{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "TTTT Analysis\n", "======\n", "This Notebook is simply a playground to examine the resulting histograms from the main TTTT analysis executable." ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "import ROOT\n", "from IPython.display import display, display_markdown\n", "%load_ext autoreload\n", "%autoreload 2\n", "import random\n", "from utils import HistCollection as HC\n", "from utils import clear, show_event, normalize_columns, CANVAS, PDG" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "First, we need to load the pre-processed datafiles. These will generally contain a set of histograms of various quantities calculated from data in the input MiniTrees. However, they can also contain things besides histograms. For example, C++ STL containers can be serialized to the ROOT file to save things such as counters or even \"raw\" event information." ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading unchanged result file ../data/TTZToLLNuNu_treeProducerSusyMultilepton_tree_result.root\n", "Loading unchanged result file ../data/TTWToLNu_treeProducerSusyMultilepton_tree_result.root\n", "Loading unchanged result file ../data/TTTT_ext_treeProducerSusyMultilepton_tree_result.root\n" ] } ], "source": [ "hists_TTZ = HC(\"TTZ\", \"../data/TTZToLLNuNu_treeProducerSusyMultilepton_tree.root\")\n", "hists_TTW = HC(\"TTW\", \"../data/TTWToLNu_treeProducerSusyMultilepton_tree.root\")\n", "hists_TTTT = HC(\"TTTT\", \"../data/TTTT_ext_treeProducerSusyMultilepton_tree.root\")" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear()\n", "HC.hist_array_single('Jet_energy_vs_Jet_eta')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mSfOndF03L487x/KV3gwAfE5Ka8YIWJZlvMl3Ld358Bh5ixDuhAnZgH2SGAWA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\nIoQA3CAxCu/KEEIAAAD2SYuVt3D8xOj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear()\n", "HC.hist_array_single('dijet_inv_mass')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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INydOTz8sH237OVo+tZNNn748//zQ2PTo/QP7sOkLKZs+fZuLU5urMHCNTV9I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\nuaFr2zaWV1UVMqRh+9gaJmRLAeBK+b7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear()\n", "HC.hist_array_single('dijet_inv_mass_ssdilepton')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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5jgrTsfNhn5j0LIoilhdFEcr7vo9dQdMkaZZ0EZ2+CgAAAKeVz9m6UgDsxSOG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\nMzryJn8so2o8+Gy89qp177PBa4mDU+Lg6BXFwYV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear()\n", "HC.hist_array_single('dijet_inv_mass_osdilepton')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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7ked5LE99DLNR90MA2K4r51ZKhXrQA3CD/XelHw/clvUa5ixu/XnGwZO99VcY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\nno5QxhPeaub+zVM1AAAAYB/WmBidGnK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear()\n", "HC.hist_array_single('dijet_inv_mass_trilepton')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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A7l5RFGnj0NCeNFxdm6ZJm5dOByohEBhlW3//+D9vHT79KD9+ALhW6kGAYHSL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\nt09C6BkhACe6/xajAHDlmqZJH+OVZXk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CANVAS.Clear()\n", "HC.stack_hist_array(*zip(('jet_count_os_dilepton','Jet Multiplicity for Opposite-Sign Dilepton