuyeSUlJgX9PtPVk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\nc1Yys0Koh5mZbmFbhZ0JpcWIa74xqGP9oLyV+SN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LCYmmsD2EwqWsyckv3qviBwvTmJdp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\nS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t4cOBCAhAmMMQU6bpLeghJn046MUK5MVzSFst8srItKArFIrxj3xvLwZPWsN7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\nk+VnevLkWdsIMhlsbEXY2Ir44Cdh8Go8OuL578O3r8Zzklp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6gOfOO3l70DvtU/BUTs/j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\nf8SY1KfNMi5L44S9e4srvG9ogHPkyBFCoRAA4XCYAwcOAMVgZ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RNYD1+0Qt1xCPs5DL02fIFQzicRbKOpHtXMVELba5UHt7e9kbsxpdvnwZv/71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\nrOMRnMEQ6DqhUiOD1iiJ3DC7Dx1H9R7CbjZS5VpNlWs15falGCZ8bt5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VVZ8dkvfv38/+/fvdn69atcrraIgQAoOh/5Kia575YMjx9vbSzef7dH5mZiYWi4XLLrus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MrlEi+9D2/f97CF95Es2VQwr6Iyl6bfsMhMVhzntc5v4bM1saH2zwou1nKyC8/gM4Qrn2RF2UO8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\neX55S6wN5+hLpJ0riZfejy4Wr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ii5jNZjIyMti5cyfgDZAsFgsbN27EYrGwY8cOFEWht7eX3t5eXn/99Yi8ThEb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\nS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot some results\n", "ystring = 'Percentage of all proper noun groups'\n", "for name, query, data in theme_list:\n", " plotter(name, data.results, y_label = ystring, legend_pos = 'upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare these topics in the same chart, using Pandas to join everything together:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "\n", "***Done!***\n", "========================\n", "\n", " 0: Nations\n", " 1: US places\n", " 2: People\n", " 3: Organisations\n", " 4: Medical\n", " 5: Geopolitical entities\n", " 6: Companies\n" ] } ], "source": [ "import pandas\n", "# get the totals from each theme and put them together\n", "them_comp = pandas.concat([data.totals for name, query, data in theme_list], axis=1)\n", "them_comp = editor(them_comp, sort_by = 'total')\n", "quickview(them_comp)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TIYS3Z1RVjP1c6JlU8vcvIBbeHqDcAIhFn4ZjjciGv8Vt74iyqJ588kkeeeQR\n5s+fH9b4pqamEZtxHjhwIKCGzNKlS7FarUPGCSHQxih3fiwY3PIi3PYX59vnMJYkJCQEvbdihdls\njuv6iuhR12b88fR4SElzD7kOg69NcnIniaYUrNbEUe/Zf+RduqfPIH36xWHPkVeU0v7hMVIT+hEJ\naaO+b0zJU0hJ7MUyCe+/0f7e6K2n6HjNjvUH/4MWZJ2+L3yNnp//J2nXfgxhtoxGVLZu3Wr8XFhY\nSGFhYWQKTnl5OS0tLXR2diKEGDEduKWlxRjf2dlpuKsG4hdkIMFMYikpKco1g3JRjYb+/n7lorpA\nUddm/Gk93Utioj7kOgy+NglmSWtrJ8IU0eMpKHrD3yBvbuTXftpMepocmCyWUd83qXoSdJ6iyzL5\n7r/R/t7oL/wSPnYrXaZECLbOrMvRc/Jwbf0ftE8+MPR8BHIuXbp0yPGITAElJSWGgvLSSy/x9NNP\nDzt+/vz5hrWnu7v7vA82VigUCkVwPD3Dp4j7sVhiGGgcZoG/wYj8OYiTR0cXYHwWX0fxyafcjBbZ\nfgb56p8Qn/jUsOO0pf+I/HMN8sQHMZchIhV5zZo1pKamcuONN7Jq1SpSUsLzT5aXl1NeXh6VgAqF\nQqGY/LjdOknJI3/JtSTFLlVcHn4H7e7hEzeCkjcbrXUfsuCyUcvgNVkxX4AxOPKl/0XMv8XX42sY\nRPZFiEX3oj/zFNrXvh1TQ0hEFpzy8nK++c1vkp+fT2NjIydPnoyZIAqFQhEPpOsMffVvjLcYFzwj\nFfnzY45RsT/Zegr6+2Bq5L2kRN4cRMcp9FFUMfZzIVpwpKsN+XIt4hN/H9Z4ceticLUh33g5sn08\nbvQ/1YQ8H7GLqrOzk/r6eqqqqti1a1dEwpyPOJ1OHn30URYtWjTk3NGjR7niiiuG1L8JxdGjR7n/\n/vtxOBzGsQULFkQsU0NDQ1TzFIrzEbnnj3RtWIP+emR/PBWxZaQif34sSbHpKC6PHIRZl0dnEZiZ\niyZ70PUYxAFdgB3F5a7fIa5fiMi+KKzxIiEBbflq5NafIXtGjpOUvR70Xb9DX/cQ8t2GkOMiunrf\n/va3KS4u5vbbbx+xXsuFgs1m46677kLTNBwOR0DgtcvlIisrK6ANw3Dk5uZSXFzMmTNnjGN79uyJ\nWKbi4mJsNhsdHR0qc0RxwSOPvIPl7ko8v34aabYgSq8bb5EuSDxuOWwncT8Wi+B0LNo1HDmImB15\n/A2cfeCDzdjIAAAgAElEQVRmZ9Df1gnTRieGnpCG5u0EqYM4/zNgZYcLWfcHtG/+Z0TzxOwrEIVX\nI7c9g1j2j8HX7utF1r2E/P3zkD8X7avfQlyaH3QsRGjBeeihh3jkkUdGTP2+EFm+fDk//vGPY7qm\nv2KwQqGIDiklHHkHy+13oX3pG+i/+BHynfD6sSlii7tHxxKGBcecJOiNhQXncGQVjAejZaXhPXl6\n1HIgEpBaEsLbNfq1JgGydhvimhsRU6ZGPFfc81nkX/+CdDYGrtnXh/7nF9HXrUK+8xbal/4V08OP\nD6vcQIQKTrj1by5EioqKcDqdRuNJfxPNwWzevBm73U51dbVR4K+6utpoeTCwcWdGRgYbNmww0vSq\nqqqw2+04HA7DjVVXV4fD4WD9+vWq95NCMZgTH4AlGS17KiJ/LtqqNehPfw95+O3xluyCQuqSXs/w\nbRr8WCwanlFacKTHDR8eg9zZUa8hUi3ID06MSg4/F0pXcdnVifzLTl8RvygQ1nTE3cvRqzcjdR3Z\n349e9wf0b6xC7n8dbfVjmL70DUTurLDWG72DcYIw7fDamKxzcvaGqOcuWbKE7du3h3TfVVVVARgN\nL++//34efvhhXC6XcWxg08uMjAxsNhtSSnbs2IHT6eQzn/kMzc3NbNq0iY0bN1JdXc2WLVsAjGMK\nhcKHPPw2YvblxmsxtwjtC4+g/2QD2le+FfYfSsXo8HgkiWaBpo2s4JhjkUXVfBguzUMkmqNeQkvS\n8DrfH50cZzGqGY+ull1IZNtp9F89jVb+ScScK+KzSThy7N6GuPJ6xNTwCysORtx0O3JPLfL//X++\n+JppM9BWfj0qa9x5o+CMRjGJFZWVlSxbtoy77rqL9PT0IecbGhooKSkxrC9lZWXY7faALt2hqK+v\nN8bZbDZDkVm3bh01NTW0tbXF8J0oFOcJh9+BAQoOgCi6Gm35w+g//jba1/4v4hLVFDbeeNx6WNYb\nALNZ0N8n0XUZlkIUjEgbbAZDE/3Itk5kRzvCmjGqtbzRZlJJSaK7mb7k0K4Y+fab6D//IeLyK9F/\n9iTaN3/o64o+Stz9OrWOFm6zJYcVqC27u5B/qkFb+71R7Ss0De3Bh9F/9yu0z30FMXf4gsLDcf5H\nPI0h6enp2Gw2tm/fHrSTtr/XVFFREUVFRVRWVlJaWsr+/ediAtrb24OuPXicy+Wirq6OTZs2UVFR\nYViABrqpIuijqlCcl8jD7wRYcPyIqz+G+PTn0H/4f5Anhzb3VcQWd48MK4MKfO1oEs2BqeJSSrzf\nWI33qSeQB95EjlDNXR45iJg19LpHgtB70Kfl+axBoyTaTCpT7wkyP/iZL0B5EFL3om97Bv3n/4n2\nhUfQvvA1RPG1yOoto5YX4G/HO/nxy05+83ZrWOPlH3cgiq5FTAve+DISxKX5mL74+KiUGwhTwenu\n7g76b/fu3aPa/HzA6XTyk5/8hKeeegrwBRtnZWUBGG4lf5p4RUUFADU1NdjtdpxOJxUVFWRlZRmx\nNU6nk+rqalwuFw0NDUagsX/cjh07jLnZ2b4CSg6HA5fLRVtbG06n01hHBSgrLmSkqw062mFmcAuN\nNv8WxF3L0J/8JvL0qTGW7sIiEgsO+Ir9BdTCOX0S3N2IeaXov/kF+rqH0Gu2ItuGBgFLXY+6gvG5\nRfoRsh9yZiOb3ot+nbNEWwvH3NOEwIs2KEBZus6g//BbyPcOoP3rfyAu91n3xac/h3QeQf/rX0Yt\n877jXSwrvZjtB1t568PhA6Sluxu5ezui4t5R7xtLhBzha/6Xv/xlpk+fHvRcS0tLzDOHAI4fH/qN\nKiUlJa59hCYLqhdV9MT7HlL9jiYW8s296HW/x/SVbw17bfRdv0P+eSfaoxsQGVljLOWFwXtvu/H2\nSy4vGdr6INi1efVPncy+3MLUi30NN+W+V9Ff3oXpn77pe330MLLuD8g39sDcQrSyT0DhVQjNhPzw\nffQf/RumDT+NWl6tv4PsYz/i1JmPo79ca+wbLZaOeiydDbhmRFZeJf3EMyR1NtB66RfpT7oUAPmu\nA/2/foBYcBtiyf0IzRQwRzqPoP/wW2jrfoCYEl2Ou5SSz//vEX74yctxftTG918+znc/kcv0tOAx\nTfqLz8EHR9FW/EtU+42WmTODW41GjMH52te+RkFBQdBzTU1No5NKoVAo4oQ8/HZYbgrt9k+ie3rQ\n/+ObaP/y74i0ofFzitHh6dFJtZpGHngW8yALjjzWhMg59xwSubMRD85G3vt55Ot29O2/hqqfIBaU\ng2YadfyN0Ht8fajy5kDVZqSUo2ohEJUFR0oSe5rpN09H629H6jORO59H/nEH2ue+iii6OrjstlmI\nO+72xeP8y78PUYDC4WibB7NJcEmGhQxTKn9/xRSeqPuAJ+7IxZLgc/xIrxca3kD/y++h+RDao+Mf\nBzuYEV1UBQUFIV1UjY2NI01XKBSKcSFU/E0wRMUyRNHV6P/5b8i+vjhLduHhdsuw+lD5sVhEQKq4\nPNaIsA0NtBVJyWgL78D0+PfRvvSv0OlCvvS/MNrYDW830pQMWReBEND60ajW001WTP2uiOaY+k4D\ngt7kfLSuE+g//jbS8Te0dU+GVG78iDvuBs2E/P1vopJ33/Eurp6Zaih1S+ZlcUm6mc2vnUBv/Qh9\n+6/R165A//0LiOtuQtv4M8SMnKj2iicjWnBGclHddtttMRdKoVAoRoPs9cD7zZA/N6zxQgi457PI\nTf+O3PkcYkl41ccV4eHp0cPqQ+XHPLhdw7FGWPqFYeeInHzEA6uQS/8RtNHlz/gtOEII3z3UfAii\nKFznx5uQ7rPgSAlCIHu6kfWvIxITIdEMCYlgtkBiIiT6/k/wvkuf+VK8bR60+t2IS65G3L0ckTBy\n8rPQTGif/yr6dx5BXnElIm9ORPL+7cMu7p43oEmmlHzR2sKa/X28+Kc93JmXjPblf0XkDF9ob7wZ\nlYtKWXAUCsWEpPkwzLQhLElhTxFCoD2wCv3/fhV5zQLEJblxFPDCwh1mmwY/Fougrcun4MhOF/R0\nw0XBv2gPJhwFYCQ0bze6yddoU+TNRjYfQlxz4ygWNCMxIXQ30pSMfPE55NtvIadMhb5e6Ovz/d/b\nC/2+14kLUvCc6EHXTSTfXIw277MRbSmypyLuX4n+X0/6ApHD/F3o7vNy+LSb4otT0NvPoP/hd0j7\nHzAnp7BmwWLWpixmVtmlXD5t9I1I482Id0Io5ebkyZMq6FehUExIBhf4CxeRfZGvkuovfoz22Mao\n4hfOZ+TfXoHLSxEpqeHPkdJnwQkzTRz8DTfPugqPNfmK9o3SKhMJQu9Bar6AaJE3Bz1KV89A/HE4\n/VoS8nU72sOPI2zBn68A5qPfo+eOB9H0HrTTf4hqT+26hej1byC3/hzx4MNhzak/0c1lWYmYX/hv\nOl7dDVfe4AsezpvDJULwlQ86+e7Lx/n+3+UyJSUxKrnGiohU3ZMnT/Lb3/7WeN3Z2RnQXFKhUCgm\nAvLwO2gLonOfi4V3IF/7i6+uR/knYyzZ5EX29aH/1w+g6Gq01WvDVjj6+iSaBgkJ4VtwzJZzQcby\nWGNAgPFYMNCCQ94ccB5Ber0IU/QKr1HN+IM2n0tqGPeO1u9C8/bgNU9D9rdh6g9eH20gje95mHFp\nIskpgddFPPAQ+re/gnzrr4grbxh2DdnXx99ec3DVoTcgJwHrD35BlylQibnmkjT+bk4m37Uf5zvl\nNhJN0Qdfx5uIVOJdu3Zx++23U1BQwN13382nPvWpeMmlUCgUUXGuDkp0hd58lVS/hKzZijwVm15E\nsUTf9ivkKINeo6L5EFx8KXS0I3c+H/Y0j1tGZL0BXx0co12Ds3FYZSAeBFhw0tJhRg4c2DeqNX0W\nHBfydTviupuGzcpK7GmmLzkPhIaecLZIYJBifwNpes/DqRNDA+RFcgraF76GXvUTZPuZoHOllOiv\nv4z3mw+zr8vMNZ9egla5Gi0zO+j4e4umkJ5k4md/axlWpvEmorvuxhtvJD8/n7S0NKZNG2UPeYVC\noYgHJ96H1DREiD/O4SAuvgRxx9+j/3LThKoILvv6kL9/ATnKh21Ue7/nQMwrQVu1BvnnF5GO8GTw\n9OgRxd+Av+Hm2RicY03DunLigebtQTedq9kjPnYr8pU/jmpN3WRF63Mh39iDuHbhsGMT3U30Jp1V\n6kQCuikZzdsZem1d0tOt09bqDXpezL4CcdPt6P/zn0PuZ3nobfQNX0f+/gWOL/0ywppBzqzh25do\nQvDVj81g/4ludh+ZuG2CIlJwOjo6ePLJJykoKODpp59m165d8ZJr0lFXV8fmzZuNKsX+Dt9jQUND\nAwsWLDBeD/w5GCOdD2ePeBAPuRUXHuHWvxkJccfd0NUx6gdbTGl6zxeMeuTgmG8tD7+NmFuIyJyC\ntuLr6D//j7AsXO6eyC04pgRfwlF/txtOnYAZY9svTOjdSO1cEK24bqEvKLgrtJIxEnqCFa3VCUnJ\nI/Y/M/stOMbcDLT+0IpET5eOlNB+JriCAyAW3wddncg/1QAgW47j3bwB/b++j7i1Am3dD3gz6VKu\nnpkWVs2fVLOJtTdfwi/ePMXh0+6gY6SU9PTpnOrqo7HVTf2JLtrd/SOuHSsiisEpKSmhpKQEgPnz\n52O1WuMi1GSjqqqKY8eOsXbtuY7mR48eDegMHk+Ki4ux2Wx0dHRgtVrZs2ePca66unpId/OB56Pd\nY7SMJFes5FZcgARpsBkNwmRC+4cv+0riF109Iaocy3cb4PJSZOO7Y7uv7vUpVZ9/BMCn6FQsRd+8\nAW3NdxGW0G2yPW6dpAhSxMGX0Wa2CDzOD0iafokvnXoMGWLBSU1DXHGlz710y6Ko1tRNVhJPH0Vc\nN7z1Rni70frO0G85V53Xm5CJqb+dUKpBV6dOZraJjnZvyCalIiEB7QuPoD/xKPr7zcg3X0Xc8SnE\nFx5BmH3Xb9/xThbNDf8+t2VYWHX9dDbUvU/pxal09nrp8Hjp6PXS6fHS0atjEpBmMZFuMdHnlcyb\nmsyX588Ie4/REHVYeklJCfn5EzsHfqx47LHHApQbgNzcXD75ybEPUBzYg6q9vZ2qqqqQ58eLkeSa\nqHIrJgeRFPgbCWGbhbipHP1XsWlgOFrkuw1oty6GMx8hu8awLcixZsicgrCeq/Isbl2MmGlDVv1k\nWDeez4ITeSCqxaLhef/Dcam1MtiCAyAW3IZ8Jfr+i14tFc3dirjupmHHJbqP0p+UA+JcQLMvDid0\noHFXp05GlomkFI1OV+hYHTF9JuL+lWC2oP3bJrRFnzaUG3e/zsGP3JRcHFn69422dFZeN53Lpybz\n8YIMlpdO5es3XcIPFuXxq6Vz2HrfZfz8U7P54Z35/NttOew91kGfd2zaDalu4qOkrq6O3Nzg9TJW\nrVpl/Lx582bsdjvV1dVGx+/q6mrsdjt2u52amhpjvcLCQl5++WXDzTWwQ3hVVdWQOQPJyMhgw4YN\ndHR04HQ6cblc1NTU4HA4hpwfuJ7D4TDG1NXVBd17OAa/v7q6OhYsWGDIumbNGlwuXyXPkeQKR+7B\n+zU0NBjjx8o1qJh4yPYz0NXpCwqNEWLxfXCsGfnm3pitGQ2yr9cX6HtZMeTOhsbRN4EMe+9DDsSc\nwoBjQgjEg19Cvt9suD2C4Wu0GfmjxpIk8Jw8DUEqGMebwRYcAK64ClpPIU+8H9Wa3g9OYUpLRFx8\n6bDjEnua6B3gngLQEzIx9YV2UXV1eElN08jMMtHWOrwLSLu+DO2+FYj0zIDjjpZuZk9JIiUx8kyx\nGy61cvvsTD6WY6Vwegq5mRampCRiNgVe94tSEsnLSuJvx4dv3hkrRl8RaYLw7IEHY7LOssJfRjQ+\nmK/S4XBgt9tpbm7mwQcf5K233gJg4UKfafL+++9n+fLlAcfWr19Pbm4uZWVl2Gw2brrJp+XbbDaW\nLVvGzp07DQvG4DkDU/UzMjKw2Xz+3eLiYtLT040u5gPPSymNbufLly/H6XSyadMmNm7cSHV1NVu2\n+L6x+o8Nh9/aMvD9/epXv8Jms5GXl0dOTg4Oh4P9+/ezcOHCYeUKR+7B+913332UlpZSUlKiyhZc\n6Bx+B2bNi2nNFGG2oP3Dl9B/+gO0y4oQKWkxWzsiGt+DGTmI5BTErHnIxoOI4mvGZGt56G3E1UML\n3QmLBe3htb4g1ZwCxJwrhoyJtMifH7NF4GntQFxzZVQyR43UEbrHyKLyI0wmxA03I1/5I+LvPxPx\nst4330K7auRHrrmnmc4pfxc4NyGDBE9oxaqrU+ei6Ykgho/DGY6/He/kmhnh1zeKlpvz0qlrdjE/\nJ/4hLueNghOpYhIrFi5cyNGjRwOO+R+y27Zto6ioiF/+8peUlJQY1oiysjLq6upYvHixMScrK4v6\n+vohD+j09HTDimK321myZEnAnP3790f9UK+vr6e0tBTwKVJ+RWbdunXU1NTQ1hZedHxDQ0PA+7v5\n5puNc5mZ574l+C04o2XwfrfccgurVq1i8+bNLFq0iJKSkhGVMsX5iTz8zqgbLQZDzC1ClF6HfP5/\nEJ/5UszXDwf5bj3ismKfPLPmodduG5t9pYRDbyOW/WPQ82LqxWif+yr609/19UkalL3m6dFJijDI\nGHydC3o7PZCTF43YUeNTbswghsosPnYr+o++jby7MqIikNLrRX/tr4hrc0HvBS14V270Xky9LfQl\nBVog9YSM4S04nTopqRoJifDhseh6qe073sXaskuimhsJH8ux8t/7TtLd543KWhQJI951Tz75pFGx\n+OTJk3EVZrKyceNG1qxZE3CstbXV+LmsrAzwKT5FRUVUVlZSUlIS4P5pbm42ArgH0t7ebrjASkpK\nApSp5uZmQ0EBAvzg/p/9CkawgOfS0lL2799vvHa5XNTV1bFp0yYqKioMC8lAOYP52ge/vwceeGDI\n+MHzQskVjtzB9quurmb16tXs3LmTjIyMsF1rivMLeeQdxOyhVoRYIO75LNKxD3mwPi7rj4R812Eo\nOBRcBs2HfMG/8ebEB2C2ILJD92ISxdcgbl6EvmUjsj/wAet261iisOBY+jrpTb1ozC1mmt49xHrj\nR1yaB9YMiPQeeM8B2VPRE6yYhukqnuh20m+ZAVpgULU3ISNkDI7UJT1dOilpGhmZCbjavUg9stIG\nx1299HoluZmhg8VjhdViomh6CnuPRZ+RFi6mb33rW98abkBXVxc5OTkkJibS0NBAdnY2fX199PX1\nsXPnTi677LKYC+WPsxhIYmIifRO0y29JSQlJSUlGPMixY8dISkoiLy+P4uJi5s6dS0NDA8eOHaOl\npYXe3l7Ky8vZs2cPbrcbh8NBZmam0bi0urqa7OxsPB4PNTU1/PM//zMZGRmUlJSwZ88eenp6AuY0\nNDRQXV1NZmYmQgjj5+LiYjweDw0NDWRkZJCbmxsw9p577sHhcHDy5ElDruTkZOrr65kxYwYej4e6\nujry8vJwuVwB6w4k2PtraWkxxufm5rJp0yba29u5/vrrsVgsw8oVjtyD9zt06JDxPoQQhnI2kHjf\nQxaLhd7e3ritrxge6fEgn/9vxLIVQ/oRxeLaiMRExLQZ6M88hbjpjpj0PAoX2etBbv0Z4v4ViIRE\nhNmC3LMbcVkRIj2+2V3yzVcRCMTVHxt+4OwrkPtfg8b3EMXXAuDtlxx628O84qSQqcehrk3nu010\n9FqYUTp8zEqsMfWdxtzTiDvj+uAD+vug4Y2gLrtQyJ3PI+YWkjy9j76kXPTEzKDjkl370BPS6UuZ\nHThfM5N2+iW6s24eYlnq6ZYcd/Yy5/IkTCbBsaZepl6cGFHc01+a20lO1LhhkNsoXn/TBPDnJhe3\n5GfEZL1Qmb1CjlDFqrGxkd/+9rd0d3fT2dlJWto5bbqlpYUf//jHMRFwIMePHx9yLCUl5YLpfbVo\n0SJ27twZ9Jymaej62ESgn2/E+x6yWq1BlXPF2CDfbUB/4ReYHv/+kHOxvDb609+D7IvQPv25mKwX\nDvJgPfpv/l/Ae9N//kOYNQ/t5r8bZubo0X/2JMwtQlt4x4hjZXcX+r//M6JiKdqNt9LV6eXVP3VS\nflfoB1moa3PiuZ00M5v590bWCXu0mLveI6XNTtslwbuXy4529HWr0Db+DJE8csaR7O9H//pn0b7x\nJBm9L+GxluJJKw46NvODn9KduZDe1KFu1ilNGzhz6eohytGplj4OHXBz462+h/zfXuli2oxEcvJD\nuMGC8O0/HeO2WRkssKUHHI/X3zRPv87nfnOYn9xVQGby6L8ozJw5M+jxsJptPvKIr/ZBY2NjQPNN\n1U089jQ0NOB0OnnxxRe58847x1schWLSEMv08OEQ961A/9aXkdeXIWyz4r4f+JQ3MW/QQ3HWPF9t\nmjgrOPLQ22gVS8MaK1JSfUHH31+HzMnHk5QTVfwNgLmlEc+lV0U1dzQIfUAfqmDnrRlwWRHyb3sQ\nN90+8oIH98O0GYgp09BPne1HFQzZT4L7ffqSgmfl6mfdVIMVnK4OndS0c7EsGdkm2s/0h63gePp1\n3j7ZwyMLgisJ8cCSoHHtJWnscXZQcVn8LJAR3XkFBQU0NTVRW1tLc3NzyE7jA9m7dy8NDQ08/fTT\nUQt5IVFcXMyBAweUcqNQRMiYKTjpmexb+H848eLLcd/Lj3y3ATE3UMHxZVLFt+CfPH0Kej0wPfzg\nU3FJLuLv7kH+ccfZ+JvIFRwpJeb3D9JL/GNCBqPpPeghYnCMMR+7NeyaOPL1l43aN7rJ11E8GAnu\nD/AmTkEOTk8/izchI2jTze5OnRTruc84M8sUUSbVgZPd5GdZSDPHN+B3MGVns6niSUR33t69e3nl\nlVfo7u7mpZdeYvfu4S9wQ0MDDQ0NFBcXc/LkSZqbm0cjq0KhUARF6jo0HoxJBeOR0HXJKe9FfCBz\nkGPQMkF6PL6Gk4Pf28wccJ1BdsTvISEPHYA5hWGV7h+IuPpjyP2v4e6OLsCY9jOYe1309okx7wUm\nvD0hlQyDkmvhw/dHbFUh+/t8XbyvOavgJIS24Jjdge0ZBhOqXUNXp05q2rlHeXqWifa28AON933Y\nxVUz458ePpgrZ6RyvKOXls74xS1GpOCkpqZSWVnJkiVLWLlyJampw38oxcXFrFixAoDOzk7y8vKi\nFlShUChCctwJaelxD7gFcLV5STQLTk0poW/bs3Hfj8aDcGkeImlQXRbNBHlzIJ5WnEMHgta2GQkx\n9WKwZuA58VF0LqpjTZgutaGZoL9vbBUczduNrg0fWyMSEhHXlyFfHaFP2YG34BIbImsK4LfgBFdI\nE3ua6EsOXdQwlAWnq9NX5K+tpx+vLjGbNSwWjc7O8GI19x3v4pqZY1/bKUETLLBZsTfHL25xVNWw\nRlJwALq7u9m2bRt33333aLZSKBSKkPjq38TfegPQeqqf6TMTSZ9i5iN3OvK9A3HdTx5sOJcePgh/\nwb+47X3I12AzGkTp9bhbWqOy4EjnEUROwdmu4mNswdHDsOAA4sZbka/+yWc9DIF8w4649lxrBl/L\nhSAPdKmT6D5Kb1JeyLX0xMwhqeJSSro7dZJTNb7+h6M89foJpJRkZJloD9FZfCAtnb109nrJzxp7\nVyDE300VkYLT0tJCbW0tDQ0N1NbW0tTUNOKclJQUlixZQm1traqjo1Ao4sOR2DTYDIfTH3nJnprA\nTJuFD4uWoG97Jq77yfcaEJcFL+YpZs2Lm5tMdrRDWytcmhfVfFF6PZ4Od9QWHHLyMScJPO6xtuD0\njGjBAcA2y1eN8PDbQU/Lvl5k/euIaxYYx3RT8Do4Cb0t6KY0ZELo6r7BLDget8SUIDh0xo3ZJDh0\n2s3/vtN6NtB4ZAVn3/Eurp6RihahCzJWzJuaTHefl+YzwbuRj5aI8rPKy8vZu3cvr776KgUFBQFV\ndYPR2NiIEIL8/Hzy8/PZu3fvkDkHDhzgwIFz34CWLl0aNKddCIEWw/LrkxX1OURPQkJCTDqhh8Js\nNsd1fUVoXI3vkvrpf8AU4vOP1bWRUtL2kYsbbroITRPscLiRLhdJRw+RWHT1qNcfsp+7h/ZjTViv\nvB5hSRpyXi++BteW75KWkoIwxTZItPedt+i9rIi0jOA1W0ZCllyDp+6vZNCD1Zodclywa+P6oJnU\n+75A6kEzJmHBao2sAeRoSBAekq1TsKSNfL+4P34n+ut1pFwztEZQ72t2evPnknap7dxBmYpo7sGa\nlhLQTNPk3gfpc4a/Ry0zSTjhChjT0+kmPcPNy+93c+cV07ht9hS++L9vM+PyVDRX6PowfvafPMGt\nsy8KOW4s/qbdNvci9n7optgWupBkOGzdutX4ubCwkMLCwshbNcyfP5/58+eHNdbhcBgdx7u6upg9\ne/aQMX5BBhIs7z4lJUXVf0HVwRkN/f39E7YOjtR10L2g6+f+SR283sDX+tljUg8cO3jukLV8r6X3\n7Dk53NwRZAlzrhw0V8wrQfvEp2L8qYNsO43e1UmXNQsR4vOPVT2Pzg4vaBJd9qB7wZqhceqWzyJ+\n/V9ojz4RcTDuSMi334ScAjp7+6A3RJHKrIvoONgQ85R1vf4NyJ87qs/NnTwF3fEKHTNDp7IPvjbS\n3Y3e+hFd1iw0k4e2tm4yO2JfsfmNDzrZ8e4ZVl03nYut51Kqs/s66XRLvHLk9y2vnI/+v7+k/9Of\nH6KA6vZdcNXHhnx+ZlMqXW0foiecqw2U3nYQd8o83MN91lIjqb+LDtcZEL5H96mTHhKTJHWNrfyo\nIp8k6WHtwkvY8Mf3+XtxES6XK+Q92efV2X/cxcPXTQ15jceittf8mUms/8v7LL08I2pLktVqZenS\noaUM4lqKs7y8nFdeeYWWlhbS0tK44YYb4rnduFJXV8eBAwew2Wykp6eTlZXFtm3bePzxx8dbtCEs\nWLCAPXv2xHRNX6aDBGkc8P9w9pg0Xg49Nuj/oMdkiLnDrRM4Vn50Av3Pv4/6AR34cB+qULiEQO/r\nC3DxWGMAACAASURBVDwvdQhHqQAwmXxVSjX/P9OAn4Mc848dMm/w3MB1hDZgvOns+XD2TUgM3Ntk\nCpRj0Fxt4DEp0f/7h8iyT4RVHC0i4tBgMxStp/qZctG5P5szc8x8+NFlTOvqhANvQoytOL74m+F7\nzYmCy5BH3o25giMPvY12X/D+U+Gg65I+kYTZ8QrcEUGtnvebYaYNYTJhSRL0xiEGp9er8/QbLVx5\ncSr/8oejfPaqqdxWkOHrkO7tQQ5TB2cgIjMbCub5qj3P/7hxXHo8SMc+tPsfGjLHl0nlOqfgSEli\nkAabQzfT0BPS0Po70BN9wfRdnTpn9H5mZScxJcXX3mH2lCRWzp9O0yu9HDvZi2168Piat0/1cGm6\nmXTL2KaHDyYv04IlQePdUz1cPi22fxviquCkpKRQXl4ezy1ixmge0FXPPMOxY++z9uv/YqzndDqx\n/+UvyK9+Zeg6UT6gkRJdiLPpf6GUhCDHBu398gtbkSfej1DZCENBMbRv4avFPfD/gecHaukjzhlm\nnSFzQqzj/18zQWpadA/ogQ/7IXN9P6darXT1uIdRNEIrKWPxcB539hT5UmY/9vGRx0bAWNW/AWg9\nG3/jZ8alibzb4EZf/AD8rhqt8KqYWnHkew60T1YOP2jWPF+vo4/HrnaW7OmGE+9DbvRVhD1uidki\nEE3vIrs7w+4pJZ2NCJuvxprFovmsZjHmd++0kp9l4eEbLubOuZk8+cqHvP5BJw9fN52p3u4R6+AM\nRNx4K9L+EgxQcGh4HfLnIqzpQ8YProVj6jt9VnkZOQPQm5CJqb8tQME56Orm45cFVoq+IcdKS/oZ\nfvnqKb565wxSg9S4Ga/sqcEIIXzBxkdd46vgnDx5kqeffpqSkhLKy8tpaWkxXFCxRP/p94d8g5ZL\n7kNaks8pICEVhmgf0CM8JCHkA3rtN/6VY6+9Cmc+MubY0tNYctut0NEWep1IH9BCIDQNKQYpFBGs\n5zz2PvUOB4sHFhIccZ2RlY1Ym+bjgUhJQcv+dNzWN1mtIV0kChDXLUTu/RPEQcHRlgYvqx9rWk/1\nUzD33DfipGQNa4bG6ZnXMrXv11D/BpReF5O9pLvHZ80YoTu6mDUPfefzMdnT4MhByJ2NSEwceWwI\nPG4dS7IJ5hQiHfsQ15eFN/FYE+T6rFHmJEHvR7G14Jzu7uN3B8/w/U/4KgbnZSXxg7/LpWr/Rzz6\n+8M8XyyGNLscDnHlDciqzcjWU0ZDUv31lxHXLgg6fnAmVaK7mb6kvMDnSgh8c88FGrtcXt519fCP\nOdOHjJ1nS6LzmJfvvnycf73lUhK0wPX3He/kS/NnhPMW405ZbjqP/uEoX7