Events'),\n", " ('jet_count_ss_dilepton','Jet Multiplicity for Same-Sign Dilepton Events'),\n", " ('jet_count_trilepton', 'Jet Multiplicity for Trilepton Events')\n", " ),\n", " normalize_to=0,\n", " enable_fill=True,\n", " shape=(3,1),\n", " )\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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0X49tAwC3pSzLwWjmhc//pjMBWK2yLAcDVkG4rU1vUNd1WJG1n23nlhi2TB81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\n88yB0adZ25sb8PTpbx++/tdZd/Hdh5/Pmv8VaK/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, "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CANVAS.Clear()\n", "HC.stack_hist_array(*zip(('jet_count_os_dilepton','Jet Multiplicity for Opposite-Sign Dilepton Events'),\n", " ('jet_count_ss_dilepton','Jet Multiplicity for Same-Sign Dilepton Events'),\n", " ('jet_count_trilepton', 'Jet Multiplicity for Trilepton Events')\n", " ),\n", " normalize_to=0,\n", " enable_fill=True,\n", " shape=(3,1),\n", " draw_option='nostack',\n", " )\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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LcOn+r99+dshh6fpp27bdVPq6rsMCo4foHQDQpzA6ar50ApiqsE5cvKVt2yPlL61vNDR1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31dm3fPB1eNr194vqp+ObeLzpRbFveaertqTGd/XoCXUO9uG/9z9a60rX6ceZ7jzcYa+XG632ur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ivFNv9qzcuTvzqRx8X8FC2WZHLI1+xrkxcjXzgvc/VtYnRe8rTO5Nuy+H1bPHuLJ2RS5smn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\nfstbfePDYmz+paTCbP7j37wASS7G9Xrd9ntJL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6/W17mGf/1o25Hl6HNPYvSxFaXZlT8q\nxnKE+qg+slw/WrmTaeV91LRzTZmnfy3mGoEulC2v/9VTN/Klr2nZ8gFOv3E1ymMzxiifawZuGEQj\njWaSR1opnjkicvXDpvXDj14QJnNDLYzAkuShzYrPDioMLO9zwei4Pi3b6PvKZ2C0n+FRTI0KvLzy\np2b7d+S9Tc/nsDfE8kF9qQxFUZRlmXdyz5cCsE8LUftLUfKxUWB2D8+7H/j0o0dmg8Ka+4G0wnD/\nLzsogJF0/ZlO8HCbhQvgp9FkfST69HPvjz6jva2sUyx/7qiqsrLWWXylPjItQP7Q2yo1IYSqqtq2\nffGwmNOyDb+FtGR9kWZ/e3dKY6CvTHqoUR6SWen58L4//Tvvum46W8KaqkKW6wx5ROSXXTs+/aCb\nyzM8qHRB3/yCuPB97d/0RzKsWD7qoPLtRdu26ZbxcrmowQLHcEPU/ihyPbXK9JrQ+aUHisUdhzys\nDO/kfgA4s+v1Wtf1i+eEyde9O+uPzy7zcp3iq4HjNuvrI9P6Zl7t5kpNjLEsy7qu+4+79N1v9kwO\nv9x7cvejX1GOwmt+XcvrrCxV822CJjXKI9Fi9OxCCHVdf/Sn4oOGfl+96b98m4t2Ov/sRx6SCFvZ\nVnS02sqQXFVVKmTXdaNnhqO9ZWt2e7M139forH6pSM8ufz6f0x/JQ36ESbq36L/1j3j9I1OAJ7kh\naq9sKzpc+c6s3w33A7f56l3EwiF/Kh/U8v0AwAuEENJF6dMr2APbUuQAcWf98XnRJ/lSRWnZPTWI\n9fWRhaB5c6Umrf/URN7smczneXbAmfXf72zNfU13z7quh9uOCvmlUqUHD+nkb9IIl4eTGD27T5v9\nj/4UQijL8rZPGT3peobZxN/ChXJ6+DHGuq7XFHLYMGQ/z4hGT7qWv6/l8zPa1bNb+w5/HqPzOSpJ\n0zQ3/AiLb10e0usQQrotEMaAI1mO2l+KkrNR4E4Ll/qPPLDHwKf3A6MirbwfSNsO/w+woXThmrZ9\neWAmdLSr0TX2S/WRqWdEn9k9L9cplgPH8hlY8KX6yEeV6HsqNeFbh/rl1e78tQwLMzw5uSnM8K/r\nfx6zmxcrzvxy0uNLpRqd/HjrIG/sisTo2Y1qAqO36SHVsNH+tDXEmqtA2m26/i5ctvKu7ulnUZZl\n7tGWnq0t7y0FhnyM6R7io4rQ8HPTbnfVbz19Nfl40/c1erq48vyk+Dra1T0NYdJJnsorfPQjmZbk\nnnZG+YHeCzpyAjzJ9Foav43O/GnUXo4COczNBpRHNYdcuB+YvS25zehIP91bqhd9dEe0YHg/IKYA\ne5Bnih9ZX9v61PAaO6xxrKmPLLg/+nwUItfUKVYGjjsrSuvrIwuV6HsqNdOq9AODb5KbZ47O5Kio\nMcYv1exGm6//deUzmUtVDMZsXVOq4UkbNhH1WPQgpg2GOZvRRXzUxWD012Ej8xxxZ1uejyZ3S/sZ\nrjl9O/yU0dx2o1lo85LihzMk5g2nv/DhmqNpGUebDKe4/ehzhxvOdsq4wcKs9NPJGasPZqJf+L6W\nz0//7SvImyzsanniwqmZS8/kbPeTmTTXHNSnJRluMr1HfNR3B/AaH93956vZzVFgGuYeFQXuvB8Y\nzVc7XTMtmd42fHSkwzVHZVu4H/gosgwPSkwBXu+jy29a/tHV9XK5LFwMp7N7Fz+scy0EiH5FJFo+\nok+rn8unYmpNXFsOHP3jKkpfrY/Mxpf1OxnG0OnyYhLa8uEsTxY/+sT1Ibj/4qlbKPl08+VZ6Ucn\nbflHO/vtp4VqlIdU9s8cdpc3styfbuGvTdOEEB7ykGR9Z+3ZDy3Lsqqq4WieNzw3W95k9LkhhK7r\ndviPaPZw1pyf6Vfw7B706938iHt0COkMPOpHC7BDs5fuNVFgGl43iQLrP/TmI73z00frpBYxO7wf\nABh67CV9+Rp752c9L/rsoaL0kPrIwys1D2xQ/One7vyse878baVSozw2iVGOI8ezA3/iPd6rtAA8\n1nmigPsBAL7EZRzOzBijcIvwbRDxNaOPAQCH1Hybn8H9AADAO5IY5VBe1pQ9zbFwvV41ngfgXYhZ\nDxe/TXvl3AIAvCNd6QEAAACA09FiFAAAAAA4HYlRAAAAAOB0JEYBAAAAgNORGAUAAAAATkdiFAAA\nAAA4HYlRAAAAAOB0JEYBAAAAgNORGAUAAAAATkdiFAAAAAA4nR9vXQAAAABYq2maoihCCCGE0cL0\nfwBYSYtRAAAA3kNZljHGoijqus6J0bQwxliW5YZlA+DtlH3fb10GAAAA+ESMsa7rXIcty7Lv+6Zp\nUla0+NaMVLtRAFbSYhQAAIA3EEK4Xq+jhTHG3HQ0hJAypACwxsHHGNWTAuB++ha8L3EQ4H7i4JMM\n23h2XXe5XNa09Bx2n79cLkVRdF2XNxwlRsVBgPulOPiz335Y28qf/Eq/n9h68MRo4T4G4D5qFO9O\nHAS4hzj4JKlT/PV6jTF2XXe9Xuu6XtkFvmmatm1zIrWqquFuRyuLgwD3OHwcPH5iFAAAgF2JMV4u\nl9RcNL2oqmrYKf4jaYVRunPNhgAwdfDJl9Jo3FuXAuCNuZC+NV8fwJ1cSJ8kxpgmTcpnuCzL6/W6\nnN8cTb402tV0J74+gDvlC+lRu9KbfAkAAICXSrnLsixTR/j04tNWnzn7meVdhRBW7gQAsl0/QBsN\nMZPfphfDv8YYU++JURT0hBDgTi6kb+2jIYF8pwAriYPvYrY3va8P4E5ajG6pbdvp4NllWaY0aK7s\npf4URVGsH64bAE6in7N1oQA4u2keczSh/FdpKArADXb9AG36fC+NHZPiZWof2jTNcByZ0SaeEALc\nyYX0rfn6AO7kQvoML+vQoOcEwJ20GN1Y0zTDJ4fD54rD5cPHg/c8ZgQAAOCp+r6/Xq+Xy+UFHRr0\nnABgwX4To8OkZ13XKfXZdd0wMTrdqqqqUWK0XOd5BwIAAMBQ6vyXJpQvtG4BYCM/3roAHwoh5Ed5\nqb98URRpysJkZez0PBAAAGBvQghd1xXfmsJM27gAwLPtt8XoR5aD5bBJKQCgnwQAO5SqdX3fp7Yv\nfd+nJCkAvNJ+E6OjeefTi9TbIr1u2zZ1u6iqajgZvcQoAGTGVgNgh6az0msxCnBa0+t/0zTDXF9a\nZ5gVXFj4JftNjIYQqqoqyzJ1rLher8W3pGcIoSzLqqrS26Zp2rZNCy+Xy6alBgAA4BMhhLZth7Ps\n6vwHcE4xxrquhxGhLMsY46jFZF3XRVHUdZ0TpilhmBbenBst999sZPoscbrko4Vl+QYHyJ6V5fcv\n+JS+/+4FnwK3cSF9a76+h3tNXHgIwQUewoX0eXItN7lerw9PjPr6AO6UL6Q/++2Hta38ya/8cSe2\nPN50jgKpBWhKdIYQ0mR9ZVnmFXKR8ovhJl918DghEHKnsvz+2RXLF3wE3MOF9K35+h7uXS7a71JO\n2D8X0rf20bDavlOAlXIc/Bu/+UuP2uef/dWfjq7Dw7xnemyWU59p+TAcp4XFD8fbvDle73dWegAA\nAA5mNGbcp8vvJAcK8DJ/9ld/ev9O8tCaRVHkUTSHHjsmtcQoABzZbGMZtUQANjSt0HZd17at8ATw\n1v633/jJmtWW86fpOVmKCKkf/ZOenCUSowBwZCqZAOzKR/XbNNWG+ZcATq5t29RTvpibm74oiq7r\n0sKHtBvd76z0AAAAAMB5DHvK5xdVVQ0zpGlSpjRrU1EUTdNUVXXbx2kxCgC7kCJ9ivGjhcObgDTf\n4mi12YUA8BZy5VYUAyDGmPoQpNCQ552v6zotvFwuac3L5VKWZVVVXdfd3E/u+C1GyzlbFwoAfiDF\n/qIoUrwfLkx3BmlJmqIxrZazpSGEvPCBw5ADwGs0TXO9Xo39AnBafd8Pn431fT8KDSGEtDD9Py3M\nb++JIDdOZv8uyvLgB8izleX3ff/du38E3MOF9AWapkkJ0OJb6jMF+LwwNQVtmqYsy+v1mm4a8leT\nXww3SXx9D/cuF+13KSfsnwvpW/uoTYzvFGClHAf/xm/+0qP2+Wd/9af7uQ7rSg8AO5KflA4noAgh\n5HTnqAd9URR5PJ2UOX1JMQHgPeyn7g3ADh2/Kz0A7Nxo4PD0ouu6YWJ0ulUalfzTvvOzQ8oYZAYA\nAEBiFAA2FkJIA4cPE5TDeRXvGTm0X+ee8gPAeulpX4xxOLXgV00jY9M09+wQgHPSlR4AtjeszrVt\nm14Me9NPdV2XNjHhEgBvJIQwnFRw+KeVES2Nx50H3U5v0wNFY8IC8CUSowCwsTzhUlEUTdNcLpdi\nkiq9Xq9FUVRVNVyeKoTDbvjDdqYAsENN06Sxs29rNDocfyaJMabhZdJfNR0FYD2JUQDYWAihqqrc\nfCZlSFPSM1X/qqpKb5umqes6xth1XcqfFkWRuuFXVdV1nWYyAOxfCGGhS8SylAAdDj4TQsidLXJ3\nCgBYQ2IUALaXp1EaTTo/6k0fQuj7frQwNY1Z7ncPAHvTNE1OaBZFkbvGf9Xw+WJ+lJitnGDQk0WA\nZX/rD3/yuJ399HG7upfJlwBgF2abz8xWEdcvLD6Ylf6+kgLAvWKMbdUwra8AACAASURBVNvmOQCv\n12td17ftKjURzXMJjlqMmoQQgAVajML2yvL7p+6/77976v6BPVPZA2CHYox5TJjiW6vP23o/5JG4\nC3PTA/BFx0+MzraLUUtkP56dtXx21hUAAL4qzZI0XNJ13W1d6YcZ1ZXz2gNAcvzEqBwoAADArqQ8\nZpo8sCiK4aSCXxVjLMsyzUxYqAAC8BXHT4wCAACwN/GboiiapvlSc9FR9jPNTFh8POI2AMySGAUA\nAGADsxMP3ryrh+wHgFORGAWAIzPWNgAAwCyJUQA4MjlQAM7MA0IAFkiMAgAA8FIvGxJUDhSABT/a\nugAAAACcTl3XWxcBgLPTYhQAAICXCiFUVTWafKlpms0KBMApSYwCAADwUqkr/fAFALyexCgAHJlJ\nJwDYoRCClCgAmzPGKAAcWT9n60IBQNE0TVmWZVnGGNP/ty4RANuYhoCmaUbjq8QYm6YZrTm78EuO\nnxgt52xdKAAAgPOKMbZt2/d9VVVFUVyv1yfNxaQ+CPAQf/sPf+lR/432HGOs63qY3MxPy/KLtE5R\nFHVd54RpCCEvvDk3evyu9NrFAAAA7EqM8XK55LdpLqYY43AupodQHwTYsxBC13XDJU3TpIiQ3qbQ\nUNf19XoNIaTeBik32nVdvsjf3G70+IlRAAAAdiVVbodLuq57eFYUgJ3LLUOHS1I4SN3k8/JhjEhb\npT4HxbexWW4rgMQoAAAAL5Xqt6ke2zRN13XDBqQAvKPmz//