hm+hA5R0NECk59fT3f\n+MY3aGpqIiUlhc7OOHUDLb526Dfo6ZecNeUPYwUYhwd0XV0dubm5iJk5Q86tftTXYby6uhqbzRdo\n5nK5qKiooK6ujrVr1/LEE08AsGPHDh588EHOnDmD3W5nyZIlFBUVUVdXx+rVq9myZQuZmZls376d\nyspKY726ujqys7PZtm0by5cvx2azBV173bp1pKenkzn9Yp743Oe55fY7sFqtbN68maKiIpxOJwsX\nLqS9vR2n00lubu6EdbEpJifiyhuQ1U8hO9p95e5jgHT3wIfHID/+/YrcPTq9vRJrRqC1bUaOmQ8/\n6Gf6kgfQt1WjlVwbG4X/8DuQOwthHiGF9+JLoasD6WpDpEcXEDwYeejtqOrfDMTjliQlC8SV18P+\n1yBMBUc6G9HOtkCwWETM08T/35un+MTszIC4m0STxueunsaCGf2caTPz1Gsn+OzV00hKGNmyKhLN\niGtvQr76J0TFUqS7G955C/GZLwYdr5usmAYqOD3N9A5T/yZgbkKmkUklpaSrw8ucS5JIThwqZ2Z2\nAnknLRymh6dfb2H19dON+/JUVx9n3F5mZw8NXB8PLraaudiaSP2JLq6OoVUpIgVn+vRALbGrqytm\nggxEm3/LkGMiJQUxTIDozLcaYrL38SuD15sIxUh/yHbs2AFgdLdev349ubm5lJWVYbPZyMvLIycn\nB4fDwf79+6msrDTid4qKioxxN93kq6WQl5fHvffeazTjrK6uZsuWLQBs2rSJjRs3hlx74cKFZGRk\nYLPZkFJSVVUVINt9991HaWkpJSUlFBUN7/dXKCJFWJIQRVf7evjcEiN3StN7kJOPSAy/sWC0tH7U\nT9YU05Df+RmXJvLeATfeu25A1DwLb74KEXSaDkWw9gzBEJoG+XN9BQGvDC8BZMS9DznQFi8b1Rr/\nP3tnHh5XfZ/7zzmz7zNaR7ssyZIXSd73BTC2sdlCQyAsTdq0gZSbdE3aNE+W3rZpGtp7adLelJYu\nCSQEEgqExcaAMXgB7zaWbNmWrX3fZ9/nnPvHSCONtc3IMtig93nmkTQ6c+an0cw57/l+3/f7Bvyx\nmAahfBXSi88gRyLTJrDLkQh0t8Wt6RqtSDAwe6aKC31+ant8/OSuiWOGFqUJGEMm/EMSf7q7mT9d\nn0N5RnIzcaSf/hj59vuQzxyHskUIhondR5LShDLYFf9Z7W/CZ92U1PqjSkuspQWEgjJhSeam0okv\nFiw2Ba4hia/fmcO33m7jlQuD3LMwNnDwdJeXZXYDilmsllwtNheb2d/s+vgITlNTU7x609DQMGuL\nmA2kSkxmC5s2baKlpWXC3x04cICDBw9y5513xu+z2WycOXMmTiCsVmvC70bgdI6fWAlgNptpbW2N\n//ztb3+bXbt24XCMH+E9dt8u1/hhSrW1tVRXV3P27FkAbr75Zv7gD/6AJ598kp07d1JdXc3jjz8+\n4TrmMIeZQFhzE9KbL8EsERy54aMd8JeeOf6QqdOLGM0iA71Rsu5+GOnlZxCXrr1qXZV8sRbx3t9J\naluhdGFMaDwLBEcOh2LRECVTt8amQ7yCY02HTHtsXsyC6qkf1N0OaZlxR5JaM3siY0mW+Y8TPXxx\nWeaEFQ8AIeoHhZ4/XZ/L+y0uvr+/ndvLbdy3OH1qMlBSEZM6NF5EPnEoYbjflYgqTKgj9QCIESeC\n5CeqTs4iLSktqP2xkOvG7gBuIUpV9sS6FY1WRKEEQgLfvTmfv3izBbtRzdoCE6c6PazJv75GWmws\nNPPLmn6CEQlNEpWzZJDSXu6++270ej2NjY0YjcYbRkB8rfH444/zzW9+M+G+EXtedXV1AiFpbm5m\nyZIl8Z9HclZkWU74fjI4nU6KimK94wMHDvCTn/yEO+64I16FGftc0+1v8+ZYybiyspLKykoeeugh\nnn32WR577DHeeOMNLBZLwv7mMIerxuJl0NWGPNg3K7v7yAXGGRNfE+YWqOlqC8cyitQa5JNX51KU\nA75Y/ERJRVLbC6UVszfRuOkS5BSMi4ZIFSMVHABh6WrkM8emfYzc2ohQMFpdUasFwiEZKclcpamw\nr9GJQhS4qXi88HcEouSLTzHeUGTmn3YWc77Pz7f3thKOTr4GQRBiYuN9r8PFWoSlkzuGJaWJaMjJ\nuV4fKn9zLJ5BSO5UHB2TR3WmxYfBIE5JvEYG/mUaVHz7pnx+crSbC31+arp9LMv56POnpoJVp2R+\nuo7jHbMnfUk5bHPr1q08+uij8Vk4cxOK4eGHH+bOO+/kySefZNeuXRw8eDDeEnr44YdxuVwcPHiQ\nXbt2sWTJEiorK6mtraW1tZXXX389/vuDBw/icrl49dVXqa2tpa2tLf4cu3fv5uzZswktqbS02PCs\ns2fP4nK5cDgctLa2cvbs2Un3PfZ577jjDoD4mltbW3G5XPGfi4qK4lqfOcxhNiAoVQjL1iEfv/ok\nblmKxnKYphHhzgYiYRmPO4olbWJLbU6+iu7OMLIE4t0PIb/6XGx9M8Wl81A8P/nW27wKaGmItXiu\nEvIM86euRCAgodUNaxyXrEE+c2z64My2JhhDcARRQDVMcq4GvnCUX5zp55GVWVPKCoQrphin61X8\n1S35qBQC+5snrqrHH7v2FuTjB6GiCkE/OXmQFCZCQSd/v78d2ds0ZTzDuMcOTzOWZJnW3hAFWVO/\nP6w2ZTyyoSxdy9fW2PmrfW3YTWqsumtqop4RNheZZjW6IaW/0GAw8M4773DrrbcCMXJjNBppbGwk\nKytr1hZ1I2LTpk3xKsqVeOyxx8bdV1VVlTCL5rnnnot//+1vf3vc9rcPu56qq6vjg/4qKysTWkgj\nxAeYdN9XPu/DDydaUOe0N3OYDUQkmS53iHZniDZnkDZXiCyDii8szURYtQnpf34KVzv0r6MVzLZZ\nE9ZOhaGBCBabAoVi4pOjTi9iNIn09UbIWrwMjCbkYwcSZqOkAvliDUJ58p9FQaeHjGxob4oFcF4F\n5EvnEG/eeVX7AAj65XgFh/xiiEZigvDcyS+a5LZGxB33JtynGY5rmGCQc9L4de0Ay3MMzE+fuiol\nSj6kK3KoREHg/sp0/vVoN7fMs0xaMRHSM2HpGsT1W6Z8jhaPmmrBz9oCI0HHZVTFK5L+OySFESEa\noK7bhU1UkJsxtQDdYlPQWB+M/7ymwMTvLY+iuE6nUqwtMPGfJ3vxBKMYZ2E+T8pZVF6vl9ramKC3\nsbGR6urqceLjOcweRiouu3fv/riXMoc5jEMoKtE0FOBAs4tnz/TxwwMdfO31Rh74VT1/t7+ddxqd\n+CMSS+x63rw0RJ83DBWV4HTEZjFdBWLtqWtfvQEY6ItM2p4aQU6Biq62cCxO5TMPI7/2PHI0uSpO\niyPIT0/1xtsg8sWzCAtSNDyULkBuSD1Z/NKAn+/sbeXp072c6XQTbroMZTOr4DgDEQ61uHjyWDcO\ndwS1dtSlKiyZuk0lyzK0NUJhoqMoFrg5c6FxhyvE3kYnX1g6vc5FiPqRJ8ihqszSY9Yo+aB16jEQ\n4mPfmlYH9UKdk6ig5suVIkbBRb03fcrtQ6HQmAWKSEozp1s7yVapMZimPoVbbLEW1djK2W3zrWwt\nvfYXBTOBQa1gid3A4bbZGbeRUgWntLSUefPmxUM2PR4Pev1HlxHyaURVVVVCVtcc5vBxwBeO0uEK\n0TZSkRn+OuCLYDepKLBoyDerWV9oosCSTq5JPU4o2DwUZM8lR6yKs3JDrMJx90MzXpNceyIhyPBa\nYrA/SukCDVFJ5mSnh4PNbiqz9WwrGx0vn1ugZn+dG0mSERdUgy0D+ci7CBsm1yrKssyeSw5+WdNP\nlkHFT0/38sgiI3S1x9pOqaBkAdSdhlvvnH7bYTj8EX54oIPPLEzDHYzyixMdtK34JouOO1mWE2FZ\njoE8s3rSto4/LHGu10dNt5eaHh89njCLMnVUZumRwvDDD9r5w/U5ZBvVCEvWIL32HOycZBbVYB+o\nNAjmxIF3aq1AKCDT44lVAVO14P/0VA+fXZSGLYmWjCj5CKvGD9wTBIH7KtP5+Yd9bCwyTbqG6dbW\n5Q5xqsuLmG8mLVSHU8zjP0728YNthRM+1uFw8Mtf/pIvfOEL8UyosMJC52AvGdEcDMapCY5WJyKK\n4PdJ6A0f78TiZHFTsZnd9UNsK7t6EpYSwfnggw94++23KSkpoaenB5/PR29v76wP/POFB9EpbTfE\n8Lg5zOGTBHcwSpszSLsrRKszGG8xuYJR8sxqCiwaCixqbi2xUGBRYzepkx7MdXu5jb98q4XPV6Wj\nWr0Z6b9/hHzXgzP6nMuX6qCjBeGxv0z5salCisoMDUR4s8PHvsMusg0qNhWb2Nvg4ECzk/+1Joc8\nszrepurviZCVo0L8zMNI//UE8pqbEJTjB8d5glH+39Fuuj0h/n57IVatkm/saeY9byeb581Pecie\nUFoRIxBJIhyVefxgB1tKLNy9IKbne7DvA9yuHs6WPMDpLi+/OT8IwNIcA8tzDCzK0tPpCnGmx0tN\nt4+moQBlaVqq7Qa+siqb+ek6lKJAKCjxzkUXK/KNfGNPCw9VZ3Db/MXQ2Tb5vJ7WRigcb98OyBK/\nqR3kPY+TsjQtX1mVTbEtuX7VqU4PHa4Q39yUn9T2U8U0rMg18IszfZzo8LIqf2ZW5hfPDbBzvhWU\nZrSeWuS0SgKXJA62uNk8gfi5ubkZWZY5ffp03BTSG9Kz1BpG6oy5zKaDdVhofKMQnBV5Bv7f0S4G\nfOF4/MRMkRLBefjhh+np6Ym3pNauXcvevXspLZ3dDJS3Gr6DjIxVWzh8K6JMsx5ZFuZIzxzmcJWQ\nZRlHIJpQiWlzhWh3BglGZAosavKHicxSu4F8s5pMg+qqZ2bkmtWUpmk51OLmlnnlsTyu1sb41NpU\n1i/9z08Rfuu3r+n8m0BE4v0WF0cueiiMaomK8Le3FlBgiekeds63sbt+iG++1cI9C9K4Z1EaOfmx\nNlVWjiom1M3OQ96/B+HWuxL2fb7XxxMfdLIm38TXN+SgGhZF/OWmPL6720dh2UpSPqpm50HAj+wY\njGUkTYP/PtWDQS3yYHVG/D65/hymFRvYUGRmQ5EZWZbpcIU43eXlnUYn/3Kkm1yzmiV2PZ+vymBR\npm5CS2/AL6PViexcZGVFnpF/PtzFkTY3/2vxWjJrT0xY1ZLbGhEKRi+UO10hnq3pI9oFlZl6nt05\nn32NTr63r42NhSYeqs6cUqcRkWT+82Qvv7c8G9Uk2qkrIUr+SWMaBEHgc4vTeeFcPyvzDCmfi/q8\nYQ63uXny7lKiDhNq/2UimXfx6Mps/vFQJ6vyjOPs6y0tLWzcuJEjR46wcuVK9Ho9F5waqq1h6l3j\nZzJNBItNgWMwSk5yHO9jh1ohsibfxKEWN59ZOP37eCqkLKMeITe9vb309vZeE6v4Zyp+QiDixBFo\nxRFopdt9BqspAzmkRSEoUYhqFIIGpahGIaoRhRuDmc5hDh8lJFmm3xuh3RUjMvGKjCuIKAgUjKnI\nrC0wUWBRk6ZTXtOLiDsqbPyypp9b5pkRVm2OtalSJDicOgzhEMLqm2Z9fbIsUz8Q4O3LDj5oc7Mo\nU8f6NDPpWSqWLE+8sleIAnctSGN1vpEnj/VwqNXFo9XZdJ0PUyXJiKKA+PnfR3riu0g6PeL6W4lK\nMi+eG2BX/RBfW5MzrhJQbNPy+70HeFyzhSdSFFoKghCzlTdemHbQ4N4GBx92+fg/O4riLTZZluFS\nHcIDjyTsM9+iId+i4a4FyZ9sggEJ7bDAuNCi4fHtRbxYN8A3erfyhboP2bZeHvc+k1sbEdfezKA/\nwq9q+3m/1c1nFthYlmXE65RQK0R2zLexvtDMs2f6+OrrjTy8JJOtpROnUO+6OES2QcXKvOTt0ELU\nhzxFDtW6AhPPnunnbK+PquzUbNYvnx9ka6kVs0aBpDAhoyCsKWChTkVVtp4XzvbzxWWjZp1wOExn\nZyc7duxgaGiI06dPs3D5Gi461Syx+OiYpj01AotNSfPl4PQbXkfYUmLhBwfaqe3xUpKmpcSmpTRN\nS4Y+teNTyllUv/nNb+I/ezyea+K6EQQBncqKTmUlxxQbDKXX6/F6PUTlMFEpREQK4o94iUoxUZ9C\nUA8THzVKUY0opN6rncMcbkREJZkeTzheiRmpzHS4guhVCvItMSJTlqbllnmx1pJF+/FYRJfnGviP\nEz3UDwQoX70Z6cf/G/ne30l6KJ4ciSC99DTiw4/NekDpqU4PPzvVR0iS2Fpi5V/umEe6XsWxQx4y\ncid/vbKNav7qlnz2N7t4/GgHn1Gk09UVJi9PjZBbiPj1v0P60ffo84T4sbgYGXhiZ/GE5XfZ52FT\nwwEubfgs//RBJ9++OX/Ck/dkGBEaC1MQnPp+P0+f7uPvthUmhjB2t4NGG89TuhoE/DIa3ei6FaLA\n/ZUZrLQJ/HhXHkffbeOr63JJG6OL8XZ08ptgLm+93sitpVb+9a4SzBoFXe0hBntH7e9mjYLHVtvZ\nXmbl34/38NZlB4+uzE6YOOwIRPifcwP8/STalskgSn6kKZLEFaLAvYvTeOHsQEoEx+GPsL/Jyb/c\nGWvBSUoTYW1+PPPqi8sy+ePdzWwttZJrjlUlOzo6yMzMRKPRsGLFCp577jl6jCXYzBmoIpemFRiP\nYKzQ+EY5J1Zm6/nRznk0DAZoHArw1mUHjYMBIjKU2jQJpMdumryNldJR7u2332bbtm00NDRQXV19\nzaIaJoPBML7vKcsyUSlIKOodvg3ilbxEpRBqhR61woBKYUCt0KNSGFAI15/3PxUolUoiszDrYg43\nHsLRmPU63loarsx0uUNYtUoKholMVbae28tt5JnVGCdIEf44IQoCt5fbeP3iEF/fUAh6Q2zCbZKW\naPngm5BpR1i0dNbW1OcN858ne2geCvLlFdkJ7QdZlhnsi1K1fOrjhiAI3DzPwrIcAy++N8hvDg+y\nYYOJpTkGhJx8Tv7u3/CTYz3cbmjg3t+6CeVkPt1LdVBSzpdW2vnu3lZ+fXaAB6oyJt52onWUVCC9\n8uykv3f4Izx+sIOvrrFTaEm0GMuXziGUL076uabC2ArOWJTkpfO44y1ejD7An+wO8vvLs9i2yMBL\nH3bycsXvsVrU8k+3Z5JpGD1pabQiocD4OTilaVp+uL2Q95pc/OBABytyDXxhaSZWrZJnz/Rx8zwz\n+ZZpcryugBAdHfQ3GW4qtvB8TT/1/f6kYhwAXrkwyOZic5zQhQwLiahHgy7T9So+uzCN/zrZw3dv\nieUaNjc3U1xcDIDJZKK0tJRDNR/yxS3zUbpPTCswHoFWJyAIMdKp098YBAcgy6giy6hiXeHoxOVB\nf4TGwQCNgwEOtbp45sM+PKEo+/8kb8J9pHS2X79+PfPmzaOnp4esrKy4m+qjgG+KHKoYdKjRoRYB\nEcJRP45gG72BuniryxVsR6Mwj9H2xG4GVeYNw2xNJlMSr8UcbmQEIxLtrkS3UrsrRK8nTJZRRf5w\na2lVnpHPLtKQZ1YnFQp4veDWUgu/OtvPkD+CZfVwmyoJgiP7fciv/wrxT/56VtYRjkq8cn6I31wY\n5K4KG1/fkIv6CuLhcUuoVAI6fZJXy1olD2xK5909bn5yuIvKHAN6lcjRtgDf3JxPxdPfR5CbkD/3\npQmPOfKFWoSKKhSiwJ9vyuPrbzQzP03LirwkRa3zyqGtCTkSHidsHisqXlswwZj+S8kTzakQ8Eu0\nN4coXTCxEFi9ZBUPdh9i9e1f4seHu/j3E71U6UN8f+BtitZ9a9z2UwVuioLAlhILa/KN/Kq2nz98\nvYmtpRaOtXsmzZuaFHIUQY4gC1OTIhGJO4vVvHT0IveUanG73Xg8nvjXm266iby80ROuOxjl7csO\n/un2UX1RVJVOVJVoD79rQRpvNzg50eFhRa6B5ubmhJgf+/wqTOdfJNe6Go3Hhd6Y3MWLIAjDOpwI\nOv21z2y7lkjTKUnLM7JyzOfBHZx8FENKBMftdvPEE0/w27/92zz11FMAPProozNc6rWFSqEjU19O\npr48fp8kS3hCPXHC0zi0H0eglYjkx6ItiBEeTYz0WLT5KMXU2P8c5pAKvKHoOCLT5gzhCETIMalj\nFRmzhpuKY1eiuSZVXIx6I8OoVrCx0Myblx18ftUmpB98A/mBR6cPYtzzEsLi5QlC1Jniwy4v/368\nhzyziv9zW1FCsvRYDPZFSMtIrQqmNygwmxX81aIC9nQ78Iai/Oj2eRg1CuQ//wHSP/8N/Pwn8NuP\nIYiJ+5braxEf/AoQO5j/+cZcfniwg3/YPvkax0LQ6iA7dzhLKtFmPpGoOPG5zyHecXUBmx53lCP7\nvRSVqMkvnrh1ICxZhfR/v0PZbz/GEzuLCQgajHtfgJyJNT5qrUhomsBNg1rB763IZmuZlZ+d6uVL\ny7NSrl7GHFQ6JFnG43bjdDoTbiMExu/3o9cbkEJKzkXTsadbSEtLo6ioiO7ubs6ePZtAcF6/OMia\nAlNCVWoiqBQCX16RxX+c7KFIayUajZKePkqCjveDLiOPmroGdlhCGPURkj2Fj7SpbhShcSowTaFT\nS4ngVFdXU10d08SsXbs27su/USAKImZNDmZNDoWW0ayQYMQdJz39/nouD72DO9iFXpWBdYT4DN/m\n7OtzSBXOQGScW6nNGcIXjpJn1sRbS7eVWSmwaMg2Xr1j6XrH7eVW/vrddj63uBQhKwfOn4GqySe6\nykMDyPvfQPzej67qeft9Yf77ZC+XBgI8sjKL1dMEDg72RUibIGBzOuTkqxjojPLlVYlDUAWDCfFP\n/wbpJ38H//kE/N6fxCststcNvV1QXBbfflGWnvsWp/PDgx08vr0oqRBCoXQBcuMFhDEEZyJR8VjI\nA70QDsXI0QzhGIhw7JCXBVVaCksmvzgU7Pmg0UFrA+qiMtJNWpxtjZNWj5RKkCSIRmQUyqk/F4UW\nDd8bbvFMB0mSaGlpweFwxMKN/d1szQ/z5JNPotVqsVgsWK1WLBYLpaWlmM1mjEYjBoMBURR58dwA\nzY4g924Yfc3sdjvPPPMM4XAYlUqFLxxld72Dx7cXJbWmFXlG3rjkYPexCxQXF8fPNVFJZn+zi2+s\nX80He15j03ojepUbieTs8habgtbG0PQbfsIwY0HKCNH5JECjNJFtXEy2cbT/HJUiuEOdceJTP7AH\nRyAWPBmr8IyQngLM6jwU4o2t7ZnD1UGWZfo8IS50ece1lqKyTIFZQ75FTaFFw8pcA/lmDRkGZUoC\n0k8Sim1acs1qDre62TDSppqK4Lz6S4RN2+MC2Gg0yptvvsmiRYviOoWpEI5KvHRugJfOD3J7uZU/\nXpeTFFkY7I9Stij1jIDcAhUH93qoWhFzU42FoNUh/tH3kJ76R+R//XvEr3wTQaOBS+egZMG41tKd\nFTbqBwI8eaybP16XM/0FVskCqDkOwwbX+n4/z0wkKh4D+dI5KF8844u33q4wp4/6WLJKjz1v+tkl\nwpLVyB8eQyiKkTm5rQlx62cm3lYQUGtjbSr9NAQnFZw5c4azZ89SWFiI1Wolr1CDTujlK1/5Cspp\nqokAO8utPPpKI13uEDnD1TW9Xk92djZNTU2Ul5ezp97BUrshLhxOBr+/Iov//OUBqjeOfh5quXjy\nbwAAIABJREFUe3zYdEoWF9ppyM7DHXKijzqRSE4QbrEpcQ75byih8WwgpbNyU1NTfKDfSFxDVVVq\n48RvFChEZbxqMwJZlglEHAn29Qv9r+EN9WPS2OPtrZGbRnljVbjmMD0kWabXE44Pwmtzxioy7a4Q\nGqUYG4ZnVlNk1bCxyESBRYNVm9y8ik8b7ii38tqFITau2Yj0yi+Rg8HYif4KyB0tyGeOIX7/ydjP\nsszbb79NV1cXCoViSoITiEgcaXPz0vlmMnQK/vG2ovjJaDr4fRLhsIwxSbfKWOiNCnR6kYG+CJnZ\n40/4gkqN+JVvIj/9z0j//L8Rv/bdYf3N+CqGIAh8dY2dv3izhT2XHOwsHz9pN2H70gqkl38OwJA/\nwg+HRcUFUwluL9UhzJ+ZwLi9OcS5D/2s2mBIutolLFmN9PxT8JmHkEMh6OuaMqNKoxEJBSX0htlp\n0cqyzLlz57jlllvIz4/1bdTe84hOc1LkBkCvUrBzvpWX6gb46ppRwXBFRQX19fUUlZTx6oVB/vrW\n1AKLM7QCloiDdwe0LBu+791GJ7fMiw0CLCtdRv/gaQqDg5BkkIBOLyDLEAzI9PS24na7Wbx45oT2\nRkFKBGfsxOKqqir27t37iSU4EyFmX7ehU9nIMS2J3x+RQjiD7XHi0+E+iSPQhlLUjBM0G9V2ROHG\n11F80hGRZLrdoQS3UpszSKcrhEmjiEUTWNQszNSxrdRCvkVDXoYVt3t2MlQ+DViTHwvWa4rqKCou\ng9rjsHLjuO2kF59GuP1zCHojsiyzf/9+PB4Pn/3sZ3nhhReQJAlxjGVckmXO9frY1+jiaLubBRk6\nHl1bwGKbmNIBfbA/QlrmzMlp7nA21UQEB4hpjr70J/DcU0j/9zsQ8CN+6Y8n3FarFPnW5jy++WYL\n82xaFmRO4d7JzIFwiFB/H/9wysfWUgtrJhIVj4Fcfw7xptQDNhsvBmi4GGT9LUZMlhQ0L6ULYKgf\nebCPaCQMWblTTm4eCdycLfT29hKNRhO0MuKwBicV3FVh47HXGnmgKiNu+y8tLeXAgQPsudBLeYaO\nImtqWs729nZysrN5YyBMXa+PeTYtxzs8fGlFbEaOWmEjKJsZ6LqM2bY6qX2OCI3P1zVx4tS+eEj2\n1q1bP9FxS0kRnL1797J37168Xm98Do7RaGTt2qlDxT4tUIpq0nUlpOtGVfuyLOML9zMUaMERaKXV\neZSanhcIRBxYtPkJgmarthBVih+sOcwOQlEpIWNpRPTb7Q6TrlfGB+EtyzFw94KY9Vqvur6s1zcq\nFKLAzvlWdtUP8dXVm5GOHUBxBcGRL9RAVxvCYzF3zfHjx+ns7OTee+9Fo9Gg1+vp7e3FbrfT5Q6x\nr9HJe01OdCoFW0rMfGFpCWk6JSaTKWXyOdgXIX2agM2pkFOg4tBeD1XLZYTJEqhFER76CvzmF8jv\n7oaisgm3A8gxqfnaWjv/cLCD9YUmglGJQEQmGJEIRoa/j0oEIhLB5V/H/3Yf1bnmaW3m8sVacA5B\nfnI6EYgd3y7UBOjuCLPhVlPKlRVBoUCoXIl85jhRo3Fa4bhaE4t/mC2cO3eORYsWJZBXQfIhTRC0\nORXMWiVbSiz85vwgv78iprfSaDTk5eWz//R5vnJ76ufI5uZmSuYV87vpWTx1ooc7K2wszNRhHZ5d\n5fVI5Nnm4x44jT4SSbriFKWbI8f2cc89d5GVlcWxY8d47rnn2LJly6xGLV1PSOqV2bp1K+vWraOn\np4eSktGT+JxdeXIIgoBBnYlBnUm+eWX8/hH7usPfgiPYSrPzEK5gx7B9vShB1Hwj2devd0wUFtnu\nCtLvjYVF5g+LfdcVmLi/cuKwyDnMPraXWXnstUa+uHU1xl//F7LPi6CPDVCTJQnpf36G8FtfQFCp\nqK2tpa6ujvvuuw/NcCsrr6CId05doEYRpMsTYnORmW9tzmeeTXPVn53B/gj5xTO/ujUYFWh1sTZV\nxiRVHBhO2v6tLyBvv2daJ9nqfBNRGXo9YTRKAa1SRKMU0Shi34/8rDq4G63bgWnz70xsR5dlqPsQ\nafevkYcGCDzwJ+gkkWRMepIkc+a4D49LYv2tRjSamX1OhKWrkQ6+RTSvEAqmtnRrtOKsVXDC4TCX\nLl3ioYcSg17FqB9pBhea9yxM4492NXHf4nTMwyQkaM0np/cC89NT258sy7S0tHDXXXeRlmZiz6Uh\n/utkL19dY49v4/VIGHLyMEbPcOHChaSG7XZ2dlJ7fh/zi24hJyfWTlu3bh2FhYW8/fbbNDc3s3Hj\nRlQp5p9d70j68sRgMGC326mtrcXn8yHLMrW1tTzyyCPTP3gOcUxtX28Ztq+/N2xfDwzb14tGXVyG\nBR/j6q9/uIPRmEvpCvt1QlikeWZhkXNIDT6fj+7ubrq6uuju7iYajbJx40Zyc0ddJxatkjX5Rt7p\nivCZiirk00cQNtwKgHziEADCyo1cunSJY8eOce+992IwGAhHJX56qpeTrUoWBJu5d8cKlucaZ+1/\nGQ7JeD0SFuvVVevyilSc+zDAgmrIsk89Zl4wJKfZWzdNuwlALitDevFn4+MQJAlqjiHtegGCAdj5\nOWqE5TQ2tqPrcKLWCOiNIgaDAr1JxGAUMRhE9EYRtUYkEpE5+UFswOu6W4wor0b0u2gZ/PSfibid\nCPf//pSbajQCgVkiOA0NDdjt9nEuYEHyI10xmyYZpOtVbCg089qFQf4gW8ZrMbO3X091yIHP50up\nBTQ0NIQkSaSlpSEIAo+uzObxgx2sGjP3xeuOojLasAUVPH/wBAsXLkShmPx92t3dza5du9hyy3Za\nLibqt/Ly8njwwQd57733eP7557ntttvIysqaZE83HlKqv/7iF7/Abo8xSVmW6enpuSaL+rQh0b4+\nWtJMsK97L3J58G3ebe5Gr4zZ121jiI9Waf3UVHsmCoscaS1dGRZZnW2gwDI7YZFzmBySJNHf359A\naPx+P3a7HbvdzsqVK/H7/bzxxhsUFRWxfv36+IH/9nIb/3Cwk7tWbUZ8fy9suBU5HEZ++eeIv/tH\ntHd08N5773HPPfdgtVoZ8IV5/GAHaTolP7x3Bb965gyVaYpZJaqDAxGsaUrEJEMaJ0NJuQatTuT8\nGT8XaqBsoZacfNU4Z9Wso7gMOlqQwyEElRpZiiIfP4T8xv+AQoF4x/1I1Wv48FiAto7zdA0c5uGH\nHkarteLzRPF6JHweia62cOx7bxQBAYUSMrKVLFmlv+q/QdDpoXQBUt1pxPzpWlQiLkf4qp5vBHV1\ndRNqR8Woj7A2OYv5lfjsojTOHr+MQZBoH/KTZtRQWjKPS5cusWTJkul3MIyWlpYEe3ixTcu/3lUy\nahePyISCMkqDDc2gF7O5hPr6ehYuXDjh/np7e3nttdfYunUrxcVFNNa5CPgltLrRqptGo+G2227j\n4sWLvPLKKyxbtozly5cn6NpuVKREcNatW5fwxti2bdusL2gOo5jIvq43aOkcqMcRaGUo0MrFgTfG\n2ddtw6THpM69oe3rsizT74uMG4TX7goiTBAWmW9Rk36NwyLnEMNIdWaE0PT29mI0GsnJySEvL4+V\nK1fGr0LHYt68eRw9epRnn32WdevWsXjxYuan67DpFJzMXMyqpn9Fdg0hHzsAuYX02bLZ88or7Ny5\nk8zMTC72+3n8QAc75lv5XGV6LDS0oICWlpZJD/IzwUwG/E0EURTIL1KTV6iityvC5fMBLtQEKF2g\noWCeGsVVEqjJIGi0kFMAjfVIvZ3Ie14EsxXx3t+FyuVEo3DifS+CIOMNXqSgoIDjJ45z2223oTeI\nZCSO70GWZUIhmaBfxmRJTaw95TqXrkbo60KYIIZnLEZs4lcLp9NJf3//hJoTQfJPGbQ5FUqCbgqt\nMq8JVlZ4HdxfOQ9LoJwTJ06kRHCam5vHjWAZ+1r7vBI6gwhKPYIcZc3Kpbzz3iEqKirGEZL+/n5e\nffXVBI3NyMC/sQRnBBUVFeTk5PDWW2/R0tLC9u3bb7hZd1ci5bPfyIEM4PDhw9x6662zvqg5TA6F\nqIpXbYqH77vSvt7p/pC6vtfwhW8M+3o8LHKMW6l9mMiMDYssTdNy88ccFvlphCRJDAwMxCszXV1d\n+P1+srOzycnJYcWKFdjtdrTa6efFaDQaNm/ezMKFC3nvvffiVt3by23sbnSyunol8oG3kPe9juvR\nb/Haa6+xZcsW8vPz2dvg4JnTfXxtrT1hQF9RUdHsE5z+CPNnMP9mMgiCQHauiuxcFQN9MaJTfy5A\nSbmGolINKvXsEx2hpALpR9+D+YsRv/iH8Tk3oZDEsQNeDCaRzDwn9S0SO3fu5JlnnmFoaAibbbwN\nXRAENBqBCVz8V7fG1TehzclnuqxrjWZ2XFTnz59nwYIFEwpzxahvyqDNSdfmdGHq7qWmoJDH93aw\nuxyW25SEVTF9i8vlwmw2T7ufUChEd3c3d9xxx6TbeD1SLINKEIgqLRRkG9DpdFy+fJny8lHZw+Dg\nIK+88gqbN2+mtLQ0fv8IwcnOnVhrYzab+exnP8upU6d4/vnn2blzZ9xGfyMipbPEU089RXb2KLXv\n6emZIzjXASa3rwdxBjuGiU8L7e4TOANtKEXtGMJTNGxfz77m9vWEsMgxGpmJwiJ3zreRb7n+wiI/\nDfD7/Qmtpp6ennh1Jjc3lxUrVmCz2a6qhJ2ZmcnnPvc56urqePXVVykpLaNjMIv26pvJ+8+/xbv+\nVl45coy1a9dSNK+Ep453c7rLxw+2FY4LUCwqKuKDDz4YZxefKaJRGedQlLT0a0Oi0zOVpGcacTmi\nXL4Q4J1dLopK1ZSUa9BMEFA5Uwg77kXYcGt8mB7EcqKO7veQnqVk8TIdb755kKqqKjQaDUuXLuXY\nsWPcdttts7aGaddoMKJetZHgNA43jVa8aheVJEnU1dVx9913T7yWGVRwVF4f1tZ2BkuLydbr2T7f\nhsfow+R2I2VmUFZWRn19PStXrpx2X+3t7WRnZ6NWTz6nyeuJxkM2JaUFZdTJqlWrOHToEPPnz0cQ\nBBwOBy+//DLr169PID0AVpuCjtapW32iKLJy5UoKCwt57bXX2LlzZ4Ju7kZCSp/gRx55JKF81tjY\nOOsLmsPsQSlqJrSve8N98WpPq/MwNT2/Ihh1YdbkjdrXdUVYNQUzsq8HIzHrdeuYllKbMxYWmWlQ\nxYnMjRoW+UnCldWZ7u5ufD5fvDqzfPnypKszqUIQBBYvXkxpaSkffPABSwfe53V9Fb+zcCmviWYq\nFy0mv7SCv3qnFY1S5B93FE1IeE0mE0ajkZ6enrhD5GrgHIpiNClQqq5tq9NsVbB8rQGvJ0rjxSDv\n7XGzaZsRvWF2SL2QlgFpoxZxnyfK4f1eCorVzF+kwe/309LSwi233ALEptM/88wzDA4OkpY2cS7U\nx4WYTVy+qkm8bW1t6PV6MjImts3HXFTJV3AUgSBpTS04ivIJD+vJHl2ZjdbhRDMwiDczg/Lycg4c\nOJAUwRnR34yDJMEwcfe6JUzm2PsjqrQgRlwUFa3gyJEjNDY2kpmZycsvv8yaNWsmrGha0hScO+NP\n6u/Lysri9ttv58033+TBBx+MOxdvJKREcOx2O9///veprq5m69atSb3R9u7dC8SqPQ8//PDMVjmH\nWYMgCBjVWRjVWePt68OkZ8S+7gy0o1Va45EUVm0hNm0RelUGgiBMGBbZ7gox5I+FReabY9EEm4s+\nWWGRNzKmq84sX76ctLS0j1RgqNVq2bJlC3kl5by0ey8/19lZVDwP67zFfGNPM5uLLTxUnTGlSLyo\nqIjm5uZZITizpb9JFgajgqoVevSGAKcO+1i/xTjrImS3M8qR/R7KFmqZNz92ojp37hxlZWXxE9dI\nFef48eMfaRUnGSgUAgqlgN8nozfM7LWpq6tj0aJFE/9SlhCkALKYHJEXw2HSG5tw5WQTvKL9FDQZ\nsba2I0Ql8vLy8Pv9DAwMJARnjnt6Waa5uXlcdUkRDJFxqYGexQtAEPB6JLKHozAkpQUx4kAQBFat\nWsXhw4eJRCIsX758Uuu43iASCcsEA1JS1cLy8nIuXLjAvn372LFjxw2nb0yJ4NTU1PCd73yHpqYm\n9Ho9Ho9nyu1ra2uprq4mKyuLJ554gtra2k/V5OMbCSqFjkxDBZmG0YC+mH29m053Ex2uZi72v01I\nakeWQzgDWQz5sxDIw6QpINtQ+KkKi7wRMFKdGUtoPqrqzExQUZyPonIr6Uonck4+f/1uO3+wKpsN\nRdPrF4qLizlw4ADr1q276nXE5t8knx00Wyip0NDXE+Hi2QALq2dv8OfQQITjh7wsWqKL/12SJFFb\nW8tdd92VsO2SJUt4+umnr8sqTmGJmkt1AZasSl0nM1Kt2rJly4S/F6QgsqgCYXpiK0SjpDU240uz\n4U8f/xrJCgVhvQ61x0PQYqa8vJz6+vop35uDg4MA415z3ZADRSSCMhgkotXiG9HgAFGlFVWwDYCS\nkhJOnTrFokWLphQ1xyYaK3EORcnKSe4iZtOmTTz//POcP39+coJ4nSIlgjNWfwPg9Xqn3L6np4ee\nnh62bt1KdnY2PT09cwTnOoUsywz6I+PcSm3OEFE5kwJzfjwsMscYwqztAaEDZ6CNocApPKFuBoOZ\nSM5CnMHCT6V9/ePGSHVmhNCMVGfsdvvHVp1JFXcuSONv3vVh7uvnb28toNiWHPmy2+24XC68Xi8G\ng2HGzy/LMoP9UapXfvQidkEQWLZGz/433WRmK6ccDpgs+rrDnDriY+lqfYKwtLm5GaPRSGZmYlij\nWq2Oa3F27Nhx1c8/m5i/UMO+3W7mzY9iTnE+UX19PfPmzZu0zRLT3yRBnGQZW3MrYb0eT/bk82IC\nZhNalztOcPbs2cPatWsnPRZeaQ8feS6dw0FErUbl8xNSaQj4JfT6EQ2OGdHjjK1fEPjc5z6X1LHW\nYlPgGIqSlZPc+0upVLJjxw5eeuklcnNzsVqtST3uekDKYZsj1ZuGhoZpt9+6dWvCYzds2JD6Cucw\nq5BkmT5vmDZnTCPTPqa1pFII8UF4I2GR+RYNtgnDIu3A6JVCVIrgCnXgCLThmMC+PvZm1uQiCnMu\nqKuBJEkMDg4mOJu8Xm987szy5cvJzs5Gp7uxIkAWZup4eEkGN82zYNYkfxJTKBRxu/jVXGW6nRJq\ntTChjfajgEYrsnSNntNHfWzebroq0XFXe4iaE35WrjeQnpX4eaupqRlnRx7B9VrFUalF5i/Scr7G\nz5rNU9vKr8S5c+fYtGnTpL+POaim+azIMtbWdhAEnPm5MAWZCJpNGBuaccpyfHBeb2/vuCLBCJqb\nm1m6dGnCfcpAACEq4ctIR+Xz41OZ0erE+GymqNKKIuKMb5/shWRGtpL6swHKU3AJZmRksGbNGvbs\n2cN999035WDB6wkpnWXuvvtu9u7dS2NjI9XV1UlnUTU2NlJSUjKhgOrcuXOcO3cu/vP9999/w3vv\nryXUanVSr08kKtHpCtLiCNAy6KdlyE+LI0C7I4BZq6TQqqXIpmNJvo27q7QU2nRXbb22YqOQ0d5v\nLI9rkEFvEwO+Zvp857gwsAtPsBerLo80fTFphnmk64tJ0xejVU3firiekez/Zibw+/10dHTQ3t5O\nR0cHXV1dGAwG8vPzKS4uZsOGDWRmZl7X1Zlk8dCqmb0PKioqaGxsZM2aNeN+l+z/prvdQ3aO9mM9\nBplM4BoSOXsqxE3bM2ZUAW2s93L2VIAtO7NIy0hstw0ODtLf38+yZcsmzTFau3Ytp0+f5p577pnR\n35AKUvncVC41suvFbrwuFfa85E7QXV1dhMNhFi5cOOlrKcogqk1TrkPd3IIyEsFXtRjTdCd4oxGh\nuRWLQoFkMFBVVUVTUxNlZeOzxoLBIL29vSxcuDDBQaXuHySanYnSZkPT0ooc1WC2hkfXqFOg6HCl\n/F41GGTOHOtEkHUYzVMf88f+bzZs2EBnZycnT56csXv67GkXogiLlsz+sf7Xv/51/PvFixezePHi\n1Cs4jY2NPProo/h8PpqampIK6Tp79uy43I8rFzIWc4nMk+PK0MBQVKLTFaJ1TEupzRmkxxMmTTca\nFlmZqWFnmWnysMiwH/fsDAq9Amqsygqs5gpKh9/TESmIMxBLXx9wt9LQd2jYvq6bIH392tvXZwsz\nCXScCCPVmbHaGY/HE9fOVFVVsW3btnHVmelaxp90ZGdns3fvXpxO5ziil+z/prPNS0a28mM/BpVU\niLz/Tpiak/2UVKSmkWqqD3L5YoC1NxtRaYK43YlTZo4cOcLChQvx+yd301RUVHDkyBGam5unFMfO\nBlL93FRUqjlxeJDN241Jkb8TJ06wYMGCKTWjGs8gGlk96Tr0/QMo+vrpm1+KlGQGo2A0InV148nO\nori4mJdffpnVq1ePe282NDSQnZ1NMBgkGBz+X8kyWb29DBYXEUUm2+OlP+xBq5NG1yjLaGQJj6MP\nWZHae8Sep6T+/NC0s56u/N/cfPPN/PKXv8Rut1NYWJjSc8qSTH2di2g0NoNyNl2KJpOJ+++/f9z9\nKV+yjzD6ZETGEHNRjSjD50TGM4c/LMXCITuD1Pc44+6lGzEsUilqSNeXkq4fHUAlyxLecP8U9vXR\nWIqZ2tevVwQCgXHaGb1ej91uJycnh6VLl5Kenn7DVmcEKYjK3wAIhAyzN4zvShiNRkwmE93d3TOa\n2yHLMgP9EcorP37RtSgKLF+n59BeD2mZSqxp0x+qZVnmUl2Q9uYQG7ZMbDePRCKcP3+ez3/+81Pu\nS61Ws2zZMo4fP37daXFy8lU0XgzS3hKmYBoxeCQSob6+ngceeGDK7UTJN+kMHCEaxdzZTV/FfKQk\nk7thuE3V04snO4u0tDR0Oh2dnZ3jBue1tLRQVJSY5K7y+ZAFkYhOGxvqp1IheP3ojWPWKAhxJ1VU\nYScV5BWpqT3pS3mYpU6nY/v27bz11ls8+OCDKeVsDfRFUGtEDCaR1sZgysR9JkiJ4Hg8noSKzXRX\njDU1NTz77LO88soreDwevv71r89slZ8iTBQW2e4M4hwOiyxJN2DXi2yZZyHfoibnExIWKQjihPb1\nUNSHc1jX4/C30Ow4GLev266o9ozY169nyLI8TjszUp2x2+0sXboUu91+w2lnEiDLKEK9qH0X0fjq\nUQbaiGjzUQa7GCj+i6StuDNBcXExzc3NMyI4F2oDaLVi3KXyccNgVFC5XMepwzE9zlRXvLIsU3cm\nQF93mPVbjJNqiOrr67Hb7Vgslmmfv7q6mqeffnpai/NHDUEQWLREx6kjXnLzVSimCPwcmQ0z3SRh\nYYoZOMpAgIhGQ1STmrMuaDRgaw4gRCLISmXcTTWW4IzYw69sBeqGnPhtlrjOJ6zXoXEEELITtUeS\n0oIi4iSqSY3gpGUoCIdlXI7UBdsFBQUsWLCAvXv3ctdddyV9zG1vCZNfpCI9U8nxD7wUz9dc80y2\nlAhOT08PNTU1lJaW0tDQMG3vr7q6mp/+9KdXtcBPIq4MixzbWgpG5Hg0wURhkbPVBrlRoFboJ7Wv\nj6SvNwztwxFoIyIF4/N6RgXN+SjFj97yO4KJqjM6nY6cnBzsdjtLliy5oaszIxCkACpfAxrfRdS+\nekAgqK/AZ11PWFeKLGowdz2L1nUKv3X9NVtHcXEx7733HuvXp/Ycl+oCdHeE2bAlubbHR4W8QjV9\n3RFqT/lYtmZid5gsydSc9ONyRFl/ixG1ZvL3Um1t7YQapYkwUsU5duwYO3funNH6rxXSMpVYbEqa\nLgUpWzg5YT537tw4CcREECUfUcXE5zOVP0BYNwNSLoqEjAa0bg9+m5Xy8nKef/55brrpprhId3Bw\nEFEUE+MxZBmdw0n//NEBrWGdDqPkhivId1RpRRwjNE4WgiCQV6imozWE2Zr6xdTatWt54YUXqKmp\nSSprKxqV6e4IU1FpQqcXMRgVdLaGr/k4hpQIztatWzly5AgNDQ2UlpYmLTL+tGKisMiR1tKVYZFr\n8ufCIpNFLH09F7Mml0LL6GyJQMQVb3H1ei9QP/AWnlA3BnVmrMWlGWtft8z66yzL8rjMJo/HQ1ZW\nFjk5OSxZsgS73Z5SWfe6hSyjCHWj8dWj9l5EGewgoi0kaKjAZ91IVJU5zmXit67H1PsifstauEa6\nKrvdjtvtxuPxxDPzpkPTpSCtTbG2zlTk4ONC5XIdB99y094cGndCkKIyp4/6CAVl1t1snLLK09PT\ng9/vT0k7cb1WcQAWLtFyaK+HghI1mgn+by6Xi76+PkpKSiZ4dCKEqB9ZnehwCgYkXI4oWX1eeqIq\nNHYJtTq190fAbELjcuG3WTGbzdhsNlpbW+OdkObmZoqKihKORRqPh6hKRXSMpT2k02JTDBC8guCM\nVHBmgrxCFSfe97GgSpvysVChULBjxw5+/etfk5eXR2t4DyaNnRLrZhQTXFD2dIaxWBXohi3uZQs0\n1J3xk1ekuqbnu5QIjs/nY+3atXPE5gpEJZleb3g0miBemQmhU4nxaIK5sMhrC63SjN1Yid046uQa\nta/HiM+FgV04Aq0ICOPyuMyanJTs68FgMIHM9Pb2otVq49WZ6upqMjIybvjqzAiEqB+1/zJqb32s\nSiMoCRrK8dk2E9KVwDSVsrC2GFlQo/ZdIjSmIjebEEWRwsJCWlpakrpyb2sKcflCgA23TN7W+bih\nVAosX2fgyH4P1nQFRlPs6j8SkTn5gRdBgNWbDdMmk49oIFN5P6rVapYvX35dVnGMJgV5hSounQtQ\nuXz8RcP58+cpLy+f1Ck2gmhUJhrw0utV0dYYq4S5HFFkORanUWQN0BzW0/yuh7U3GVOy7gfMJkxd\nPSDLIAjxNtUIwWlpaWHZsmUJj4m3p8bAhYZCdZg+QQZG/89RpQVVoCXp9YyF2apAEMExEMWWkfr5\nyGq1smnTJva88zKGJafI0JVxvu9VFmTcQYntZpTiKEHraAmTVzQ6dyfTroQz0NcdSXphe/VpAAAg\nAElEQVQez0yQ0l/1b//2b/zZn/3ZtVrLdY94WOQVqdedV4RFVmbr2TEXFnldQCEqsWmLsGlHRXyy\nLOOPDI1JXz9NXd8r+MIDmDQ5w22uongul0ZpnFQ7M7Y6U1ZWhiRdXSDgdQVZRhnqQu2NtZ2UwU7C\numJC+hipiaoyppwFMg6CgN+6Hp3zg2tGcCDWpmpsbJyW4HS2hThf42fdLUb0RkVcDzFu4Np1AItN\nQfliLacO+9h4q5GoBMcOetDpRZau1k+rZQgEAjQ0NPDFL34x5eeuqqq6bqs45Yu1vPtGbPifwTR6\nrJVlmbq6uimTuduaQjRcDOD1SNxR4aU/qEJtECgp12C2KtDqBATAXBumqMpK4EKY9/d5WHezMV6J\nmA6SWo2kUqH2+ggZDcyfP5/Dhw8TDoeRJImenp5E0bEkoXW6cNnnJ+zH4wWfrEQZCBLRj7aUYhUc\nR3Iv1hUQBIH8olibaiYEB2DBggXUD74Bnlw2Lfg6g/5m6vpe4Xz/a1Sk76TUdityVE1/b5ilq0dJ\nqCAIlC3QcvlC8PohONu2bYsfAADeeeedT2Sa+NiwyHbnKKHp84bJ0M+FRd7oEAQBvSoNvSqNXNPo\ncK0E+7qviYbeg3iiXcgRJSGXFjFkwawuwJ5VTlXVNjIzsxKuhg0Gww2vjxKiftS+S6h9sSqNLKoJ\n6Svw2W4ertJc3cEoYFyCcWAPilAfUXXm9A+YAYqKijhw4ADRaHTSgWS9XWFqT/pZe5MhHl544sQJ\nDh8+zIYNG1ixYsU1WdvVoLhMTV9PmNpTfpxDUaxpCqpW6JIiY3V1dcybN29G4vWRKs7Ro0e5/fbb\nZ7L0KSHLMpFIhFAoFL+Fw+Fx30ej0Xhm2sjnTqMVKa3QcL4mwMoNoxql9vZ2NBpNfMjeWETCMrWn\nfDgGolSv1GNNV5DWEUKRnUZUk6i1UQSCSEoFKJVUVCpRqgTef8fN2puN8UradIi1qdyEjIa4O7Kp\nqQmFQkFOTg4q1ehnSutyE9ZpkdSJnzOvR8ItaDH6/QkEJ6qKBW7OFLmFKj7Y52HRUnlGgl9BENBm\nD9Jbk86bA2+yfv16Nhb+MY5AK3V9r3Kh/8/IEraSnr0ZlTpx/7mFKi7U+hkaiGBLvzYdjZT2+tRT\nT5GdnR23h/f09NzQBMcXjiZGEwy7l64Mi9xUZKZgLizyE4uR6szYuTNud5CsrOXk2rNJy9aiyQvi\nl7txBFrpCbxC6+AvMHvz420um7YQjf7GymkBQJZQBjvjhEYZ7B6t0qTdQlQ1y1fsogq/eRU652E8\nmXdPv/0MoNfrsVgsdHV1jbPkQsyuevqoj1UbDVhssUNgW1sbNTU13H///ezatYuMjIxx1t2PG4Ig\nsHSVngNvuckrUietnZBlmdraWrZv3z7j566uruZnP/vZrFdxzp8/z759+wBQqVSo1eqE29j7BEHg\n4MGDuN1uioqKmDdvXuxruYZ3d7sY7I+QNlyJqKurm7CC5xyKcvKwl7QMJZu2m1AOO7CEqA95gtET\nqkCA8BhSWFqhRakUOPyuhzWbjUk5kIJmE5b2Tty5MafTSJtKp9ONe4/pHE78E0QheD0SAbUWm88P\nY15+SWmNVXCGW2CpwmhSoNWJDPRGyLSnfvHiDvYQiDq4745v8+HpMzz33HNUVlayYsUK1hd8DVew\ng/21LxK2fRd97zbK029DrYgRUVEUKKnQ0nAhyMoN1wHBeeSRRxLGezc2Ns76gq4FXIHhjKUrWkve\ncJS84fkxBWYN28us5Fs02OfCIj/RCAaD45xNGo0mJe3MWPv6kL+ZpqED7G/pRKu0JIiZrdoi9Kr0\n66rlIUS98SqNxncJSdQNE5othLTzrrpKMx38lrWktf4Yb9r2lAeUJYuioiJaWlrGERzHYIQT73tZ\nvlYfPxl6PB7efPNNbrvtNux2Ozt27GD37t3cd99910XuTiQSwel04nA4cDgciAYnakMRML14FqC1\ntRW1Wo3dnpqVeCxUKtWsV3FaWlp4//33+fKXvzxpRtREcLvdNDc3c/78ed555x3sdjs2SyGnj+Ww\nZWcOwWCQpqYmNm/eHH+MLMu0NIS4eDbA4qW6RLG2LCNKfqQJsqhUfj+RK8Joi0o1KFUCh9/zsHqj\nYdr2TsigRwyHEUMhJLWa0tJSDhw4gFKpZPny5fHthGgUjcuNI3/8iAOvJ0okT4fK15dwvyxqkAVF\nLEtrEpv7dMgrVNHRGp4RwWlzHSXftBKtRsfatWuprKzk8OHD/PznP2f16tWUlixE1fY7bNrh4+Lg\na+y69A2WZD9Aie0mAArnxQJUve7EFuNsISWCY7fb+f73v091dTVbt269rg7aV4ZFto+ZIxOV5fgg\nvEKLhuU5BgosGjIMSsTr6G+Yw+xDlmWGhoYStDNut5vMzMz4VODt27en7GyayL5uMOrpGrgU1/Zc\nHtqHI9BKVAp9vPZ1WUIZbI8RGm89inAvYV0JIX053rStSKqPNm9IUloI6eejdZ/Eb702+XTFxcXs\n27cvIf/O7Yxy7KCX6pW6+ME8Go3yxhtvsGTJEgoKCgDIy8tjzZo1vP7669x///0J4/OvJVwuF4OD\ng3EiMzQ0hMPhwOfzYTabsVqt8duxY8c4evQoq1atoqysbMpj8Yi4+GqP19XV1TzzzDNcvnx5wsiB\nVNDX18dbb73FHXfcQUZGRkqtXZPJRFVVFVVVVYRCIdra2mhsaKS+6QTtTxsozkqnvHi0HRcOSZw5\n7sfrkdhw6wStJXl4hPsExF7lD+BLs427P69QjVIpcOyQlxXr9FMHowoCQbMRrcuNLyMdjUZDQUEB\nfX19CQRa63QRMhqQJxBF+9wSmPUo2wMgSTDm4mvESRWZIcHJLVSz/0030ag8rVD9SrS5jrLM/oX4\nz0ajkW3bttHX18ehQ4c4fvxDivNXYdEuYE3eo7iCnbzX/DgAJbabUKoEikrVNFwMUr1y9t2lKRGc\nmpoavvOd78QDN5OZZDzbGBsWeeUcmbFhkYUWDRsKpwqLnMMnEcFgkJ6enjih6e7uTqjOVFVVkZ6e\nfk3C4kRBgVmTh1mTl6R9PSsuZB4hPjrV/2fvvcPjuO87/9fM7Mz2go5FbwTYSYnFEkVSokRLMq1q\nSS6xXOP4njxOv0tyySW+Sy53Se5yTmzHudg555xEjmP/zrJky5IlUVYvpIolihRFggRJ9A5s3+m/\nPxZYYoldorPu63lIAsTs7Cy2zHve38/n/Vkex0Aw4iipTpyJYyjJE1gOH5qnnXjZrejuJrjIw06T\nwR0Ehn9AKnj9irSMV1VVkUgkiMVi+P1+4lGD156Ps3aTm3DdWcHy8ssv43Q62bp1a87tN2zYwMjI\nCE8//TT79u1b0c+Pvr4+Dh48yOjoKOXl5ZSUlBAKhWhqaiIUyrQXn+smXnPNNZw+fTpH6KxatWrW\ndrFYjP7+fm677bYlH6csy9x555385Cc/QdO0RQ81jcVi/OQnP+Gmm25aVCDjTJQpR6S1tZUN61Ve\nf6WbmyrjUBrCBibGDN56NUll2ME11/nynsALuTcwnYGTv26pqkZmyw4vb76SYNM2D9W1hUWOGgjg\nmpgkWZ5ZX7rmmmsYGxvLeV1llqdmBzDatk0iYeEJODCdzsyy2YwLMtMRzGThOMMF7/98uD0igaDI\n8ICe896QtCHk3qcg8MG8y19RdYC0EaXc0z7rZxUVFdxzzz089sOj9A68wcMPv8euXbuorKxhT9N/\n5NnTf44oSDSFdtK8ysmzj8foWG8tabhsPhb0KXfuJNSVnH1jWjYDcS1nSaknotIX1fA7Jeqm8mM6\nyt3sbQ1SF3QuaPpwkcufaXdmZu1MNBrNujPr16/ngx/84EXPncnfvq4TVfuZVKfb1x9jMt2DgJhn\n+vo82tdtC0e6J5NLkzyGpI+iu1tRPR3Ey27HWibhtFwYrgZs0Y2SPI7mXb3s+5/ZLt7WupZXnh1m\n1VpXztJEZ2cnXV1dfPzjH58lYARB4MYbb+Thhx/mjTfeYNu2bct6fLZt09vby8GDB4nFYmzbto27\n7rpr3sJbEASam5tpamqiu7s7R+i0t7dn93P48GFWr16dU8i6FCorK7n33nt55JFH0DRt1gTsuVBV\nlUcffZTNmzezatWquW+wAKprnFRUVFPh6MawBV5/P82J91U2bs0VtecimKm89TeCYSCYJqZS+HdX\nXungA7u8HHwpgWG4qWvMfz9pv49gT1/WfampqckRd6JhoMQTTDTWz75tykaWBRyygOZxIydTOQLH\nmhY4S6CmQaG/+6zAkbRRQn3/iChYyHIr+oyxOtP0RF6jPrC94KzAWMTC5azlwXs7OHr0KD/+8Y+p\nr69n8+bN7Kz797zY+z8RBQcNweuoaZA51amyesPyJrgveNjmtHtz8uTJZT2QmfzNwwNENAOXLBJw\nOyhxS6zzetjdGKDC58ClSIhipkhJEkGUBEQVkoaJKAqZn0mZfwVh/mPki1zaTLszMwWN0+nMzmxa\nv3495eXlK+LOLDeSKFPibqTEPVf7+iMk9fGp9vUZwsfZgAt7StAcR0l2YjmCqJ524mX70N0NF92l\nOS+CQCq4A/fkKysicCBTh9PV1YWZaqG+0U1T29nfx8TEBM8++yx33303Llf+OiCHw8G+ffv4/ve/\nT3l5+bwGC8+Fbdv09PRw8OBBkskk27Zto6OjY9FZSYIg0NjYSENDA729vbz++uscOHCArVu30t7e\nzpEjR7jvvvuWfNwzKS0t5f777+dHP/oRmqaxbdu2eX3GGobBT3/6U+rr62dlvywXm9eIGD0gRhL0\nj2ns+mD+mVwzEa0kVp45VNkE4zkeW6jMwXU3+jjwQhxDt2lqm11PZDsc6G4XzngCNTA7Mdk1GUEN\n+LHzfHYl4lZ2fIg+JXBmYi6hVXyamnqZo4dSGLqNQoRQ/7dJlN6Cy+XGM/Y8kTwCpzt6gG01ny+4\nz75ujdoGBUmSWL9+Pe3t7bz11ls888wzTE5OUhLewGvqt+kR+qgtvZ6j77hoW+1a1iGcC/oEvOuu\nu9i/fz9dXV1s3LhxxQL/rqv34ZMlBFvAsmwsM+PoWBEYGjewLAPLyqR4WhbZbSxr6vsZX9s2iBJZ\nQSRKIJ0jgnK/Fqa2P7uNJGZc9Omvc7aZue88+5HO/b+pfRVF1/k5nztTXV3N+vXr2bt3L15v/vj6\ny5HC7evpqfb1M0QT79E/9hQT+hhOQaTUUULQ3USgZBdBz2p8ShXCZTJ9Pe3fiHfsCSRtGFOZ3c67\nVBobG3n++ecR1TR3f6wcTc9MgdZ1nccff5zrr79+litt23bOe9Pn87Fv3z4ee+wx7r///txI/QVg\n2zZnzpzh4MGDqKrK9u3b8y4pLRZBEKivr6e+vp7+/n4OHjzIyy+/TGVl5aKP+XwEAgHuv/9+Hnnk\nEVRVZefOnef9TLNtm2eeeQan08muXbtW7POvVFQZl7yUkOLGGxQsz9wXOxkHJ3+BcaHlqXMJhCR2\n3Ozj1Wcz2URVNbNdH3WqXTyfwHFPREhUlufddzJu4vVlHofuceMdHc/5ueUIIqeW1vCjOEVKyx2M\n9o6zVvy/JEM3kA5uR/a6UPp/gkPtx3CedZwyo3HSlLnz12LZtk3fGY3tu86miSuKkg0KNgyDkZER\nuoebOcP/x5n3uhnvVRh6KERdfRWVlZU0NDQsuch/XgInmUwyPDxMU1MTe/fuXdIdzofrtp1/xtVC\nsC0bM0cE5RNE00Ip87WZVzyBadjoJliWlXM7c2obe8bXhfadFV0is4RUrlCacqjO2cbp1DFNvaAg\nk6Q8Im2mEJslwISMeLvIoutcd2ZoaCjb+TEtaC4Xd2Y5EY0ovuRxSpPHUZInMB0htLLbUN1tTEoe\nJtVMbs/p2NtMjvwY1YwRdE4XNGf+DV6q09cFB+nA9qmW8buXffcejwenHMRf0U9P/DSR+CiameDE\nqaN4VmlEgiP8/NSP0cwEupVEMxM4RBcfavtLlBknvHA4zPXXX58tOl5Ix49t25w6dYqDBw9imma2\nKHgl061ramq45557su+hlcLr9XLffffx6KOP8vOf/5w9e/YUfFyvvvoqkUiEj3zkIyv62JVEAur8\n2HERZypJyjN3l975HBzNN/8LKK9PYvUGN13H1bwCJx3wU3qqm+g5Ld2ipiOn06T9+UeLJOIWHv+U\ng+NyIalqTqGx6QjhWuISFUBDvU5T+p9IV20hFdo5dXAyqdANeCZeIFp9diJ7T+QA9YHtBS+mxkdM\nHLJQsI3e4XAQDocJh8O0pdp4Ufkrrt30OY6/VkJFRYLh4WFee+01PvnJTy7pInZOgfPuu+/yla98\nBZ8vM4Tua1/72qLv7GIgiAKZDL5LxzGxrRniyQLTzCO6CggyWZZJJs2MULIyMeO6DpZpnfd2OeIt\nj4DLiq7zulmzna1ZLlZe0Xb2a0kSQLBJJCKMjw8xOjbIyOgQsViEsrIKqquqWb16HXv23ILf7736\nnC7bRE6fyY5DkIxJNE8bmqeDePkdWI6zU5F9gM8Zpi5wtj5EMxNMTrWvj6dO0zXxAlG1D7ccmjWP\n61JoX08FP0Bp99+QKL1t2VvGE3ET2RViKPAtxNEWnGIJk2MJkhGLbdfuxq34kSUviuhBkbzIkpeD\nfd+iJ3KA1tI9Oftav359tvPnjjvumNOtGBoa4sSJE3R2duJyudi+fTstLS0X9Pd9rju1ErhcLu69\n914ee+wxnnzySW699dZZFyHvvvsunZ2dPPDAA3OOTVgqSjJJvLICbBslmSRVNneHoFjQwUmTqFhY\n5k+4XubI2yniMXNWt5bhciHYNg5VzWk9d09OkgoGcjqjZpKIWYTrpwSTKGK4nJnlM2/mmJejBkcw\nU6yRHuLYRCslzbuZKYtTgQ9QduZ/IOrjWHIptm3THT3AdXW/WnB/vWc0agvUI51LmbuFnQ2/zUvd\nf00g/DnKgpvYtGkTL7/8Mi+88MKSRoTM+Wo7dOhQdiL40NAQ+/fvvyAuzpWMMFU7JC1CdGWmiS//\nMdn27OW9rENl5goyK58gm+lUWTaGnnG6TBM0XSUaGyUaHSKWGCaWGEESZTzuCjyuCkq9LVSHSsAW\nSU3AyTGbzkMGthXJukuz3azCy4IztxfEs8JqIQIuu30eZ225T1KiEcmOQ1BSJzHlskzHU8Vd6K56\nEObvWimSl0rvaipn1LVYtklMHcwWNJ+YeOac9vXGrOgJOmvzDstbKSxHAM3Tjiv2xtmrxmXivaN9\nuDf8DHWonFtv+CNOnjzJm688ygMPfKngsk1zyW6OjvxklsAB2L17Nz/60Y84cODArOX5c0WNJEms\nWrWKO++8k7Kyiy8kVxJFUbjrrrt44okn+OlPf8q+ffuyQubUqVMcOHCA+++/f8WL/UXDQNQNDJcT\nwbbxjo3PfSMyIX+zHBzLwqGq6AXqswohSQINzQpnTmisu+acfQpCNtU4R+BMRIjWFM4omlmDA6B7\nPMjJZFbgmNMDNxcZ9idYKqGB76C7m+hlD6leg6a2GWMvJBepwHY8ky8Sr7ibyXQ3tm1S6spfk2aZ\nNgO9Ortvnf9KTLlnFTfU/yYvWl/lvVO/TG3jtWzfvp3vfve7OdMTFsqcAqe19WxxUVVVFadOnVrU\nHRW5tBGEjCDIXHwt/sPYtm0mJycZHBxkeKp2JhKJUF5ensmdqd5IOByel+2YFV2F6q1MssuP9kwh\nlmdZ0LJsDGPG91P7KLQceT4BJwj5BZYsJ7Bt62ydVyHxJFqUyN2UOk5SKp1AIUaUVsbEVcTEfVj4\nENMCogaiaCFK9ixBJk0JuWmxLJwnmFIUJIKuWoKuWhpz2tcjM9rXj3J87Mnc9vUZBc3L1b6ej2Ro\nB8HB75MK7li2lvGhiR5OyX/FhqoP8+JrZxgaGuKJJ55gz549561JCfs28Ub/PxJV+wk4c1uYJUli\n3759/Nu//Rvl5eW0trbmiBqHw0FbW9tVIWrOZboge//+/TzyyCPceeedTE5O8vTTT3PXXXddkMBE\nOZFE83pAENDdLiRNRzBMbMdcRcYpdDn3NeFQVQynUtBVOR+NrQovPB1n9QYXkiP3NZAO+PGNjJKo\nzIwpkdIqkq4XXAqzbXuqBmemwHGjxBMksw9AwRZkBCuBLeVf5iqIpRMc+GcMpZJ4+Yep1UxOHkvP\nKpROhXZQ2v3XJEpvoSf6GvXBDxR8fQ8PGviDIh7vwn53Fd4Obmj4Es8bf0tnz6/T3rCWPXv28Oyz\nz/LJT35yUZ2AC/YLZ56YlqKsilwZaJo2q7NJluVsZ9PatWupqKhYVO1Mjuhaxsr6pTAtuvLVW7ld\nHmKxRN6lRoc5gc86QdDuJMBpUnY542Yrx9J3MKmHsSxxhpDSM+LLzCO6CggyQTjXncrnPp0VW5lC\newei1IootuIXBYISIOpo6iBpvYehWC+neYek1YMgSHilOvyOBgKOegJKAz6lGockF17GnGcauOGs\nx5I8KMljaN41S36OxlOnebH3f1LvuI81VTfT3fgk3/ve92hvb5+zNVkUJBqDN3Bq8kU2VX1s1s89\nHg8f/vCHefTRR3nxxRevalFzLpIkceutt/Lcc8/x8MMPk0wmueWWW5aUoLwQlEQiI3AgI3I8bpRk\nMm9R70wEK4V9joMjp9ILdm+m8fgkSsok+ns06ptzhYLm8yGf6UEwTWxJyixPhYIFnZfoZKaWRVbO\nigXN7cY7MpqznekIIukRjIUIHNsgOPhdLMlPrOJeEEQqqgXePmiRSlo5A0UtRwDVtwH3xCt0Rw5w\nQ/1vFNxt7xmtYLv8XFT51rHG8yu8E/k6Zcl/T2NjG9XV1Rw8eDAntHO+zClwHnnkEQ4dOpT9fnh4\nmFdffRXI2I9//ud/vuA7LXJ5Yts2kUgkJxV4cnIy29m0du1abr75Zny+BV5FXEZMiy4kcJzjdPn9\nCg5FzXxjG8ip0ziTx1ASxxFJoPlWoXo3MeG5H1vy4Qbqpv4sBdvOOFjniiCzwJJjoaXGzPYyslmP\nZNbhntqnaVno1iRpsYeY2Muo9Ca641EMcQKHUY2k1iKptQjpWsRULbbhwTKBKdE17WY5XQKVYZnq\nWplQ6YzwTUEgGdqBZ/KVJQuckcQxXur+Ks7Bj7H1xl1AZvaPpmnz/oBsDu3muTN/wYbK+xHzLA9W\nVVVxzz33IIriVS9qzkUQBG666SZef/11vF5vzgrASqMkksSqz9YdaR4PSmJugSOaSSzpXIGTwljE\nYNJpGluddL6XniVwbElE83pwxuKkgwHcExEmGwp/Ahw/otLakbsPw+VE0jQE08Kemo1oOYKIZgSo\nnd8B2iaBwe+DIBGteiDrnEqSQLhWpr9bo3V1rsBLhnahdf8NgiAScuWf06brNiODOhu3LP53t67l\nGrp//ilecPw1e1v+mN27d/Pd736Xjo4Oysvzd5oVYk6BU1lZmTN/aiYXI8m4yIUjnzszXf1eXV3N\nmjVrFu3OXIkI6ijuyFsoiePIqVOYzipUTzvRqvsxnLUrktgLmZOKIGXck5UrpvdxrhQzrDSTU9PX\nM38OEVF7UCRvppPL2UBAaSAg1+OWKkklYahP5+0DSXTdprpWpqpWprzSgerbgG/0CSRtCFNZXHHs\nQPwQB3r/nsrE5ykPr8te9TY3N7Nx48Z5jwMIumrxyGUMxt/NadefSb4p1Vc6qhHnld6vcU31g4Rc\nDQW3EwSB7du3X8AjAywr47rMmLSteT14R8fmvGnGwcmtD5JTaeKVi+/mrQo7OPyWxeS4Qag09zSr\nBvy4ojEMRUGwrZxjnsnkuMHkuMG1151TuySKGC4XciqVXdoyHSEkfZ6FxraFf/iHCLZKJPzpWTV+\nNY0yR99JzxI4plLBMUGkRaktKOoHezXKKh0ozsV/1omiwJr6azkdjfJi9//ilub/zPXXX88zzzzD\nAw88sKAuvDkFzoMPPljwzdzSMr9hb0UufQq5M9O1M2vWrLni3ZkFY+koqVMoyUyBsGSr2O420v7N\nRKvux5aunIyefDhEF+WeNso9Z7MwbNsioY9khpCmu+mJv8JkuhvNjFPpXcO1az7Nmk3lxGMmg306\nne+leetVk4oqmWuqt+Afe4Vk+N4FH0tP9HXe7P+/bCn/DY4cDbP9w/Nv5c5Hc2g3pyZfKChwrjYs\n2+CV3q+hm2neHPgnbm76o0vKuZJTaUynkhOUp3s9KGd65iy+neXg2PbZkL9FIogCja1OzpzQCG3P\nPc2mAwF8QyNYkkSqJFTw2I4dTtO2ZnYdD4DuducInPl2Uon6OP6RRxEsncmaz+YNAy2vcJBOWcRj\nJv4ZGs+2LU4aE9wpOMA28zY/9J7RaWxdepNCQ4uT449dT0X1GK/0fo1da3+Xo0ePcvjw4YKGSz7m\n5eAs5mdFLm1mujPTgsbhcGRrZ1avXk1FRcWKt3Vebkja6FRy8DHk1BkMZzWap4No1cdxl7cTi6/c\n+JLLAUEQ8SlV+JSqWe3rJ8af4emuL7Ox6mM0h3bTtjqTXKqmLYb6dQ4PbGR32bd4/fgu1m8rzakB\nOB+nJl/k0ND3ubHx9zh9qILmVVJOzcJiaAhex6Gh76MaMZyO5cvluhyxbZu3Bv4FSXByY8vvsb/r\nTzkTeZmmZe56Wwo59TdTWA4HluzAkVYxziNWBDPXwRF1A1sQsJY43qKhReHZx2Os3WzlvB5Np4Il\nSXhGxxhtzx+UNzFmEI2YbL0h/0WS5nHjnPFZYzmCKMnjhQ/GNvBMvIhn8iWSoV0kS3YWTDoXRIGa\nepm+MzrhGXX2Y6kTOCQvQSWMGnuHdODanNulUxaRcZOqnUsfC+KQBRpbFIyRu0mX/wNvDfwTe/bc\nw8MPP0xLS8u8L7SLZ6+rgPO5M9XV1axevZqbbroJv//q/iDPi6WhpLqyokawdDRPO+nAVqJVH8+d\nYXOZJAhfDBTJy9qKu6jxX8OBvm/SG32dbTW/jFsuwekSaWhx0tASxhxYzVre5XwQkZUAACAASURB\nVOWfb+H6G714z538fA7Hx57i2Njj7Gn6Q0StiuGBODfvW3o7siJ5CPs3cSbyCu1lSx9UeTnTOf40\nI8lj7G3+z4iCgy3hT/NSz1ep8V+bE4h4MVESSdLBwKz/z9ThJAoLHNtEsHVs8