GQ/bTtm3btlVVDduEZsP2pPeTGAWA\nIzMrPQD7FL8piqJpGs1FAd5d8z/96qrVFvOnXdfl1GeKDk+dne/4ky8BwJmZlR6A3RrmRgGgKIqq\nqvKjsukIpMW3oVce9ThNi1EA2IU0gM4oxqeFw7F1UgVytNrsQgDYs7Isc+23ruvHdo0E4E0Nm4im\niZiKoqiqqmma4Xz0RVHknGle7QZajALA9sqyTOG/rusc79PCGGPuDh9jrOt6tFqapTEtVKUE4C3k\nSYdTRbfv+2mbIABOKFVzyrIsy7Lrutynvm3bEEJZlnlM6svlUpZlCKFt25vrQeWx+9OV5cEPkGcr\ny+/7/rutS3GXAxwC23IhfYGU7kznOb9umib3LkxNQdNki9frNU9YkTbJL4abJL6+h3uXi+q7lBP2\nz4X0SaZdIlKke2zXh48mKfadAqyU42D7P/+ZR+2z+fO/seY6nKenX1jy0cL1dKUHgI2lQJ4ieu4G\nMgzww+4kox70RVHkbiMpc/qiQgPAHVLMyoPA5PFkHv5BcqAAb2oaFGbDxJ2xQ2IUALZ3uVxSd/ji\nWxWu67phZ/lp35CVY7GtTJWqNwLwGsOZNHLsA4BNHH+M0XLO1oUCgD8WY2zb9nq99n1/uVzSM8/h\n8OH3jBw6Oyu9eeoB2EqM8f5gNI2Mw0k5AGCl47cYVdkDYOdijHla3mF3+OXhcnKTUhMuAfCORuNi\nFz8ccnR5w7qu86DbxWCC++Fg3ADwqeMnRgFg/3KnwlxFHLZ8Se1Ji6Koqmq4PFX88rZ5fFIA2LmU\n3MzPBdcb9sRP8gT3ec8SowCsJDEKABtLs8mn1i5d16UcaKrUperfsD1pXdcxxq7rLpdL2vxyueRt\n9ZMA4C3EGC+Xyw2d31MCdDg8Ws6Exhj1pgfgS8pj16DK8uAHyLOV5fd9/93WpbjLAQ6BbbmQvtK0\nkctss5f1C319D/cuF9V3KSfsnwvp89xzbodd5nMb0ukzwvXTS/iWn+RP/9KvbV2Es/ut3/v1rYvA\ne8vX6r/wP/5zj9rnf/4v/C/7ueoef/IlAHgX08zmbGfA9QsLkxACsGMPCU+pa0Xf96kV6iggmoQQ\ngAUSowBwZKp/AOxQ6vN+vV7vD0/DgUqnI5ACwAJjjAIAAPBSuRf8Q3Y1nLrQPIQArPceLUZHQ2gP\nJ+RN0jDbORwCAACwWymbmSpx2W27SnXD1Bm/6zq1QgDWe4PEaNM0bdvmt2VZpqiZx6CJMdZ1XRRF\nXddmIQQAANi5GGPXdW3b1gPrN+/7ftjaNMbY933qmP/4sgJwXHtPjMYYh1nR1DMiJUarqkpp0Lqu\nr9dr0zR93w9XBgAAYIdCCA8fAvshHfMBOJW9jzGakp754WGMcTiudu4lMXpaKCICQDI7ya8GNQBs\nbtrb7xn9/8RBABbsusVoCOF6vQ6znF3XDROj001Se9LhknKdpx0EAGzJrPQA7F/btk8aG1QcBGDB\nfluMpqeFo+zncIbBlYFT2AMAANibYfvQpmm0VgHg9fbbYjSNxp2bc6Y5l4rP8qHDJqUAAAC8hWnn\nPwB4tv22GB0GxbIsU8PPpmnyc8W2ba/Xa1EUaRamvFxiFAAAYOeGLUZTsxhVOQBebL8tRmelSBlC\nKMuyqqr0tmmatm3Twsvlsm0JAQAA+JI0vcTWpQDgdPbbYnRoOE5ojHE073wIoe97k9EDwJTZeAHY\np2fMQQ8AX/IeidGR2QSorCgATMmBArArCxU3Y4wC8GJvmRgFAADgHU0bisYY27Z90sfpOQHwEH/3\n5z953s5ne4Gnp2V5ee5BPlxzduGXvNkYowAAALyv8EMpK3q5XJ6UrOznPOODALhNjLGu62mngbqu\n87O0tM5oYQghL7y5z4EWowAAALxaquVWVSVTCXBaIYSu62aXD9/WdX29XkMITdOUZZlyo13X5QjS\nNM1tuVEtRgEAAHip1MzncrkYVxTgzGKM08djKTRcLpfhwmkP+qqq0tumaWazq2scv8WoMWUAODNx\nEIBd0VAU4Kj+u3/1v3/Ifuq67vt+OiZ1UlXVAx+qHT8xKtweW1l+v3URAHZNHARgV3L/x+mjOzEL\n4K39y//tv7RmteX8aQjher0+qESfO35ilMPr+++2LgLAXVJPkOGS/HQ0vRg+LH3SbIwA8Br6zgOw\noOu6NKVSUpbl6LFZ13WpfvSQgGKMUQDYl7Zt04uyLFPGM7eped5sjABwSOWcrQsFwIf6by6XSx53\npaqqYWOR1CIkjyvaNE0eb/SrtBgFgI0NW3o2TZNGGU/RPSU60/SLTdM8bzZGADgk3fMBDiBVhWKM\nXdflSZkul0tZllVVDStEXyUxCgA70rZtCuqpa3xaGELI6c5RD/qiKIazMWoFAwAAvJfZtOaoiWjf\n98MqUlohtQu5ZzwxXekBYC+GA413XTdMjE5XTu1JP20fOtuFUKdCAN7abPhbExYBeF+z1aI7Z1mQ\nGAWAXUgdQ3JcH46Sc081r1/nvrIDwOukEbenwXE4ADcArCExCgC7EGPMw+XkJQvrpyyqaegBOJU8\n5eB0+cvLAsDbkxgFgF1o23Y0Yk5OjLZtm5rAPG82RgB4CzHGaUeHFDFHzxcB4FMmXwKA7eXZ5/OS\n9DrlPauqSm+fNxsjALyvuq77vp/tR79yHG0BlKP607/0a1sX4S6/9Xu/vnUR+Pt+92f/0NZFeIrj\nJ0ZnA6GwB8CupGkWRwvTJBKjbOmTZmMEgDc1nLpwStUPgAXHT4wKhAC8r/UTL36UFfWAEIBj67pu\nOOpoWZbCHAArGWMUAI7MHPQAHFuObpfLpaoqYQ6A9SRGAQAAAIDTOX5XegAAAI5ktlno7ORLALBA\ni1EAAAAA4HQkRgEAAACA09GVHgCOzKz0AJyZOAjAAolRADgydT8AzkwcBGCBrvQAAAAAwOlIjAIA\nAAAApyMxCgAAAACczvHHGDXYNgAAAAAwcvzEqBwoAGfmASEAAMCs4ydGAeDM5EABODMPCLf1k1/+\nM1sX4S4//d2/uXURYC9+9/f/5NZFeAqJUQAAAI5JDhSABSZfAgAAAAC2EWMcLWmapmma0TpN04zW\nnF34JRKjAAAAAMAGYox1XefkZoyxLMsYY36R1ymKoq7rnDANIeSFN+dGdaUHAAAAAF4thNB13XBJ\njLGqqpToTO1GU1b0er2GEJqmKcsy5Ua7rsvjpdzcblRiFACOzKQTAADAPqVs5rDOEkIIIUzXHC5M\nW1VVld6mbOltBZAYBYAjkwMFAABe4Df/wn95/05yAjTG2Lbt9XodrZDbkz6ExCgA7EIaRmf0gDR1\nEhmOOz672uxCAACAl/mn/rN/a81qa/KnqYt96j5/b7EWmXwJALbXNM10NPHhoONpyfMGHQeAQyrn\nbF0oAJaUZRlC6Pt+Nivadd0DW4Qcv8WosdWgLL9/6v77/run7h/OoG3bFJvSgOJFUTRNkzuJpIUp\nefqkQccB4JBU/QDeSwjhcrkM+8wVRVFVVaoQ5XWKosizNqWq020fd/zEqEDIyT07a/nsrCucQZp4\nMb0IIaTMZnqdVsgLi6cNOg4AALC5ruu6rmvbNr1NjUVSG5EYY9d1l8sl/elyuZRlWVXVsKXIV+lK\nDwAbSwE+tQAdtgMdJkanW6VbhE/bh852IdSpEIC3Ng1/w5ZEALyXYa/5/odyF7q+75umSf9Pa+a3\n97SJlBgFgF1IUf96vaano8POIPf0ju/Xub/8APAaacTtHBzTYNx5VG5DygAc1Wx7kTsHG5UYBYCN\nhRByGnTaU/4jjx10HADeQp5yMEsj0qTE6HRYOgBYIDEKABsLIeSBw3MydDiNUtu2qZqXBh0fbjjc\n9p5BxwHgLcQYRx0d8ryFAPBVx598CQD2bzhw+PV6Lb41HU15z6qq0tvnDToOAG8qd56IMbZtm8Jo\ntnIcbQH0Sf7eP/yLWxfhPr+7dQFgN/7w9//BrYvwFBKjALC9NGXEcCb6oihSr8DhkjTo+Gjh7LYA\ncCrpUeL1eh1FQxlPABbsPTGa+kSMxlBLC4fdJXLVUZ0QgPc1jWLrxxf/KALOtpRRSwTgSMqyvFwu\npl0C4Kt2PcZonlKwruucBh1OOJiWpEkJR6sBAMUHs9JvXSgAeJgQgjmXALjNfluMppRofuiXXqRp\nJdLrNMZ2Gm0t9ZhomqYsSxERAADgJLqu67qubdv0NlcYAeBT+02MpmHURguHA6iFEHLAG43IpkM9\nAADAUQ2rinpCAHCzXXelL4oidZlv2zblQLuuGyZGp+tPHw+W6zz5OAAAAACAHdl7YjSEcL1eq6pK\nadCqqvKfVvaPmB1bzWhrAAAAh6dZDAAL9psYTTMsFd+6zHddl5cvbDVsUgoAqBACcGaaxQCwYNeJ\n0TTXfDFIhjZNk1+3bZvmWaqqajjhksQoAGQqhAAAALP2mxhNuc6yLEMIad754lvSM4RQlmXuX980\nTdu2aeHlctmwzAAAAADAW9jvrPRFUfR9n3vT54Wpi/1wSZq/3mT0AAAAAMBKu06MFh/0i1+/EAAA\nAABgar9d6QEAAAAAnmTvLUYBgHvMzkFv/iUAAACJUQA4MjlQAM7MA8Jt/eyf2boE9/nl3/5Hty7C\nvf7g57+zdRE4iD/6/WOmEI95VAAAACAHCsCC4ydGPSEEAAAAAEaOP/lSP2frQgEAAAAARYxxtKRp\nmqZpRus0TTNac3bhlxw/MQoAAAAA7FCMsa7rYXKzLMsYY4wx9wJP6xRFUdd1TpiGEPLCm3Ojx+9K\nDwBnZkgZAABgn0IIXdcNlzRNU1VVSnSGEFLT0bqur9dreluWZcqNdl2X6zU3txuVGAWAI5MDBQAA\n9illM4eNOWKMIYT0OoSQ0515Yd6qqqr0NmVLbyuAxCgAbG80gE5+m14M/5o6lYQQRncG04UAgJ4T\nAC/zd/6j//j+nXRdN+wsP20HmtuTPoTEKABsr23bqqpGac2yLNNT0LIsUxUuja1zuVzS/9MdQ+p+\nkhamDiavLz8A7JMcKMDL/Km//O+tWW05f5rbgRZzkzI9nMQoAOzCKOq/eGwdAACAPRj2pp/KTUof\nUvExKz0A7ELTNMOuIivH1okxDsfWGY1cDgAA8EaGTT3atk050KqqhsOLpTHEct0ntSm57eMkRgFg\nY8OkZ13XKfXZdd0wMTrdKrUn/fQxabnOo44FAF5gGv5S14oNigLAQ6W6TwghDSyW3jZN07ZtWni5\nXNKal8ulLMsQQtu2N7ce1ZUeADYWQhj2hU9pykeNrWNsNQAOJo24PRxWezoqNwBvZHTpzlPL5iWp\nxjRamB6JLfe7/5QWowCwU8v50NSk1FRLAJxK6l0xXJJH5U7Dy2g3CnAAs9Wc9QvXO35iVIdBAHYu\nxphjU06GvnhsHQB4CzHGacOi2VG5AeBTx+9KrycFADsXQqiqKnUD7Lruer0Wg7F1uq4bjq1T13WM\nseu60dg6aVtRD4CzydMTF3OJ0ZXNYgTQJ/kz/8r/uXUR7vJ//7V/ZOsi3O3nv7N1Ce7yp3/p17Yu\nwr1+6/d+fesiPMb/97M/sXURnuL4iVEA2L9UixuNj/PKsXUA4E0tj8ot4wnAguN3pQeAdzHNbN4/\nto4hZQA4PN3nAbiNFqMAcGRaygBwbKnnRHrdtm0akQYA1tBiFAAAgHeVR+VOI24bWAaA9bQYBQAA\n4J1MJ6Y31jYAN9BiFAAAgPcmKwrADbQYBQAA4Jhmpxw0ADcAicQoAByZCiEAZybkAbBAYhQAjkyF\nEAAAYNbxE6NaygAAAAAAI8dPjMqBAgAAAAAjZqUHAAAAAE5HYhQAAAAAOJ3jd6UHgDMz1jYAZyYO\nbuu//if/h62LcJd//k/+O1sX4W6/u3UBOIof/WzrEjyHxCgAHJm6HwBnJg4CsEBXegAAAADgdCRG\nAQAAAIDTkRgFAAAAAE7HGKMAAAAAwAaapimKIoQQQhgtTP9PYowxxtFq95MYBe5Vlt8/df99/91T\n9w/HZjZeAABgn8qyrKoqhFDX9eVySZnQtDC9SDWXGGNaYbjaQxw/MapCCE/17Kzls7OucHhCHgAA\nsEMxxvz/lBttmqZpmqqq8sK0pK7r6/Wa3pZl+cDE6PHHGO3nbF0oAJg3ivHpPmC4JMbYNE26UVhe\nCACUc7YuFABFURSpU3yqxaR8aHqbO8uHEHIdZ9iD/oEVn+O3GGVbmvsBrNc0Tdu2ORO6sgtJCKHr\nurQwPUfdqvwAsDeaxQC8zN/5T/7qVzdJtZj0Ol2xu67LFaJhYjRL7UkfVeuRGOXpDBAJsEaMsW3b\n/HZ9F5Ku63KtT7tRAABgE3/q3/1La1bL+dNUA8oVnJQGTU1D8grPKOeQxCgA7EJKeubnpeu7kORb\nh5QtfU1pAWA/Zmc0BmDnUho0XbqHdZnlBqHDJqX3O/4YowCwfyGEUS/4ruuGidHpJqk96acPUWfH\nVjPaGgCHUZZlioZp1o6NSwPAV3Rdl17kes2wD1weZ6yqquEV/oGPwbQYBYCN5XYuw4WP6kJibDUA\nDmx2RuNNSwTAWikHmmZW6Lruer0W36pFaR6FYXvSuq5jjGlyhQeWQWIUADaWAnxutlmWZbonWNmF\nxKCiAJxWntE4jU83fKwIwP7l51ujEcNGS0IIfd8/cM6lbO+J0dnBYtLC4ZPAfMqMKQPA2xlmNvME\n9Gm2pbQwDUlefOtCMpylsRh0P1EhBOCEpjMaD60cLkYHC2b90S/+A1sXAfbiRz974uhb02zebH7v\nGUm/XY8xOhwsJh98Wpia2qYlMcYUCPWbAOAwcheS1LUkdyFp2zYtzF1ILpdLWZYhhLZttR4F4FTy\njMZ9318ul2mduV9ni7IDsL1ytzEgpTtz8VILmjT6QB5