azjl0kwXnomk9Ml\nUlHtoOe0Tkt7rqOoBvw4Y7GCx3XscJpVa1wFp3vrHje+4bOFxpmBm9G828rJk/hHHsWUyxiv/xKW\nPHc2UG2jwi8OJNlynZ39v+7IAeoDHyDlXY9v7HHS/mty3Ke+bo3qOjmv47QYmlY5ef5nMXav+Xe8\n2P/fGHUeYMOGDbzwwgvs27dvXvsoCpwrEF3XZ03UliSp6M7MB9tG0kezy04Zl6YWzdtOtPpBDKV6\nUVkTRTKEXPXsbf4vHB19lCdP/hHXVH+ShuD12eWOdMkOGtTvMbZ6C688G+e6G334g7NFTiTdx4nx\npxlMvMvNTf8Jr1LBL95O0LzKiawsz/PTErqRt4e+d1ULnIH4IY6O/phbmr+cTcMu87RR49vM4eGH\nuTb84EU+QjKhfokk0ZrZ07Q1rxclkchO8T6XTP1N7ryppS5PzaSpzcmhN5I0r1JylvTiFeV5J4cD\njI0YxKMmDTsLL3EbLheSrme7saw886gEI4Z/9HHk9Gli5XegedfO+7MrVCphWzAxpiM7M8tTPdGD\n7Gn6AzQljD0mTnU9ns3b6jujs2bT8oV1uj0iVbUO+k6J7Fr1O+zv+hM2rX6Q4z8e4dSpU/OaDVc8\nw13mTLszMwuBJyYmiu7MQrA0lNRJlORxnIljYJto3g7Sge1Eq35p2RN2r3Yk0cH6yvum3Jxv0Rt7\ngy3hz+JyBDBc9aiedjanv417w8d59TnYvstLqNSBasQ4E3mV05MvkTYmaQzu4JbmL+NyBInHTIYH\njGVxb6ap9K5BMxNMpE5T4m5atv1eLkTVPg70/j031P8mvnNmhW2s+ihPnPh9WkpuJOSaPQH7QiJp\nOkDeqd+a14NvZKTgbUUzlbeDKl1AfCyU0goJQYCxYYPyqrPHZykyVoEp5ccPp2lf50Is4N4AIAgz\nCo19Zx0c2wLAHT2Ad+wZUoEtRBt+GxYY3ikIAjUNMmdOJmlbKzGSPI5T8mezoZIlu/FMPJ8VOLGo\niZq2KK9YXknR2uHitefjtHSUsrPht3jhzF+xbfeneO6556irq5szG6cocC4zdF2nt7c3R9CIopjt\nbCq6M/PAtpH0YZTEcZzJ4zjS3RiuOjRPB5PhT2e6eIouzYpT6m7h1pY/5fDwwzx58g/ZEv4sdYGt\nxCvuxhU9yJrxb+PcdBfPvzmJt/kNJvVjhP2b2Fj1AJXedYgzlgQ7j6SX1b2BTD1Rc2gnpyZfuOoE\njmrEeLH7K2yq+jgV3o5ZP3c6/Kyv/EimNqLpP13UguNs/U2eYzBcTkTdQDQMrDyfiYKZnN1BlU4T\ncy/PmAtBEGhsc3L6pJYjcAoxOqyTTFrUNc0tSLSpyeKazweijC26UJLH8Y7vxxYUJmp/BdO5+MdR\n16Tw0v44XZ2gVr+IIl7DOweTON0CTlc7m4UnSQ50Yfsb6T2lUVOvnDdwdDEEQhKBkER/t0Z9cwtb\naj7HLwYeorruJg4cOMDOneevAyueBS9hbNsmGo3Oqp0pLS0lHA7T0dFRdGfmiWCpyMkTOJPHs8V4\nmqedZPA69PCDOWvwRS4ckqiwqfrj1ASu5WDft+iNvsG14U8xplTQ7QjRHf0K/rpy4t23cP2aLxAO\nz66ziEdNhgcNbt6y/PUgTaFd7O/6L2yq+gSSuPTiycsB0zJ4pefr1Pm30lyyu+B2LSU30zXxPGci\nr9AUWngI23KhJJOzCoyzCAKa14OcSKLmqdERrVwHRzBNRF3HWMBA1bmoa1Q49m6adMrC5S5cp2fb\nNscOp2lf65pXSKbuceOMno0+MOUggeH/R7zsQ6T91y75Is0fkLjvwVpGRiZ4qvtt1nv/AFGXUNM2\nsYhNp/gBShPP89yb96GrFjfcsjLnoZYOJ++9naKuSaE+sI2YOkC3eICjL9TT0dFBRUVFwdsWBc4l\nhK7rDA8P5wgaURSztTMdHR20tLSQSqUu9qFe+tg2kjY0JWiO4Uj3YrgaUD3tJGt2YMqVRZfmEqLC\n085trX/GoaEf8ONjv45bLqEpuIsPNn+I2rEnSbWM8tPXVcSt+qxJzcffS9Pc7kRegbRrn1JJ0FlH\nf+wX1AcvcLbLRcC2bd4a/CccopMNeZKcZyIKIteGP8MrPV+j1n/tRZtYrySSJM8zfkOfDvzLJ3DO\ncXAc6TSG07Wsnw2yIhCul+nu0mhfV3i5e3TIQE3b1DbOT0jrHjf+weHs99HK+7EcwbyDQxeLJAnE\n7eN4lVKazw0ktHZQfuZlbrs1jamsXEd1RVVGpowMGlSGZdaU30lMG8C+bpif//wZHnjgowVve0EE\nzkMPPcSDD14CxWiXENPuzMylpvHxccrKygiHw7S3t3PjjTdmp7hPU1x6KoxgplFSJ6Y6no4DYkbQ\nhHaiu1uKLs0ljkN0cW3406ytuBunFMi+7ifcX8Q/8igfWf8QT7xzL6ZRQ01DxsKPR01GBg02rIB7\nM01zSSYT52oQOJ3jTzGWPMEtzV/OWQIsRLmnjWrfBg6PPMw11Z+8AEeYi2CaSKp23qJgzevBN5S/\nDkc4x8FZzgLjmTS1KRx8MUHbGmded2bavelYNz/3BsBwOhENIztvy3TOLrJeDrqnZk/NQlRIBq/D\nM/Eisar7VuS+IbPM19rh4uQxlcqwjCAIbA1/nue0v0SoPsa7775LXV3+NOgVP1vu37+fAwcOXPUC\nxzCMWanAgiBk3Zn29nYqKyuLAmYh2DYObTDT8ZQ4jkPtQ3c1onnbSYZ2YcrlRZfmMsTlOKfAU3AQ\nq/gIbucB7mh/iBdP7MMw1mXCwI6kaVkh92aausA2fjH4ECl9Ardc2Cm43BmIHeLo6GPsndExNR82\nVn2Mn534jzSHdl/wgmM5OdXSfZ50W83jQU6lZgX+aWaC8UQnlcrZJQ45lT5vZs5iCZY4cHtEhgcM\nqmtnOzTDgwa6blNTv4Bl0KmhonIqheZfmQBWyzLojb7BrS1/mvfnqeB1lJ35XySMvVjnvm+XkdoG\nmfffTRGZMAmWSEiizM763+RJ9cu89f6jfIgP5b3dip9N9+7dy2uvvbbSd3NJYds2sVgsZ6lp2p2p\nrq6mvb2d3bt34/f7L6k00MsBwUxlXJpEpo3bFmU0TwfJkt1o7pYFdwsUuUwQBFLB6zCUanYJ/8rh\nwWHei+5mZMhgw9blcW9EfQJn8n1MRxm6qyY7mdkhOqnzb+P05EusqbhzWe7rUiOS7uNA399zQ8Nv\n4VUK1zTkw+UIsO4iFRznC/g7F9shYSpyzigH27Z4tfcbaOluYmYSX/QA1b517IqvJR1aGZHW2Ork\n9Al1lsCxbZtj76bpWO+aVaRrWBrjqS4qPB15f6+ZgaIrJ3D6oofwKVUFXxO25CXtvwb35MskyueX\nTbMYREmgeZWTrmNprrku0z7vdPi5qfl3ecb+bwVvV7QLloGZ7sy0oAGynU27d+8uujOLxbZwqAPZ\noD2HOoDubpoSNTdhKgsbvlbk8kZ3NzHZ8CXWSA8xND6Et+PDS3NvbBNn4iiu6EHkdB+qtwOncRiH\n2o8tOjGctejOGla5Gnll7AlWl99xxV2UaGYi0zFV/QkqPO2L2kdryc10TTx3wQuOlUSyYMbNTDRv\nJvBvWuAcHX0Mw1K5N3ADqqeNfkeAofhhFFXnkZ7/hN9TT5V3PVW+dYRcjfNarpuLmgaZ995JkYib\neH1ns52G+g1syyZcd1b42LZNX+wN3h78VwxLoy6wlWvDn5l1HLrHgyuSP+BvOTg19jINgTzLUzNI\nhnZR2vM1UsHr5hUiuFgaWhV+/tNYzqTzgLOGD7f/j4K3KZ5xF8hc7syqVavYtWtX0Z1ZAoKZREl2\nToXtdWKLrkzHU8nNaO5muEq6WYrkx3IEidR/kTL349TFv4HZU4rmaUfzrEJ3NeadkXMuoj6OO/o6\nruibmHIZqeB2ItWfOvvasm0kYxxHug+H2k9jupcDxgT6yT+mwrMKw1lLMnRd1uW5nHln6N+o9q2n\nObRr0fsQBZEt4c/wSs/XL1zB8VTA32TD3I6L5vHijMWgIjNxvnP8KT7Y8qdII48iOPxUeDuolpoQ\nxk5xe8dfMZw8ylD8CAf6/p60EaXau55N1Z/As4QTuCQJ1DcpnDmpsXbTtJM01Tm13pU9X0TSffxi\n8F9IGZNsq/kCpe4WXu75Kq/0fJ3r6n4VxwyXWnO78Q8MLvqYzoc11s3qwRD26vPXnllyiETZBynt\n+Tvi5beR9m9dkdIARRGpa5Q51almf3+QSUkvRFHgzIFhGLM6m6DoziwrtoVD7csG7UnaMLq7Gc3b\nTqJ074peFRS5TBFlEpV3k6i4Azndg5I8jm/0cSR9DN3dguppR/O0Y82smZlya9yRAzjUAdL+zUzW\nfiF/B4ggYMplmHIZqj8z3K9hpJJD6V5uCGzBmThCcOAhJmu/UHCmz+XASOIYA7F3uL3tL5a8r3LP\nqqmC4x9xTfUvLf3gbAvBSiOaCUQzgWBp6O7GbLOAI61iyZl5U3OheT34B4dQjRiv9v4d22t+BY9c\nmgn6EzMnSzmdzgyxlNzU+q+l1p+ZtZTUxzk18TxPd32ZbTVfWNIA1sZWhZeeidOxPjOGYbAvE1JY\nXSujmUmOjPyIM5Mvs7bibtpK9yJOifVdDf+Bg/3f4vkzf8muht/JntRNp4JomAiGgb3Ec5BtW4yl\nTtIf+wX+8Rib1XUIjgZSKRl1jpX/VPB6NFczgaEf4Iy/R6zyI1grMMOtpcPJC0/FaV/rwjEP5/ai\nvzOPHDnCkSNHst9/9KMfvWi5LtOdTb29vfT19dHb28vo6Cjl5eXU1tayYcMGbr/9doLB4EVzZxRF\nuTJyb4w4UvQoYvQ9pNhRbIcP078Wq+5uDF8riDIOLoEX6AK4Yp6by41ACNiAARh6DCn2Pp7oe/j7\n9mNLXqzAGsSEE9fIK1iuKszKG1BDmxFEmYVU76xzfoiH3/kNhI7fxBY/gHTq/1A6+Th6/S9dlsXs\npqXz5snvsKPli5SFlifYbkfr5/nhO7/B+trbKfU0zn0DPYZz+GfI6QkEMwFGHMGIIxgJMBIgObEd\nPnTRRbcRpclIIQTXY5ZuQzLKsIPB+b3nfD7EE10c7v9nVlXeRHtNJiBOQsUTqMB2+VHGxiHP/vz4\nqSr9NE3RrTx74itM6ifZVv8gorjwTye/H0rLdSZGJJraPHS+N8TmbUEG06/xes9DNJRs5f7NX8ct\nh2bd9oOB3+XAme/w3Jn/zm2r/xifM1MXY/l9BBEwF/HZo5tp+iPvcGbiIN2Tb+CRQuzhNqpZj7pl\nA660itLTR6qudl4Pzij9fRyDT1DW+3W0+o9iha5Z8DHNcReEaw2G+gVWr899vD/4wQ+yX69bt451\n69Yh2LZtn7uT5eS1117jm9/8Jg8++CC33HLLvG7T39+/koeUZdqdmdnZZNt2trOpurqaysrKOeOg\nLyR+v59YLDb3hpcatoVD7cU5VRws6SPo7tb8V9qXKZftc3OlMqN+y+mwibrWLzmv44Uzf0VD8Dqa\nQjsRLJWS3r8nFdhGKrQj965tm6HEEY6M/AiH4GRX4+8gXmJOz+Hhh5lIn2Fn/W8t6wVb59jTU3OL\n/vC8+xWsNKG+f0Dw1pOSqrEkL5bowZK8GWEqedAtjRPj+zk+/iSK5EMRXewN3UgweQxnpB7N4yJe\n3Tq1NHn+x6AcPcBh8V3a2j+bfS7Ku/6MscbfwpZ8lHadJllact4xDaoR40DfN9HMBNfXfQnvImoA\nB3o1Tr6v0tLu5GjXMayGHwJwbfjTlLlb5rz9+6OP0zn+FLsb/gNBVx2BvgEsh0S8an6v7bQRpS/6\nJv2xtxhOvk+puyXjWHk3U9efRrRMxpsasR0Sfp8P94E3mGhqQJ+jmHsmjnQ3gaEfYLjqiZXflTuU\neIlMjhm88UqCmz8cyLbU19TU5N12xQXOYlgJgWPbNvF4PGepaWxsjNLS0hxBEwgELunamcvpJCoY\nMZzJzqkC4U4sh39K0HSguxsva2s/H5fTc3O1sVzPTU/kICfG97On+Q+BTC1PSe//Jlr1MXRPW46w\nUY046yru5kzkZbxKJVvCn1ny/S8XUbWfZ079V25r/TM88txFugvBsi2e7voyZe5WmkO7KHW3IJxb\npGsbhPq/gyGXI7Q8SCwez/mxZibpHH+KzrGnqPKtZ2353QScYd4d/iE90dfY1fAfaDs5QbJ0FEV9\nE8HWSfs3k/ZvzitiR5LHSXe9SHtwD6n6KRFhW1Sc/GNGWv8UBImqI0cZbWvFdJ5/Pca2LY6NPcH7\no4+zrfaXs0tZ8/79WDZP/ayLVMmTEHyPzTUfoyl4w+zf0Xk4Pfkybw/+KzfU/wb1WhXuyQgTzYUd\nM9u2GE4c5eTEswzG36Xat4HawBbCvo0okhdR1yntOoPhcjJZX5ttu/f7/Vhdp1DiifPuP/8D1fCN\nPYEzcZRo5X3onlULu/15ePnnMZranNRO5WEVEjhX1hlmBoZhMDIywsDAQFbUWJaVFTI7d+685NyZ\nyx7bzNZDZFyaMTR3K5qnnXjZ7Vh5bNciRS4navzX8ObAd4hrw/iUSiy5lGjVJwgM/ivvl+7h0MTP\nM8Km8h7qAx9AFETC/s3s7/oTTow/Q1vp/FzslcS2Ld7o/0fWVdybETeWhmREMBfYHl4IURDZWf9b\ndE08y4G+f8Cw0tQFtlAX2Ea5pwMRCAz9AEt0Ea+4C/+MC0rViNM5/iSd4/up8W/mluY/xj8jwG5j\n1QP4lCpe7for2ozPEq/aBezCoQ3gir1NqO/bWA4fqm8jqnctplKBasR4rffvuKnys3gnbaZz4AVL\nwxZkECQEw0AwrbwDO89FEERWl3+Yck87r/Z+g+HE+2ys/CjSHEtWUbWf3ujr9ERfJ9E4jiv+Afa2\n/yVOR+Ei2UI0hW7A5Qjwcs9XuaHi86xL5i92TxsRTk2+SNfEc0iCTGvJzWyt+VxOYa4jlc64V2Wl\nxKsqZjlhydISfIPDSKqKuZARFqJCvOJuNO8aAsM/RPWuJV52+7JEebR2uDh+JE1NvXx+l/BKcXDO\n7WwaGxujpKQkK2jC4fAl787Mh0vNJRCN6IyOpxOYjlCmo8XbPu+OliuFS+25KXKW5Xxu3hr4ZxTJ\ny/rK+7KOzdGBf0bTx1kd/hT1oV2z2nlj6hDPnPpTdtT/GpXeNYu+b9GI4B1/BtMRQPVtXNSSW9fE\nc5yceJbban4FT/QNXPFDgMVkzRcwXPkTYZdCVO2jN/oGPdHXSenjNMrltIoevA2/iSS58fv9jE70\nc2zsCU5OPEutfwtrK+7EpxSuC0oPHkYaPkNvvT93XpZtIadO4Uwcxhl/D0t08lN9GJ+7lU1Vn6Pq\nvfcZXL8WRDHjvvX9A2NNv48Si+MfHGJsVeuCHptqxDnY/y3SRoQddb+Wkxdj2zYRtYee6Ov0Rl9H\nN5PUBbZSF9hGmbsd2xJxOJZ2PhpPneLFM1/hC+oXGFu7Dkt2zHJragNbaC25mTJ366zznzMaI9Td\nQ7S2hlTJ7AvQ6feNv38Q0TKJzKcWJw+CmcI/8mMcai+pwHYQJGxBAkEEJGxBzPwf4tQ5Q8SUSwvG\ngNi2zbNPxNi41UN5pePKWqKa6c5MCxrLsnKWmqqqqq5Id+ain0RtEzndnXFpEseQjAk0dxuatyNT\nS+OYPe/lauGiPzdFCrKcz81E6gwv9fw122p+mSMjj6AaMdZV3MMadQjZjBIJf2rqgzuXofgRXuv7\n39zS/GV8CxUmtoU78ire8WdJBbchWBrO+LtYUsatSPs3zqvbUFWH+VnXH3GHu5VKIBXYStq/BVnt\nxTf6U8brfw37PG23S8Uc/jF90dfoFBWi2iBh32Z87hI6R56jPrCdNeV3zquuJdA/QMpK8KPk/6Yh\neB0bKu/LswxmcXzwe/TF3uAepRYHBo7EXqLVAVKlrTjUQfwjDzNR/+t4h0eQNJ1oXf4T5fmwbZvj\nYz/j6OhjbK35HB65NCtqbNukLrBtStS0LmgZar7EtSE877/NYNAg4rHpmnwWSXDSWrKHxtCOgm3U\nntEx/IPDTDQ1oPnybzP9vhF1ncr3Oxle0553Kvt8UeJHUFKnABPBtsC2pr42M11zWDD1taz2M17/\nawWd/9MnVIYHdLbv8l3eAicWi+UUAo+OjlJSUpIjaC5mZ9OF5GKcREUjMiVojqOkTmDK07kjHeiu\n+qvKpTkfRYFz6bLcz81TJ/8Yw0qztuIeGoLXZxwb2yDU94/o7kYSZbflvV3n2NOcmHiGvc3/ed5Z\nMQ51AP/ww9iCTKzynrOujW0hp0/jjB3ClTiM6Sgh7duI6tuQe1KwbeT0GVzRN3h+4hnccgWbwg+i\nudtyhJhv9HEkbYhI+DN5BdpScUVexzvxHBN1/w7LESClT9AXexNDiNPg27WgWqCyzpPEqquIui1e\n6v5rPHIZ22u/mJMRM5rs5KXuv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xyCADxMUMVkFJyRH98Ligakl75+Tvr2FQfq6Dkr7+nAHXsrMd6LH8S0mIVIpl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\n9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NLRNjH3roIXh6eiInJ8emul31CarKmjRpgj59+uDgwYM1XqPT6ZCUlMT1b5zM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\ng3H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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotter('Themes', them_comp.results, y_label = 'Percentage of all words')\n", "plotter('Themes', them_comp.results, kind = 'area', stacked = True, y_label = 'Percentage of all words')\n", "plotter('Themes', them_comp.results, subplots = True, y_label = 'Percentage of all words', figsize = (8, 16))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These charts reveal some interesting patterns.\n", "\n", "* We can clearly see presidencies and rival candidates come and go\n", "* Similarly, the wars in Iraq and Afghanistan are easy to spot\n", "* Naturally, the Soviet Union is a very frequent topic in 1963. It rises in frequency until its collapse. More recently, Russia can be seen as more frequently co-occurring with risk words.\n", "* The Eurozone crisis is visible\n", "* From the Organisations and Things, we can see the appearance of Merck and Vioxx in 2004, as well as Empire..." ] }, { "cell_type": "code", "execution_count": 158, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***Processing results***\n", "========================\n", "\n", "Skipping 1 subcorpora:\n", " 1963\n", "\n", "Keeping 2 entries:\n", " vioxx\n", " merck\n", "\n", "\n", "***Done!***\n", "========================\n", "\n" ] }, { "data": { "image/png": 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dDSBLPwghxEQ8/ZCeMaORSnMxwd9oJSVFdKZkh5MwIRJIVD043d3dvPDCC5HH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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vioxx = editor(propernouns.results, '%', propernouns.totals, just_entries = r'(?i)^\\b(vioxx|merck)\\b$', skip_subcorpora=1963)\n", "plotter('Merck and Vioxx', vioxx.results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vioxx was removed from shelves following the discovery that it increased the risk of heart attack. It's interesting how even though terrorism and war may come to mind when thinking of *risk* in the past 15 years, this health topic is easily more prominent in the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discussion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, that's enough interrogating and plotting for now. Future documents will demonstrate how we can use Stanford Dependencies, instead of parse trees, to understand change in the risk semantic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Limitations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A key challenge accounting for the diverse ways in which a semantic meaning can be made in lexis and grammar. If we are interested in how often *money* is the risked thing, we have to design searches that find: \n", "\n", " She risked her money\n", " She risked losing her money\n", " Money was risked\n", " It was risked money\n", " The risk of money loss was there\n", " She took her money from her purse and risked it.\n", "\n", "Though we can design queries to match any of these, it is very difficult to automate this process for every possible 'risked thing'. It's also very hard to know when we have finally developed a query that matches everything we want.\n", "\n", "An added issue is how to treat things like:\n", "\n", " She didn't risk her money\n", " She risked no money\n", " She could risk money\n", "\n", "Here, the semantic meanings are very different (the risking of money did not occur), but each would match the queries we designed for the above.\n", "\n", "Should these results be counted or excluded? Why?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Eggins, S. (2004). Introduction to systemic functional linguistics. Continuum International Publishing Group.\n", "\n", "\n", "Firth, J. (1957). *A Synopsis of Linguistic Theory 1930-1955*. In: Studies in Linguistic Analysis, Philological Society, Oxford; reprinted in Palmer, F. (ed.) 1968 Selected Papers of J. R. Firth, Longman, Harlow.\n", "\n", "\n", "Halliday, M., & Matthiessen, C. (2004). An Introduction to Functional Grammar. Routledge." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Work in progress" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data to load" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "modals = load_result('modals')\n", "allwords = load_result('allwords')\n", "edited_adj_riskwords = load_result('edited_adj_riskwords')\n", "propernouns = load_result('propernouns')\n", "n_atrisk_n = load_result('n_atrisk_n')\n", "risk_objects = load_result('risk_objects')\n", "subj_of_risk_process = load_result('subj_of_risk_process')\n", "risk_verbing = load_result('risk_verbing')\n", "processes = load_result('processes')\n", "predicators = load_result('predicators')\n", "terror_heart = load_result('terror_heart')\n", "risk_of = load_result('risk_of')\n", "relationals = load_result('relationals')\n", "proc_w_risk_part = load_result('proc_w_risk_part')\n", "functional_role = load_result('functional_role')\n", "riskpos = load_result('riskpos')\n", "baseline = load_result('baseline')\n", "adj_riskwords = load_result('adj_riskwords')\n", "at_risk_things = load_result('at_risk_things')\n", "sayers = load_result('sayers')\n", "noun_lemmata = load_result('noun_lemmata')\n", "x_subj_of_risk_process = load_result('x_subj_of_risk_process')\n", "adj_modifiers = load_result('adj_modifiers')\n", "ngms = load_result('ngms')\n", "modals_lemmatised = load_result('modals_lemmatised')\n", "riskwords = load_result('riskwords')\n", "kwds = load_result('kwds')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12:25:11: adj_modifiers.p loaded as adj_modifiers.\n", "12:25:11: adj_riskwords.p loaded as adj_riskwords.\n", "12:25:13: all_govs.p loaded as all_govs.\n", "12:25:13: allwords.p loaded as allwords.\n", "12:25:13: at_risk_things.p loaded as at_risk_things.\n", "12:25:13: baseline.p loaded as baseline.\n", "12:25:13: edited_adj_riskwords.p loaded as edited_adj_riskwords.\n", "12:25:13: functional_role.p loaded as functional_role.\n", "12:25:14: kwds.p loaded as kwds.\n", "12:25:14: modals.p loaded as modals.\n", "12:25:14: modals_lemmatised.p loaded as modals_lemmatised.\n", "12:25:14: modifiers.p loaded as modifiers.\n", "12:25:14: n_atrisk_n.p loaded as n_atrisk_n.\n", "12:25:19: ngms.p loaded as ngms.\n", "12:25:27: noun_lemmata.p loaded as noun_lemmata.\n", "12:25:27: predicators.p loaded as predicators.\n", "12:25:27: proc_w_risk_part.p loaded as proc_w_risk_part.\n", "12:25:27: processes.p loaded as processes.\n", "12:25:31: propernouns.p loaded as propernouns.\n", "12:25:31: relationals.p loaded as relationals.\n", "12:25:32: risk_objects.p loaded as risk_objects.\n", "12:25:32: risk_of.p loaded as risk_of.\n", "12:25:32: risk_verbing.p loaded as risk_verbing.\n", "12:25:32: riskpos.p loaded as riskpos.\n", "12:25:32: riskwords.p loaded as riskwords.\n", "12:25:33: sayers.p loaded as sayers.\n", "12:25:33: subj_of_risk_process.p loaded as subj_of_risk_process.\n", "12:25:33: terror_heart.p loaded as terror_heart.\n", "12:25:34: uniques.p loaded as uniques.\n", "12:25:34: x_subj_of_risk_process.p loaded as x_subj_of_risk_process.\n" ] } ], "source": [ "from corpkit import load_all_results\n", "r = load_all_results()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.1" } }, "nbformat": 4, "nbformat_minor": 0 }