BJnWXSF0OUwjMDW2GW21Qer4py+/7/rut\nS8Eb8xPanAvptmZ7i6xf6Ot7uHe5KL1LOWH/XEh3blhDLNQH9+dnv73rxlif+mf/jX9/6yLc6//5\nW//r1kU4u9/6vV/fugh3yRfSf+zf/A8ftc//67/6K/u5OO/3IpXm5x0tHNb6Qgg5/o1GInh+6QDg\nFdZ3IfmoX4k56AE4tumMxgCw0n4To8Wgjpc7DHZdN0yMTjepqmoUDmcrhKqIAJyEDoMAHFgaXzsN\nKVPX9bRtDQAs2HVitCiK1FP+crmkwUOHc0qsfB5oTBkAAICjijGmUdf6vjcZLwBfsutZ6VNUG2Ut\nZ8dQy7quM/8SAADAqUiJAnCD/bYYjTF2XTdqFpqG1k6v27bNzUiHyVAREQAAgMJY2wAs2nVitPhh\nGCu+JT1DCGVZVlWV3jZN07ZtWpiGIgUAAAADqQGwYL9d6Zumme0UH2Mc9aYPIfR9v9zFHgDOabZd\njDohAADAfhOjC2YToLKiADAlBwoAADBrv13pAQAAAACeRGIUAAAAADgdiVEAAAAA4HQkRgEAAACA\n03nLyZe+xGy8AAAA56Q+uK1//W/9i1sX4S7/7y9uXQLYjR/9wdYleI7jJ0bFPADOTIUQgDMT8gBY\ncPzEKACcmQohAADALGOMAgAAAACnIzEKAAAAAJyOxCgAAAAAcDoSowAAAADABmKMTdPEGIcLm6Zp\nmubT1e4nMQoAR1bO2bpQAPAi4iDAnjVNU9d1URR1XedMaFmWMcYYY75ixxinqz2ExCgAHFk/Z+tC\nAcCLiIMAe9a2bd/3TdNcr9fUGrRpmqqqUmK0qqqUBq3r+nq9Nk3T933btg8sgMQoAOxC6i1yWxeS\nJ/UrAQAAeJKU+kwvQgipOpNepxXywvR6uOGjyvDjR+0IALhZWZZVVYUQ6rq+XC4pGZoWphepeUvq\nQnK5XIarhRC6rksLr9fr8I4BAADgNX77v/krX1o/xth1Xar1pBpN0zRd1+WmIcPEaJbakz6q1iMx\nCgAby49Gh29zF5KiKEIIqeloTn02TVOWZbpj6Lou9wrUbhSAE0o9LkMIng4CbOgf/9f+gzWrjfKn\nwyYgqRKU//SCqs3xu9IbbBuAnQshTMc7W9mFJHc/KYoiPV99cmEBYF9mJ+4AYP9CCLkus76nfNd1\nD3wMdvwWo4bWBuAt5JkWU+Ra2YXk092ufBwoXALwptLEHcW3DhZbFweAtdKYYOl1rtoMZ1lo2/Z6\nvRZFkWZhGtaPHlWG47cYBYC3EEK4Xq9ppNGiKB7VhWR2Nl7z8wJwDLMTdwDwLi6XS1mWaa6FlANN\ntaEQQp6GoSiKpmnatk0LL5fLAwtw/BajALBzeSDRVKPLbTyXxxTPTUpVAgE4rdmJO4Yr6Dmxrb/5\n1/6JrYtwl1/+uz/fugj3+oOtC8Bh/PhnT7lOpnago4pPHjk6L0mDjz1wzqVMi1EA2FjuRF/8sAtJ\nft22barmpS4kecOUS83dT0ZDlQPASaTa8vV6bdt2+ic9JwB2bprunE2APmOGPYlRANhYynXe3IUk\ndz9p21brUQBO5aOJOwBgDV3pAWB7qalLMTfp/KddSGa7nwDAGcxO3AEAK0mMAsAurO8t8qV+JbNj\nq+kzCMBhpJ4TaYzR1OsCAFbSlR4AjsxIagAcW9M0fd+n/+s8AcCXSIwCAADw3qREAbiBrvQAAAAc\nkyFlAFhw/MSoQAgAAHBOqn4ALDh+YlQgBAAAAABGjp8YBYAz03MCAABglsQoAByZHCgAAMAss9ID\nAAAAAKcjMQoAAAAAnI6u9AAAAByTsba39cvdz7cuwl1+4ff/3tZFgL34Ez/bugTPITEKAADAMcmB\nArBAYhQAjkxLGQAAgFkSowBwZHKgp1WW329dhLX6/rutiwAAwBlJjAIAHM0bpRrfKIELAMDBmJUe\nAAAAADid47cYNbYaAAAAADBy/MSoHCgAAAAAMKIrPQAcWTln60IBwIuIgwBvoWma0dvRkhhj0zQx\nxsd+rsQoABxZP2frQgHAi4iDAPvXNE3btvltWZYxxhhjfpQVY6zruiiKuq5HCdM7SYwCwC6kh6Kj\nR6Arn5Q+6fEpAADAU8UYh1nRpmmqqkqJ0aqqUm2oruvr9do0Td/3w5XvJzEKANtLD0WLoqjrOoQw\nXPjpk9IQQl4oNwrAaT22DREAr5GSnvltjDFXiEIIuYKTF6Z1HvXpx598CQB2LsX19P+maVIaND8p\nLYoihJCajqabhvS2LMtUA+y6LvcK1G4UgHNK3TDlRgE29Bt//a9+dZMQQqrg5CVd1w2bgExrN6mW\nNNzkHm+QGJ0ebTpBw5iXGtSEEB51XoD9KMvvn7r/vv/uqfuHT6W7gdHC9U9Kq6pKb3NSFQBOZdQN\nE4BN/Oqf+0trVsv505TZG6Xycu2meGjL0I/sPTGa+gwOk8dlWaZzVJZlaiCT1rlcLun/HhLCkTw7\na/nsrCusNAxzl8ulWP2k9NM9r0yVmokCgPeV6oxpYBkA3kWMseu6XGEpyzK1F1luEDqsKN1v14nR\nEELXdcMl6/sVAsB7SX0A8xO+Rz0plfEE4Nim3TCHPCDc1h/8zv++dRGAx/iFn/384fscVnNy88fh\n9LNt26ZUaZqFadhw5FFl2PXkSzHGUXx68QisAPAaKaj1fT8aKGZhk67rjCEDwMnNdsMc6td5WYEB\nWJYu6SGE1GU8vU2NSNLC1MHuUXadGJ1KlcD0ejb4TfsVlus8vegA8IHUhWQUv4bTKOXZJNKT0rxO\nSozm3hWpX8UrSgwA+5C7YaY6XVmWGsoAvKPhM6oYY9M0fd8PG0SmRiSjpiT323VX+qkb+hV6+gfA\nzqWINnxK1/d9flLadd3wSWld16kSmJ+UXi6X9DR1OD09AJzBbDdMAN7dbGvIZ/SWe7MWo8W6foUv\nKgoAPEJ68jnt0LfySWl+qzYIAACw3pslRlf2K3x9wQDgGdY/KV2YdMIAMgCcgQeEAHzVmyVGXzwC\nKwC8O1NMAAAAzHqDMUanE9MP56YvvvUrHC0EAADg5Gb7SXhGCEDyBonRqZeNwAoAAMD7kgMFYMGb\ndaUHAAAAALifxCgAAAAAcDpv2ZUeAFjJ2GoAAACzJEYB4MjkQAEAAGYdPzGqpQwAAAAAMHL8xKgc\nKAAAAAAwcvzEKAAAAOekByHAQ/zC7/+9rYvwFBKjAAAAHJMcKAALJEYB4Mi0lAEAAJglMQoARyYH\nCgAAMOtHWxcAAAAAAODVJEYBAAAAgNPRlf7syvL7rYsAAAAAAK8mMUrR999tXQQAAIDHMwkhAAsk\nRgHgyFQIATgzIQ+ABRKjAHBkKoQAAMBuNU1TFEUIIYQwWpj+GJYRLQAAIABJREFUn8QYY4yj1e53\n/MmXyjlbFwoAZsQYR0uaphneDaR1mqYZrTm7EAAAYM/Ksky1mLquc8YzLYwx5gxejLGu67TaqH50\np+MnRvs5WxcKAMZSsB8mN1feEIQQ8kK5UQBOKD1HFAQB3ku6bqdGHn3fd11XFEXTNFVVpXpQVVWp\n1lPX9fV6Tau1bfvAMhw/MQoA+5eTm9n6G4Ku6/q+b5rmcrk89vEpAOzfbGsjAPYvhHC9XkcLU3/5\nvEJ+6DW8wj/wSZgxRgFgeym0Dwd7WX9DUFVVets0jeFiADiV3NqoEAcBtvZ//J3/4qubDLvPXy6X\noii6rhv2jZvmQFPzkUc9CZMYBYA9WnlD8Ol+VlYRjTMDwDuabW0EwCb+6T/1b69ZbZQ/bZqmbdvc\n+y03+yge2jL0IxKjALBHj7ohkPEE4NimrY2GPCDk5H7r93596yJwEH/0h7/7jN2ma/joIrzcIHTY\nguR+xhgFgJ1azod2XRdCMJgaAKRO9LNjbc9Oxmt6XoA9iDF2XTeq9Qwn02vbNjcjHV7hH1gJ0mIU\nAPYoTbCbXrdtm/oJphuCYRf7oijS7I3Ft/maXl5SANjSbGsjAPZvOtFC3/fpqh5C6Lquqqr0tmma\nuq5TInXaOeAeEqMAsEfrbwgul0tZllVVpenptysyALxaionCH8A7Grb5GIoxjnrThxD6vn/gnEuZ\nxCgA7MV0bJ01NwTpfuIZdwkAsHOzrY02Kw0ADzJbtXlGfccYowCwX+tvCD66SyjnPLKIALCdpmmM\nFgrAzY7fYnS2+ideAllZfv/sj+j77579EfARIQ8AAGDW8ROjKoTAghekLF+QeAUAYJaGMgAsOH5i\nFAAAgHOSAwVggTFGAQAAAIDTkRgFAAAAAE5HV3oAODJjqwEAAMySGAWAI5MDBQAAmKUrPQAAAABw\nOlqMAgAAcEyGlNnWb/3er29dBOAx/uDnv7N1EZ5CYhQAAIBjkgMFYIGu9AAAAADA6WgxCgBHpgsh\nAADArOMnRlUIgc2V5fdP3X/ff/fU/fPWhDwAAIBZx0+MqhAC2/r/27u3K0eVdU2gxBnLLwJnapsB\nmNHlDMHbMaKdaAvUD7GLwUISqcqLIIg5H2pICIkfUgLpq7j8dGr506krAAAAXJIxRk/tYXPXspS+\nC6XX35S/C6XX31xiF+CnFfUx+c/RBbzEIf12pRzSUupsiioVjnKBj0npu1B6/U35u1B6/c0lduHa\nrt9iFACAM9PyHQCAQwhGz85PBeBDThRA0YoYKDmEMlq2AhvmnABgh2D07Ir4qQAc6OfHMJUFlM0P\nQgBq5pIHwA7BKABcmR+EAAAAD11k8qWU0jAMKaUvvs7fjon70+v/rU+8fum7UHr9n3jK2Xahtvo/\n95Qfff2z/Qk4xKevgx++H155w3zLi7xhK6XU+V0vcoYyTnJIv2Vnv/4KJ/nTf8tWSqnzu16E8/vi\n78EX3wbfuNr3vvHeX//rq73o/cf2tPV/+2ov8if4udVe9P5je54r4Hdlep9zhWA0xjgMQ9M0Xdcd\ndRwB4CiugwDUzHUQoFyHn8Ov0JV+nueln+CBGTMAHMJ1EICauQ4ClOvwc3jxwWhKqW3bfHsYhve3\nBP7byaBNHg3ANzr8Ogj1+PBb3NdX+K4XgXq4DgKU6wzn8CsEo/sr/Pzoe387X/PfrX/CAROt/73r\nv2ET1v/e9d+wibOtz5l9/Tp4klH8TrKVk5Txnq2cpIz3bOWbxu368Fvc11f4hhe50jE/yVY4s+/6\nPXjaYUat9onVTltYPaudtrALrHbgMKP/9//97/e+YPPCOfwNig9G95mKF4CauQ4CUDPXQYB3KvGs\nW/zkSzHGo0sAgMO4DgJQM9dBgHKd4RweSkxzN0L4717kUVpzQ9x8I8Z4hqP8CXlOrnLrXwzDkPel\nOKW/hZqS30X5yK+X5H0p6L1U+i7c19/86eZQ3NupBhe4Dj58y51NKSfVUupcnPyrwqa2M5daxKd+\nOUctznxIi/s0VesC18Fnirg+PlP6J6j0+hcnv84+U9D1d0e5J6J3Xq8fnsPfqfgWo03T9H0fQogx\njuO4/G7Pf7Ou684wYMHfCiHksruuK+7zszYMwziOR1fxGcMwdF3XNE3XdYWegtfvorJ2IaW0+eTm\nfUkplTIE2GYXcuXLLpz/pHT/J8iKey/Vo/Tr4LO33KmUcmku7uR//q8Ky8fq5Ar96nLmv35xn6aa\nlX4dfKaI6+MzpVw3n7nMGeD819lnSrn+7ij00vzQj76L7s/h73a7immaltvLfvV937btIfV82jRN\n679LuX+jvCOF1r+UPU1TcW+h27/fRZt31MktE9Itn+j1p7ht277vDyrtVfu7cP6T0n396+UnL75y\nhV4Hn73lTqWUS/O6zvP/6W+FfFU4eXmLEr+69H1/2st6uV+lalbodfCZIq6Pz5Ry3XymuOvpM0Vc\nZ58ptOy1Ei/ND73nen3gua74t9q9zXuuxI/Tw4t6cfJVvMT6l7dQid9CFsu3qLZtizsLr78CrsPQ\ngr6XrHdhmqaHIemZbb6F5w9FKcVT4nXw/D/8irs0F/GBLeKrQtM0+WCe+S1a6FeX8//py/0qVbkS\nr4PPnP/6+Exx181niriePlPEdfaZIq6/Owq9ND9U6FvodVfoSr9RenPrZjWEXwih7/tDa/mkGOM0\nTSV2mmiaJqU0z3MIYRiG/O/RFX1G3/dd14UQ5nku+kMxz/PyRir0HbWMKZNSGsexxHdUud246uSP\n9RMKujTnUTvO3wGtiK8KyzGMMZ65N2iJX13yG+DoKvZc5qtUhfy9zqCg6+YzpVxPnyniOvtMKdff\nHSVemh86//X66y4YjF5D/vD0fV/i52cZpvrgOr7mdrullKZpKnFMlhzA5f+b6vu+6L/F0o2oKfxr\nbr6ol/jtpIZrIbyilEtz/sy2bXvms00pXxVijLfbLU9bcbvd5nk+uqI9BX11yT8Xz/wGuNJXKThK\nKdfNZ4q4nj5TynX2mbKuvzsKujQ/dP7r9bf45+gCvl+Msej0pPlz/rrdbkcX8knL/43kuyGEssKg\n9VuooLLXUkrLJTx/Izm6oi8pejrOLH8pLPTUNM9zHjU8WyYN5LQucB08oSIuzcuUI/k9cOaTf+lf\nFc6muK8uKaWTtyC72Fep2rgOnkER181nCrqePuM6e7jiLs0Pnf96/S2uGYwu/58wDMO6uVkR8ims\n0EtItplPvLh9Wb+Fyv1SdYFdyPL/E+bbue3GoeV8Royx3P8qb1bfaIdhSCmV/o6qQenXwRMq5dKc\n27jlOk/+US3lq0KeEvr8h7S4ry5FXNDLOqSsuQ4erpTr5jMFXU+fKeU6+0wp198dxV2aHyriev11\n1+xK3/d9CCHGWOKAILngsHJ0RTVa3kK57/PR5fy1/BWw6F1Y5P9eizGGEArtyTLP8ziOyye6xF2g\nOEVfB0+olEtz/g+Ya5z8TyLGWMr1tKCvLktTrIPr2HWlr1J1ch08VinXzWdcTw9X0PV3R0GX5oeK\nuF5/i/L+6+B1F+h+y7Eu8Ba6wC5kl9kReCcfnDrV8y32nUr5NJVSZ0Ec0qL58/EVrqdncIFP8QV2\n4fKuHIwCAAAAADx0za70AAAAAAA7BKMAAAAAQHUEowAAAABUIca4npbtK8OA/sT4ocMwbF52GAbz\nyP0cwSgAAAAAVZjnueu673qpb3mdRUppHMdNDJpS+nQwGmMchuHLdV2ZYBQAAACAWrRt+2Jjz5xI\nppSWePG+/eZ9cJnXXxYuL3Kfbz5b88XaHj53k4SuX20YhvWjz56yWe3aBKMAAAAA1CKlNM/zJn9c\np4HL7a7rctf7cRxDCCGEvHB5bgghB4v5oWbVSLPrunwj946/b6Z6v+brwejDrYQQclSaq8q7ubzg\nsjDfWO9dXrjeo/WSa/vn6AIAAAAA4H36vu+67na7fbhmjiBzspnXz7lhbnPa933OJZfV5nnOqy1J\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists_TTTT.draw()" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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ETdM0TZNlWV3XEzcFAADg2eWz6sdYluV+v8+esXdlns/rUAMAwJwdnj//5nd/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\nAMiUQAgAAJCp/wPJI+WtPc7xXwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists_TTTT.nLepvsnJet_norm = normalize_columns(hists_TTTT.nLepvsnJet)\n", "hists_TTZ.nLepvsnJet_norm = normalize_columns(hists_TTZ.nLepvsnJet)\n", "hists_TTW.nLepvsnJet_norm = normalize_columns(hists_TTW.nLepvsnJet)\n", "clear()\n", "hists_TTTT.nLepvsnJet_norm.Draw('COLZ')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "event_number = int(random.uniform(0,100))\n", "TTZ_event = show_event(hists_TTZ, event_number)\n", "TTW_event = show_event(hists_TTW, event_number)\n", "TTTT_event = show_event(hists_TTTT, event_number)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true, "variables": { "TTTT_event": "", "TTW_event": "", "TTZ_event": "", "event_number": "10" } }, "source": [ "We can use the `show_event` function to look at the Generator-Level particles for the event. They are color-coded based on their pt relative to the maximum pt of a particles in the event. Darker is lower, greener/lighter is higher. The following are the particle trees for event #{{event_number}} in each dataset.\n", " - TTZ Generator-Level Particles\n", "{{TTZ_event}}\n", "-----------------------------------------\n", " - TTW Generator-Level Particles\n", "{{TTW_event}}\n", "-----------------------------------------\n", " - TTTT Generator-Level Particles\n", "{{TTTT_event}}" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "HC.stack_hist(\"lepton_count\", title=\"Lepton Multiplicity\",\n", " enable_fill=True, normalize_to=1, make_legend=True, draw=True)" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "HC.stack_hist(\"b_jet_count\", title=\"B-Jet Multiplicity\",\n", " enable_fill=True, normalize_to=1, make_legend=True, draw=True)" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "0.013414741998788721" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from functools import reduce\n", "from collections import defaultdict\n", "# all_eq = lambda l: reduce(lambda ll, y: (ll[0] and ll[1]==y, y), l, (True, l[0]))\n", "all_eq = lambda l: (len(set(l)) == 1, set(l))\n", "\n", "def counter(l):\n", " cntr = defaultdict(int)\n", " for i in l:\n", " cntr[i] += 1\n", " # return cntr\n", " for key in sorted(cntr.keys()):\n", " print(\"{: 7d}: {: 7d}\".format(key, cntr[key]))\n", "ss = sorted(hists_TTTT.evt)\n", "len(ss) / (ss[-1] - ss[0])\n", "# print(counter(hists_TTTT.lumi))\n", "# l = list(hists_TTTT.lumi)\n", "# print(sorted(l) == l)\n", "# for l1, l2 in zip(l, sorted(l)):\n", "# print(\"{:8s} => {: 7d}, {: 7d}\".format(str(l1 == l2), l1, l2))\n", "# print(all_eq(hists_TTTT.lumi))\n", "# print(all_eq(hists_TTZ.xsec))\n", "# print(all_eq(hists_TTW.xsec))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }