{ "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": 19, "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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Warning in : Deleting canvas with same name: c1\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": 20, "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": 21, "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": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "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": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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INydOTz8sH237OVo+tZNNn748//zQ2PTo/QP7sOkLKZs+fZuLU5urMHCNTV9I\nr6HF6Oo8LpbM7NlDP4ClXDmH0ny57vMAAABvtf/EaOxdmNp3thsAuEb6XFAjFwAAOJr9J0blQAFg\nK57ZgyHNhOo5AQAAB7T/xCgAHNnmek5ouQnAHW0uDgLwTBKj/LuHzvsEwFLc+11JHATYJXEQgBkS\no2TZ4PZPj0IADkUcBGANBCCAJ5MYBQAAgFXQZQHgmb5augIAAAAAAM8mMQoAAAAAHI7EKAAAAABw\nOBKjAAAAAMDh7D8xmo9ZulIAAABHVxRFuEGr63pYXhRF13WxsOu6WJ5u3HXd6E4A4FX7n5X+crks\nXQUAWMzo40DB8VV5/jkumyAY4BGKojifz23bZllWlmXXdSENGvKebdt2XVeWZYxZZVmeTqe2beu6\nzvM8lIdtqqoqiiLdCctKw2ggmALrlO/71ijGy63I889rCBgrqQawBpu7kJLa3OlbYQBaYZWAZ9rc\nhXRD8jxv2zakQWMOtJcMzfO8qqq6ruu6bpomLQ+vjS9Pd5K+xbZO36aDTlr53gfZ9OeCg9vchfSt\n9t9iFAAAgLUJzTx7hb32nlVVxaTn6XSK5afTKfSsj21Os5empqH8YbVmzrChKMDKSYwCAADwbOmQ\noKGbfFhOE6BZlp3P57AwHFp0dLcSo0vRJhTYooUnXxodbDsW9lYZbBsAAGBPwoChoQVoNp3ujOnR\ntxqdjNf0vAAES7YYnRps+3w+p70q4oLBtgEAAHYjZCTjSKNZlvVmos9eGpD2mpFmgwakU+X7HhoP\ngHdaMjEasqJxzsGyLOOqYdvPUBKfIuZ5HhqQ1nV9Op3C2t5OAAAAWKe0oWhUFEXTNPHHdG26fD6f\nYwJU33kAbrZkYnR0sO0gNvxM+9EbbPuZ0mGzDRYDAADcUbzdS9Od6SzzYSHe7tV1HRvBpLeKVVU1\nTROWw/9uBgG43pKJ0dHBtkOQCz+ez+emaWKrUoNtP02aCTWxIAAAcF/xvi8tDN3e046AsTFNURRV\nVcXBQGPjmJBaHZYDwDUWnnwpGwy2nWVZVVWXy6XrusvlErvJG2wbAG4g6gGwQnVdXwbCqqIoLpdL\n27aXyyVtTBNeEsrTpjBd17VtOywHgFct2WI0mxhsOw1mcYgZg20DwA3EQQC26MrbvfmNAWDeki1G\nQ0PR4eO+mT7ycTltQGoaegAAAADgTRZrMTo12HbXdU3TxOYtTdNUVZXtd8ePTnQAACAASURBVLDt\nTYzg2aukuZgAAAAA2LqFE6PDwbZ7g2fHMUZ3PNj2yvOMveptIpMLAAAAAPPy1Q49NjW5/Gh5SLMO\ny/N8vR8wyPPPK0+M9myuwsA7rf9CyozNnb4VRpnhE8G11RB4qM1dSElt7vStMA7exV4/FxzB5i6k\nb7Xw5EszDLYNACxOzwkAANir9SZGAQAA4D3iqGupfbd+AuB6EqMAAADs08pzoDoiACxLYpQ3S4O3\nkWIAVk5LGQBYM7dUAAvaf2LUDeF9pWHb402A9Vt5yBNKAACApew/MbryG0IAODgtZQAAgEXsPzEK\nAHBHhpQBAIB9kBgFALiWIWUAAGA3vlq6AgBwUHVd54miKOKqoihCSdd1sbDrulie7qfrurCHuq6f\nU3MAAIAd0GIUAJbRdd3pdBpmM0Pes23bruvKsoyDZZdleTqd2rYNGdVQHrapqqooirIsu65Lc6kA\nAKsy7G9hXBpgQRKjALCM8/nctu2w+ef5fA5Jz6IomqapX4S12UsT0dCAtK7rmF1t27Ysy2d/DACA\ntzAuDbAeutIDwJJi0jPotfesqiomQ0+nUyw/nU6h/Hw+x5eHHKsWowAAANfQYhQAFhN6x2dZlud5\nbD2aJkCzLDufz2Fh2LZ0dJ+hJendqwoAcDMtQ4F1khgFgGVUVRUbe9Z1HYYTnUp3ns/n29KdeZ5f\ns1kcyRQA4L6MIgqs1v670udjlq4UAGRpD/ped/hUaEDaa0Y6uuVo+eU6t38MAFgx94MAzNh/YtTt\nHwAr1HXd6NCiRVHEvvPZl/3l0+WpbQCAlPtBAGbsPzEKAOvUNE3MaYbJ5bPBBEpxbqW6rmMyNKwN\n5VVVNU0Td5JNtyQFAAAgZYxRAFhAURRVVZVlGUtiA5a2bWN5VVUh0Rm2j73/2rYNC3Vdd103LAcA\nAGBevu9+BHm+9g+Y55+3OxD1pisPXGn9F9KtC80/h808pyaXHy2f2sn6T9+mQ8mmKw9caf0XUmas\n//QJJY4ArNz6L6TvpMUo75Lnn9MfhTSAt7pyDqX5ct3nAQAA3kpilNv10qC9JCkAAAAArJbJlwAA\nAACAw9FiFAD2LM7LlNr3OEEAAADXkBhdgC7nADyNHCgAsGbpDbJZK4An239idJ0tZVzuAQAAOLj0\n1lgTIuD59p8YXTwHCgAAAACsjcmXAAAAAIDD2X+LUQAAAI5pnUOrAbASEqMAADfqjYZmDHGAtZED\nBWCGxCgAwC16aVBTRgAAwLYYYxQAAAAAOBwtRgFgz4ytBgAAMEpiFAD2TA4UAABglMQoAAAAPIkx\nqQHWY/+JUV0IAWBV3BACcHC96fsAWMr+E6NyoACwNm4IAQCAxe0/MQoA8BxpY1jJXwB4q163EsEU\neDSJUe7JDSEAh5UGPsMFAMBb9W4hBVPgCb5a9u2LosjzPM/zuq6H5UVRdF0XC7uui+Xpxl3Xje6E\nJ7tcvo//lq4LAAAAAMxZMjFaFMX5fG7btm3bpmliujMstG1bFEVZlnH7sNy2bZZMqdR1XVmWVVX1\ndgIAAMDB5WOWrhQAa5EvODdRnuch+5m95Dcvl0tciNtUVVXXdV3XTdOk5eG18eXpTtK3WOHkS3n+\nefdtKo/wGeEg1nkh5UpT937LntMjxIgjfEY4CHFw09Z5+sSIKzlQsAbrvJDe0ZItRquqGjbwTPvO\nh21i0vN0OsXy0+kUys/nc+xBnyZJAYAsyy5jlq4UAADA8pZMjKZDgpZlGfOeaQI0y7Lz+RwWhkOL\nju5WYhQAAAAAmLfw5EtZltV1ned5bAE6ldaM6dG3Gh1TxigzAAAAsGZ5/jn+W7ouwD79adm3DxnJ\nONJolmW9meizlwakvWak2aAB6VS5DoMAAACwLekAoxKjwIMs2WI0NBS9XC5pKjNMVR9/TJOk6fLU\nNgAAAAAAr1osMRqymXVdd4lsMIFSnFupruuYDI2vzbKsqqqmaUJ5KJlqSQoAAAAAECycGC2/FFa1\nbVuWZRj6M85cXxRFVVWhsCzLtm3DxnVdn06nUN40TSwHAABg/XpTPhRFkc4GEefs7bourBrOytvb\nEgCulK92CM4Q9q4sT1ubpvJ8jR8wzz+no6Xs0nAImN1/ZNirdV5IudI6T99B4uDuPyMcxDovpLvR\ndV3oGpge5LR9TJbc5YWh2Oq6Tl/SdV1ZlmH7sizjpL7xJSs8fWLEDRw0WMo6L6R3tPePt8rzd8Br\n+gE/MuzGOi+kXKnXBida9pweISgc4TPCQYiDj1PXdRwVrZcYHR7zsHEsz/M8TOGbDsUWkqSv7mpx\nYsQNHDRYyjovpHe05ORLAMCjXcYsXalDyPPP6b+lqwOwOnVdXy6XqqqGq0JL0rRrfNd1p9Mp/hhb\nhsZJKbLBfBUA8CqJUQCAO7tcvk//LV0dgM2Ic1F0Xdc0TZ7nMdE5HFp0Zg8AcA2JUQAAANaiqqrL\n5dJ13eVyCYOKZll2Pp9v21t+nXt+AAC2Y/+JUWEPgJWr67rXCibOups2ezEbLwC7VxRFGs6Koggp\n0bQffVw1tYf0x9EhZQwys3XGqwHuZf+JUWEPgDULXQXThjDhji7MKVGWZSwPy23bZsmsSnE23rZt\nm6aZuktclrsXAK7Udd01feTTuKnv/DEZrwa4iz8tXYFDcBMIwJSyLE+nU7zB67rufD6HZ3hFUTRN\nU7/Ikll3w5hroVlN7GbYtm2aSF0V9y0AXCM8L4xtWZqmCbMz1XUdY1yIhiH2VVUVYmUsWeczQt7P\nbTXwCBKjT+KGEIChoihOp1PsJ5gNmr1UVRWTocPZeMMLQxvSLJmN1z0hABtV13V4/hd+jA//iqKo\nqiqWx9jX2z6WszNuqIEH2X9XelZCJ0qAntA4dNgBsDeMWsyZmo0XgP2p67o31lmYdqlt2zAFU2/L\nUJ7GxK7r2rYdlgPAq7QY5RnS53sSowBBWZbDhi1Tac3z+Xzbzd6VUw4agBuAVblybqX5jQFgnhaj\nALCA2O099AHMpkdGCw1IzcYLAABwXxKjALCAMLpomHs3dJYPy+l4o9mXDUjNxgsAAHBHutIDwAJC\n+9C43DRNLwcaGn7GuZXMxgsAAHBfEqMAsC5t28YcaFVVIdFpNl4AAID7yvc9rNjUjBNP/tR5/jmd\nfejgHA3YljzfeaRYrdho9Jry0IZ0WL6S0+fK7wjAdq3kQspt1nn6BIX7cjzhodZ5Ib2j/bcY3ff5\nA2CvzMa7M3n+OS67fwMAgDXYf2IUAGBZaSY0zZAC8GijnQi1ngEgkBgFAABgn9aQA/VIDGC1JEYB\nAADggQyiArBOEqMAsGe6EAIAAIySGAWAPZMDBQAAGPXV0hUAAAAAAHg2LUYfxQDbAAAAALBaEqMP\nZIBtAAAAAFin/SdGTToBAKxKr1uJJ6kAALCI/SdG5UBXyA0hAIfVi3rG3gEAgKXsPzHK2rghBAAA\n4F5mbiq1wgHmSYwCAAAAmzST+tQKB3iVxCjLS8OVB3oA92WsbQCOTBwEYIbEKAtLM6Ee6AHcnXs/\nAI5MHARghsQoAHB/nnUBAIsz8S8wT2IUAHgI9x4AwIJM/Au86qulKwAAAAAA8GwSowAAAADA4ey/\nK71ZCAEAAACAnv0nRuVAAQAAAICe/SdG2RaTBgIAAADwBBKjrIhJAwHuzpAy65fGO08EAfbBvQzA\nJkiMAsCeyYGuXJoJdRcNsCeedQGs3ypmpe81ZimKIk/UdR3Ku64Lq4qiSLfvuq63JQAAAADAjIVb\njHZdN8xmns/nqqpi9jMulGV5Op3atq3rOs/z0ASm67qyLMP2ZVl2Xdd13bOq/wWtPAAAAABgK5ZM\njNZ13TTN1KrRkpD0DE1EQwPSuq5Pp1NY27ZtWZYPrPFr9JUAAABYD2NtAzBjya70dV1fLpeqqoar\nQkvSND3add3pdIo/nk6nkCQ9n89xs9C2dKkWowAAAKzKZczSlWIxef45/lu6LsAqrGKM0VRIa4ZO\n8U3ThJahYdVwaNGZPQAAAAAEl8v38d/SdQHWYnWJ0SzLqqq6XC5d110ul9hN/nw+37a3/Dr3/AAA\nAAAAwLotPPnSUFEUacvQoijCOKRpP/q4amoP6Y86SgAAAAAAPatrMTozrXxanjYg1XceAKboJwEA\nADBqjYnRdGb5pmnC7Ex1XcdkaMiEhi72VVXFqe1DyVRLUgA4IJNOAAAAjFpdV/q6rruui41Z4hij\nRVFUVRXL27Yd3T6WAwAAAABMyVfbbKTrutG2n6PloQ3psDzPn/cB8/yzue3uyyGFNXjmhZS7e3Ic\n7JW4hr+VwAcrJA5u2oKnzyV95XonqPdnjHMH0e7j4Oq60kdXzq0UC/Wg36U8/xz/LV0XgPsriiIM\n+hm6R/TKi6JIx9EOjwZDebpx6Dkx3MnzXS7fp/+WrQwAwPX8AQPHtLqu9BDNPMED2IE8z0+nUxgE\nJoyvnQ6W3bZtGHc7PqEtyzJsX9d1fHIbtqmqqiiKsixn5jAEACByjwlkEqMAsIiQvoxJzKqqYsn5\nfA5Jz6IomqapX6SvyvM8NCCt6zqOx922bTqBIQAAo7QMBQKJUQBYQFEU6YSBMUPaa++ZJkxPp1Ms\nP51OITF6Pp/jfkJT06lButkEY5wBwOKEYziO/SdG44T1qX0PHAvAJoT0ZUhuZklsShOgWZaFtdlg\nlO2pLvMSo9vVu+/SxQ/g/dwP8lbCMRzKeidfupfLmKUrBQD/riiKqqqyQef6npgefav8OjfWHgDW\nzf0gADP232IUANYsTiUf5lnqzUSfvTQg7TUjzQYNSKfK3f4BAACM2n+LUQBYobqu0wxmXI4964M0\nSZouT23DzuT55/hv6boAAMDeSIwCwAJCAjTmNGO70TiBUvjxfD6HVXVdx2RoWBvKq6pqmibdiQFG\nd+Ny+T7+W7ouALwifZTlaRbAVuhKz2aYGRDYkzC0aFmWsSROLt+2bSyvqirO0VRVVRwMNG5c13XX\ndcNyAODJ3KEAbE6+76HH8vx5HzDPPwuETyNJCk/zzAvpMYXmn8NmnlOTy4+WT+1EHNwNhxeWIg5u\nmjjI+zmzHNzu46Cu9GyS3oXAbhRFMZoAvXJupfmdsCc6aQJ7Ffs9REVR5Hnem5AwPBoM5enGoedE\nnudxXBoAuJLEKADA2qVPBD0UBHZjtBtEKGnbtiiKdMyZsBwGjYm51K7ryrKsqqpt26ZpPCbkETyY\nhB3beYNYXSeOwJGHh9p914l9Ewf3ytGGpxEHH6eu6zh/YDzIIdEZf8zzvKqquq7Dxml5yJymkxb2\nXpuJg9ybs8wB7T4O7r/FaD5m6UoBwJOIgwCsU13Xl8ulqqq0MO07n2VZVVUx6Xk6nWL56XQK5efz\nOfagT5OkAHCN/SdGL2OWrhQAPIk4CMC2pAnQLMvO53NYGA4tOvpyiVEArrf/xCgAAACbMJXWjOnR\ntxrtOaEvBQDBn5auANxBbwxsw74AAMAW9Waiz14akPaakWaDBqRT5fpJ8DjuQ2EHJEbZvF74MVEg\nAABsVFEUcUam7MsGpOny+XyOCdDRqe3hQaaSoe5DYaMkRgEAtie9AdNEBdiNOIFSWDifz23bZllW\n13VZlmGbkCENcy5VVdU0TVgO/0uS8jgCLuyPxCgAwMakN2aaqAA707ZtzIFWVRUSnUVRVFUVBwMN\n2dIsy+q67rpuWA4A18j3PeRKnj/vA+b5Z4+P1sCJgPt65oWUu3vo6Rvm41x+FyHwwUOJg0uZ6iA/\nWh7akA7L3Q/yNL4A7NXu46AWo+yQ3oUAz+EaC8CDXDm30vzGADBPYvR2eq6tk96FAAAAALxq/4nR\nONxM6l7NgLWUAWDlHhoHAQAAtmv/iVH3fgAcmTgIAAAwav+JUQCAfesNHaNHCwA8n3AMWyQxCgCw\nYb37LuNrA8DzCcewUV8tXQEAAAAAgGfTYhQAAIB9MgkhADMkRtk547wAcDRp7BP4gIOTAwVghsQo\ne2acFwCOJo19Ah8AAMwwxigAAAAAcDhajALAnhlbDQAeQat85hnZBjZh/4lRN4QAHJmQBwAPItvF\nFCPbwFbsPzHqhhAAAAAA6Nl/YhQAAABgKb1Go9oaw3pIjAIA7JY7MQBYVi/46lkPqyIxyrEYABuA\n43AnBgAAM75augJZNjY/UlEUeZ4XRdF1XSzsui6Wpxt3XZfneZ7ndV0/vK5s2eXyffy3dF0AAAA4\nojz/nP5bujpwaAsnRkOus1cYStq2LYqiLMtYHpbbts2SXGrXdWVZVlXVtm3TNMO9wRTRCAAAgGdK\n2+tosgOLyxectL2u66ZpwnKsRkh0xh/zPK+qqq7rsHFaHjKnIRMaGpb2Xhs2e9wHzPPPrmK74WzC\nlIdeSHk0cZCUUwY3EAc3TRxk/XyRWLndx8ElW4zWdX25XKqqSgvTvvNZllVVFZOep9Mplp9Op1B+\nPp9jD/o0SfogGhgCsC35mKUrxWL8JQMcjTgIwIw1Tr6UJkCzLDufz2FhOLTo6MtHu+ffkYc5AGzI\nvh/w8ibp3zASo8BBiIOsnymCYUGrS4xOpTvP5/Nt6c4rnweKlwAAAMAzeWwJy1pdYrQ3E3320oC0\n14w0GzQgnSqX8eRKHtMBAAAAHMfCs9IPFUUR+85nXzYgTZentoHbmBYQWERRFGGwszhedlree1gY\nxooJ5enGXdeN7gQAAIAZa0yMZkmuM86tVNd1TIaGtaG8qqo4tX0oeegAowBwL+FZYNu2bds2TRPj\nV1ho27YoirIs4/ZhuW3bLBkopuu6siyrqurtBF6VTsSk7x4AAAe0uq70WZa1bRvvA6uqCvd4RVFU\nVRXvA8NtYZZldV2HljK9cgBYuZAVjWnQEPu6rjufz2EcmKIomqapX2QvjwZD4AsNSOu6Pp1OYW0a\nQGFer4eExCgArEEvIuvRCI+2fGI03uxFRVFcLpfh5PJhy2F513XhRlEzGQA2JD78S/XGh6mqKiZD\n0+G2T6dTCIghuxoKY6+LxwVE6TMAgAfx2BKeb/nE6JQr51aa3xgAVit9LliWZcx79uYbjCPJDJ8L\nju72oYnRTMuF/TIJIQAAR7O6MUYB4FDqus7zPLQAzabTnemsg2+SX+fW6rMTJiEEgBUyGjg82npb\njALA7oWMZBxpNMuy3kz02UsD0l4z0uzqrhVhuFIAALYlfVopMQoPosUoACwjNBS9XC5pKjMMGxp/\nTJOk6fLUNgAAAFxp/y1GR7sHaj4DwLJCNjNMKhgLi6LoTaAU51aq6zrOOB9fm2VZVVVh5vpYYtxt\nAIjcDwIwY/+JUTEPgBUKyc2Y6wxCzGrbNpbHmeuLoqiqKt7dxZnoQ2p1WA4AZO4HAZiV7ztO5Pmd\nP2CefzYpwe71znJvMBdfAI7m7hdSrjQ1ufxoeUizDsvFQW4wHMXMSefIxMFNe+jpExN5Jt83lrL7\nOLj/FqPwfjECDWcDFJyAB7lybqX5jeEGvdBmtgcAAPZKYhRGTN0EulcEAADg+bTRgUeQGIU+AQYA\nABjSMIKlzLTRMQYOvIfEKLxLGoSEH2CFzMbL+wl2AJHLICs0M0kGME9iFG4n/ADrJwfKOwl2ALBC\ngjLchcQoAADXMsAZACxO/IV7kRgFAOAqJiEEAGBP9p8YNbYaAAAAANCz/8SoHCgAAABwEGZNhOvt\nPzEKAAAAcARmTYQ3kRiFhzA3BQAALM7QagDMkBiFu5lKhnpMB8Be6awHrJwcKAAzJEbhPtwNAnA0\nvc56eksAwNqIzjBPYhQA9kwXQp6jd6OltwQALE50hldJjMIzeEwHLEUOFAAAYJTEKDycx3QAHJDh\nRwFgbURn6Nl/YvSdXQjlsAAA3srwowCwNr3ovGBNYD32nxh9fxdCf7tzd+4PATgOPScAAFinr5au\nABzO5fJ9+m/p6gAAwIrUdZ0niqKIq4qiCCVd18XCruti+dMrC8C27b/FKKyfcV4AOBQ9J4AZXded\nTqe6rnvlIe/Ztm3XdWVZxq6BZVmeTqe2bUNG1ayDcCXhGLIs23nYeH9czPPPrg48je8bK+QGY9Pu\nEgd7JS5T3JfYx8qJg8+X53nbtr3mn71kaJ7nVVXVdV3XddM0aXn62rufPpcs9sp3mym7j4NajAIA\nc/yVDMDzhRajsd1o2nc+y7KqqkJJaF4ay0+nU+hZ/5xKArB1EqMAsGd5ng8L9/3UF4CtC73jsy9b\ngKYJ0CzLzudzWBi2LX1KHWFvZmZH9JicHZMYBYA9kwMFYFtCH/mwXNd16EE/le48n8/z7UNHHxAO\nCZcc3EzqcyZhCjtgVnoAAADWIp12KS4Ps5+hAWmvGelwy8t17vsRYGfy/HP8t3Rd4M60GAUAYEn6\n7gFR13Vd1w2HFi2KommadLPR5VcbkAJvlcZiiVH2Z/+JUWOrsS29SOOGEIB903cP6GmapiiKkN+s\n6zq0CQ0/xomVzudz27bZS1/78MKQIU0bnALAvP0nRuVA2ZDezaEbQgAIhjHRs0PYpaIoqqqKuc4s\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": 24, "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": 25, "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": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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A7l5RFGnj0NCeNFxdm6ZJm5dOByohEBhlW3//+D9vHT79KD9+ALhW6kGAYHSL\nnmVZWZaHw2HaQT4sOU3v+362N2jIZJoOcPfKshyGYTSiyKj5vCvkOoFRNrfpY4nh6dkcYgArZmfa\n1aDmktSDACtW5lZ648IAdy+M1xwDo2Ec0uzHlqQCo+vuPzDqhhCAR6bKAwCA9/Lf/7326/rvf//4\n298+z75VlmvDjJ4nbRwa/g9t85umqaoqBEwFRtfdf2DUDSEAAAAAb/f583pw8/vSG+8eFQ1i49A0\nABoDpqGvvQFGV9x/YBQAAAC4PGNtw9biMKNt244CoG3bpnFSZl1oUKqyLMNcgdPxtvM8jy17gxDS\nDunpwnHCwVEmTdPMpgMAAAA7KooN/2Uf5/ssw+OYTrsU1HU9m87IJQKjIXrddV3XdTFcnb2cmK7r\nyrKsqiouH153XZclI4T2fV9VVV3Xo0yapmnbNmYuNgoAAADAIwjxsbZtsx8DoEvpjFwiMBqiomVZ\nlmXZdV0c+yC09S3LMg4NG/9PB4iNw8cWRdE0TZpJlmVt29Z1HTKv6zqccgAAAAC4e7EH/TQwmr7L\nrEsERkPgcpSY9p0Py8QwaHrOiqII6cMwxNagaTvh7CWWmgmBAwAAAPBIQjRsGgANKWJl6y4x+VLa\nvb2qqniqRucsNgKdDi06m+003ckGAAAA4IaUZXk4rM0jtr5A0zSzA0suxdNIXWjypexliqTYAnTp\n9MTw6NlGOeeneeNGAQAAAIAbcokWo9nLHEphpNGQMpqJPntpQDpt+rvUDjSMKzqbnv65HnQHAAAA\nAB7QJQKjaUPRqCzLdKKk9N309TAMMdAZZmSa5h/TNRIGAAAgmu0dqPVM9NP3n36T/WbLLfzPlpnD\nDvpen+O7km9dJfR9X1VV13VpYohj5nke25DG12H5UKr0ddM0bdtOX6ch0Wl4NM8330HW5fn3TSdA\nG56eD99+teEG4OG5kN40p2936kG4dS6kN83pO+rT90+f88/b5T98+KIe5A64mLyvqzqem7cYDWHK\nqqrSxLD/XdfF9DhzfVmWdV3Hx3oxoto0Td/30/SQGNOv58gCAAAAAFdr/xjt0Q7yo8RsbtTRpfSr\nCkI/pu1bynz77T/+94YbyLKvH75umj9cORfSm+b07U6LUbh1LqQ3zek7Ks+/b70J9SB3wMXkfV3V\n8bzQ5EsrVuZWeuPCPIZ8064fAAAAd2zTwCXAlfuwdwEAAAAAAC5t/xajW6j8b34AACAASURBVDML\nIQCPTD0IAAAw6/4Do+79AHhk6kEAAIBZutIDAAAAAA/n/luMAgAAAMDblYfyvBX7vH/PcvBOtBgF\nAAAAAB6OFqPcuOePw4cv227C6HwAAAAAd0dglNtWFNvmPzw9a1gNAAAAcH9EfAAAAADgcsqyzJeV\nZXmBBfY+Blfh/luM5nk+TTwc9I4GAAAAYAdN06Svh2EoiiJNHC289QIPK7/vEGGe3/kOXr88/751\nb/dNDU/Ph2+/2rsUsCcX0pvm9O1u63pQPQVbcyG9aU7fUe7X4BTpxWSLWen7vq+qquu6pVacF1jg\nkq7q4nz/LUYBAAB4THoQArBCYBQAAID7JAYKwAqTLwEAAAAAD0dgFAAAAAB4OLrSAwAAAMBx/334\n75V3//7x7799/u3sW2VWrsy/xF4ERgEAAADguM/557W3vy++Iyp6ne4/MGoWQgAAAABg5P4Do2Kg\nAAAAAMDI/QdGAeCR6TkBAAAw66Kz0o/uzfq+L8syz/M8z/u+n6aXZTlaPizcNE2a3jTNbDoAcJiz\nd6EAAAD2d6EWo33fT6OWVVUVRdF1Xd/3VVV1XRcioTE9RDzD/VtYpq7rsiyrqur7PsRSm6Zp27br\nurBiSLnMTgEAAADAW5Rlud524QILPKz8AsclxC7D67i5EOiMf5ZlWZZl0zRh4Zie53kImIaYaQiG\npuvmeV7XdQiGjtYN7zrx+8rz70WxdyHeYHh6Pnz71d6lgD25kN40p293W9eD6inYmgvpTXP6jnK/\nBqdILybloTwvE7PSR1d1cb5EV/qmaQ6HQ13XaWIa6MyybBiG8KLv+yK5MBdFEZYZhiE2BR2tO0oH\nAAAAAFi35+RLdV2Hzu9ZlhVFsRTfTIcfXU8XGAUAAAAATrFnYLRt26IoQjSzbdsw59IwDG+Mb4Z8\n4p+zs/FOXU8jXgAAAACukB7xd2a3wGhoH5q2+myaZtSPPliKk8aBR9eXF/EEAAAAAEYuMcborFEM\nNLQVjW/F9JiYndCnfmkBAAAAAIDUboHRNBKaZVnTNCFO2jTNKEIa2pbWdR2ntg8poWVoOjhpzAQA\nAADyOXsXCoBrsWdX+r7v0zop9Hkvy7Ku65jedd3s8jE9JMZ0HecBAAAI3CEC78IzlXuV715PhGah\n09FCR3MoHV14Nj3P99/BB5fn32+6Fe/w9Hz49qu9SwF7ciG9aU7f7rauB9VTsDUX0pvm9B3lfg1Y\nd/cX0t260kcnzqF0dOE3zmUPAJdXlmXo9xCHhUnTy7JMh88OjwxDerpw7DwxygQAAIAV+wdGAeAx\nhf44XdeFcbRjWDPEPbuuK8uyqqq4fHgdBpOJfXn6vq+qqq7rruvatvWYEAAA4ER33iB2aQyI+97r\nq6JrBty6u+86saM8z0P0M8uypmnatj0cDiHQGY95nud1XTdNExcYrRtWDw1LR+tmTt8V0JUebp0L\n6U1z+o5yvwasu/sL6f23GD3M2btQAJBlLwHN8KIoijQlqOs6Bj2L5MalKIqQPgzDqKnpKAcAAABm\n7TYrPQA8uK7rqqpq2zb8GZ/bFT+23BiGIbyYDi06m+3s7IUs+en7T7/JfrPlFv5ny8wBAIDzCYwC\nwD5CS8+6rrMsC2OMNk2zFO4chuG8cOfSqDIjD9ud4vnjP/6+dxkAAIBdCIwCwA76vh+GIYYjwzxL\nTdOMZqLPXhqQFpMBwJbipKP0h414nu6mx1YDAADOdv9jjALAFRpFP2M0syzL2Hd+tFj6emkZAAAA\nTiQwCgA7GE2UlAZG0/Q4t1LTNDEYGt6NPfHjKKUhxQCjAAAApxAYBYAdlGVZ13VVVXme53k+DEPX\ndeGtMClTSK/rOgQ6w/IhsaqquHDTNEVRhPS2bWM6AFy/sixDFRae7Y3SR8PLhNkFQ3q6cN/3s5kA\nwFH3HxjN5+xdKADImqY5HA5d13Vddzgc0kajIf1wOKT3eHH5dOEsy/q+n2YCAFcu3Jd1XRd6P8Qq\nL9RlXdeFAbjj8uF1eAQY7+n6vq+qqq7rruvatlUPAvAq+X3PyZDnd76D1y/Pv9/0pBbD0/Ph26/2\nLgXsyYX0pjl9R6mngHUupNvJ8zxEP7Msa5qmbdvD4RACnfGYh84TTdPEBUbrpkPQjNbNnL4TqAeB\ndXd/Ib3/FqMAAABcodhTvu/7oiiyyYyCdV3HoGeRBPCKogjpcTDubDJONwAcJTAKAADApYXO73Gs\n7RjQLH5swRjnHpwOLTqbrcAoAKcTGAUAAODSQkvPuq7ruo5/LoU1Y3j0tWbnnDALBQDBT3sXAACA\nsx0+ff+06Qa+fvi6af7AY+r7fhiGOG5dmGepaZrRTPTZSwPSYjIQ5tI8S6P0+x4aD4A3Ehh9dD99\n/+k32W+23ML/bJk5ADy4/HP+ee8yALzaKPoZo5llWbZtO7tY+noYhrhK3/cmowfgPAKjj+754z/+\nvncZAACAhxICoDGmmQZGsyTWOQxD13VZljVNU1VVWCZESGNP/LZtw+vwvyApAKe7/8Do7Hgx+lOk\nJr1SAAAANlSWZV3XMdaZZVkIgIYXMb2u6xg5res63tzFhZum6ft+mg4Ap8jvO0SY53e+g2+X598F\nRlcMT8+Hb7/auxSwJxfSm+b0HXXr9eDw9Fz8f/+86Sb6vN80f7hyLqRbC80/p808lzrIz6YvZeL0\nHXUH9aD7NdjU3V9I77/FKAAAANfpxDmU1tN1n79aX4aP22/knkM2wNYuGhidhpmbpglDa9d1HUaE\nybKs7/umaYZhKIpiNNh26FKRLryUCQAAALCzLZukfhuefr1d7sAD+HCZzcz2dwjjbXddFwbMjjHQ\nEP0Mo8PEwWJCVLSu667r2raNuYWoaNd1IV1gFAAAAAA46hItRmOLzpFhGEID0nTmwRDZDEHSMIp2\nTC+KIrybjsbdtm0ckDudkRAAyExCCAAAsOASLUabpjkcDnVdjxJHf8aQaJG0tI+96YdhiKvEQOoo\nKyPLAMDIYc7ehQIAANjfzpMvlWU5DEOWBECzSXwzHWZ0PV1gFAB4LM8fhw9ftt2EQDoAAHdqt8Bo\nCGuWZRle5HkeXg/D8Mb45mg809kuhFOazwAAN2fLCS2yLMuGp+eLDUkPAAAXttsv3RC7jL3g67qO\nTUdnl5zNYfatUeJsF0KdCgEAAADgkV1jE4C0j3yIlk7TZ5dfWgAAAAAAILVbYDSdfT7LsrZtQ1vR\npmliMDS8G5YMM86n64aWoXGq+pA+bXAKAAAAADCy5+RLXddVVRVex8mXyrKs6zoODNp1XXjRNE3f\n99P0kBjTdYoHAAAAAI7Kd48kxnjoNH02cWnh2fQ8338Hr1yef9fKdsXw9Hz49qu9SwF7ciG9aU7f\nUerBdepBcCG9aUsz8Tqn0db14Jfh46YTBX4bnn59+LZd/sDd14N7thgNVuZWeuPCAAAAPLL7vp8n\ny7JP3z9tmv/XD183zR/Y1/6BUQAAAIAzfM4/710E4Ibdf2B0tveEx4YAAAAA8MjuPzAqBgoAAAAA\njHzYuwAAAAAAAJcmMAoAAAAAPByBUQAAAADg4QiMAgAAAAAP5/4nXwKAR5bn+TTRzIQAAAACo7Du\n8On7p6238fXD1603ATwsMVAAAIBZ9x8Y1VKGt8k/55/3LgMAAAAA7+z+A6NioAAAAADAiMmXAAAA\nAICHc/8tRgEAAIC7NHz4su0G9EGFuyYwCgAAANyePMuKYsP8h6dnHW3hvvmGAwAAAAAPR4tRAAAA\n7lOe59NEM/QCEAiMAgAAcJ/EQAFYoSs9AAAAAPBw7r/FqK4TAAAAAMDI/QdGxUABAAAAgBFd6QEA\nAACAh3PRwOhsr/Ysy8qybJom/tn3fVmWeZ6XZZku1vd9nud5nqcLZ1nWNM1sOgAAAADArAsFRkOs\nc+mtYRj6vo8pVVVlWdZ1XZbEUvu+r6qqruuu69q2jbk1TdO2bdd1IV1sFAAAAAA46hJjjIbY5dK7\nIQyaLpxlWYiThiaiIajaNE1RFOHdruviWm3b1nUd4qR1XYuN8s6ePw4fvmy+FQPhAgAAAFxWfrG5\niUJ4dLS5PM/ruo5h0CzLQogzNiAtyzJERfM877ouNhSNf+b5/9uF0Ko03UT6LrPy/HtR7F2IxzY8\nPR++/WrvUsAiF9Kb5vQdpR5cp5ICF9Kb5vQdtXU9+GX4mG25gefh6Z+Lf2yXv3oQ7v5Cuues9LER\n6KiX/XRo0dnVp+lLvfUB4GHNDvB93z9uAIATPWcfs2HvQgDsZ7fAaN/30wakWZYNw/DG+OZoPNOl\nGZ9G3CICcJdUcADAGl0ngAe2W2C0qqo4ZugwDFmWNU0T2pCOllyKk4Ze9rPp6Z9uCAEAAACAkQvN\nSj9V13WWZX3fxx7x0xfZS8x0mp6aXREAAAAAYMluLUbTuePTCZeapokzzseU7McZ58P/Ya3Q7DQu\nOW1wCgAAAAAwsufkS7PKsqzrOg4M2nVdeBGin9P0kBjTdZwHAAAAAI7KrzaSOJpDKSZmc6OOLqXn\n+fXu4JXI8+9a2e5reHo+fPvV3qWARS6kN83pO0o9uE4lBS6kN83pO+p7nt/05EvPw9M/F//YLn/1\nINz9hfTqWoxGp0ysdDQdAACAhxU7F6bu+yYfgNNdb2AUAAAA3kIMFIAV9x8Y9YTwvn0ZPm69iX8q\nnrfeBAAAAAAXdv+BUTHQ+7flmDjPw9N2mQMAAACwlw97FwAAAAAA4NIERgFgN03T5Hme53nTNGl6\nWZZ5npdl2fd9TOz7PqanC/d9P5sJAAAAKwRGAWAfTdO0bdt1Xdd1bdvGsGaIe3ZdV5ZlVVVx+fC6\n67osGUG77/uqquq6DpmMYqYAAAAsERgFgH2EqGhZlmVZdl0XGof2fT8MQ2gcGkKl6f8hPS4Z0oui\naJomZDIMwz47AwAAcGvuf/IlALhasYHnKNwZ1XUd04tkrrmiKEKQdBiG0IY05hbSty45ALC1n77/\n9JvsN5tu4n82zR3g6gmMAsAOQrgzRDZDyuFwCC/SAGiWZXGB6dCiSzkLjALAHXj++I+/b76Rj5tv\nAeCK3X9gNI7Cloo3nwCwixjWDFVSmFXpcDgshTuHYTgv3DlbD06pGQHgCv34tHQDxuABHtv9jzF6\nmLN3oQB4dLHbe/hzNPNSKjQgLSY3Rktx0lH6bD2oZgQAALj/wCgAXL90sNF0AqW0AWn6emkZALgh\nTdPkeZ7neXxAGISOFHEA7iCMFRPS04X7vp/NBACOEhgFgB2Em7ppQ9FRS9JhGOKs9DEYGuejz7Ks\nruu2bUN6SDHAKAA3oWmatm27ruu6rm3bUZ3YdV1ZllVVxeXD6zDlYBwopu/7qqrqug6ZqAQBeJX7\nH2OUfX0ZDOYNMK/ruqqqYlgzTi4f0sPruq7DPV5ZlnVdx/vAuHDTNKGlzCgdAK5ciIrGMGgIjPZ9\nPwxDHIA7BEyD7OXRYKj4QgPSpmmKogjvphUoAJxCYJTtbT5gOMBNKssyzraUtnCJ6aNmL+G2cJre\n9/00EwC4fmmHiRj0TBeo6zqmp8NtF0URKsRhGOJDwdjrQoUIwIkERgFgTyfOobSe7g4QgNsSH+nF\ngWLiTICj+QbjAtPngks5qxYfx8fseftOiuaohHsmMAoAAMBFxbBm7DWf53nsSDE1DMN54c442sy6\nGJblxmzcPfHb8PTrTTcA7O3+J1/K5+xdKAAAgMc1mmxwOhthFBqQFpP414ldKw6necOuAHDD7j8w\nqtoDAAC4Zulgo7HvfPZjf/n09dIyAPAq9x8YBQAA4KqESOi0oeioJekwDGGZpmliMDS8G9Lrum7b\nNqSHFAOMAnC6iwZGR33Yw6jYoW97rBHT9Ono2tOFsyxrmmY2HQAAgOvUdV3btuFWLp1cvuu6qqpC\nel3X4a6wLMu6rkNiVVVx4aZpiqII6W3bxnQAOMWFAqOzMwNWVZVlWdd14SlfDGvG9CyJpfZ9X1VV\nXdeh+oy5NU0T6r+QLjYKAABw/cqyPBwO4VbucDikjUZD+uFwSO/vmqaJ6endZd/300wA4BT5BQbc\nDLHL8DpuLgQ6459hmVDzhRf/t3x53nVdWZZpl4p03fAUMXavSNcN7xpRdF2ef990Hr8vw8etJwrc\n1PPw9M/FPzbdxPD0fPj2q003AW/hQnrTnL6jtq4Hb51KClxIb9qtn74LVFK3fr+2tW/D068P3/Yu\nBezp1i+kR12ixWh4slfX9Sh9mpJlWd/36YSDRVGEYGgcXCZ7zQyGAAAAAABTP+214dgINMuyvu/b\nto1x0unQorM5TNMFRgEAAACAU+w/K33TNGHw0NDwM041eLZRwDQ/zRs3CgAAAADckN1ajGYvQ4UW\nRRFGEQ2JxWR8k6V2oGmb05Xl73soBAAAAADgDHu2GA0NRacT1qdNPtMGpEf71C8tAAAPSz8JAACA\nWbsFRkPH+bIs+0RIj8HQmJJlWV3XcWr7uG6WZUVRxMmXmqaZNjgFgEd2mLN3oQAAAPa3W1f6EPSs\nqipNPBwOZVnWdR0bs3RdF140TdP3/TQ9JMZ0N3sAAAAAwFGXazHaNE0atez7fqkBS1iy67oQJ01X\n6bpumh4WDukX2hkAAAAA4JbtOfnSulMmVjqaDgAAAAAwtefkSwAAAAAAu7jeFqPvZXbuXZ3uAQAA\n7p77QQBW3H9gVJ0HAADwmNwPArBCV3oAAAAA4OEIjAIAAAAAD0dgFAAAAAB4OAKjAAAAAMDDERgF\nAAAAAB6OwCgAAAAA8HB+2rsAm8vzfJp4OBwuXxIAAAAA4Ercf2BUDJS3+Jg9fxk+br8dn1IAAACA\ni7r/wCi8SVFsvYVvw9Ovt94GAAAAAD8SGAWAe2ZIGQAAgFkCowBwz8RAAQAAZpmVHgAAAAB4OAKj\nAAAAAMDDERgFAAAAAB7O/Y8xatIJAIBzHT59/7T1Nr5++Lr1JgAAYOr+A6NioAAA58o/55/3LgPA\n+TSUAWDF/QdGAQAAeExioACsuOgYo9OHdWVZ5nlelmXf9zGx7/uYni7c932e53meN02TpjdNM5sO\nAAAAADDrQoHREOscJYaUruvKsqyqKqaH113XZUkste/7qqrquu66rm3bmFvTNG3bdl0X0sVGAQAA\nAICjLhEYbZqmqqphGNLEvu+HYQgB0xDNTP8P6aEZafi/aZqiKJqmKcuy67qYW9u2dV2XZVmWZV3X\nbdteYI8AAAAAgJt2ocDo4XCo6zpNTPvOZ1lW13UMgxZFEdOLogjpwzDE1qChuWjMYZQOAAAAALBu\nz8mX0gBolmWxEeh0aNHZ1afpAqMAAAAAwCkuOvlSaincOepx//ac89O8caMAAAAAwA3ZLTA6bd0Z\nGpCOmpHOLhnTZ98aJR5Oc95eAAAAAAC3aM/AaNo4NG3mmb5eWiYV05cWAAAAAABI7dxiNIYy49xK\nTdPEYGicjz7LsnTG+ZAScghT1cf0aYNTAAAAAICRPSdf6rquqqrwuq7rEOgsy7Ku6zjoZ9d14UXT\nNH3fT9NDYkzXKR4AAAAAOOpyLUabphlFLcuyPBwOXdcdDofY6jMuGdLTAUP7vu+6bpoeFg7pW+8F\nANwWUw4CAADM2rPFaLAyt9IbFwYAPDUEAACYtdsYowAAAAAAe9m/xejWZjsMaj4DAAAAAI/s/gOj\nYqAAAAAAwMj9B0Zv2k/ff/pN9puNN/I/G+cPANys54/Dhy+bb8VTbGAzehACsEJg9Ko9f/zH37fe\nRPYxGzbeBsd8+v5p0/y/fvi6af4A3Kui2HwTw9OzUe+B7YiBArBCYPTabX5DMlzkpodVn/PPexcB\nAAAA4LEIjAIAAADM2Lp7X6aHH+xKYBQAAABghu59cN+M6AQAAAAAPJz7bzFqFkIAAAAAYOT+W4we\n5uxdKAD4f5qmKcsyTSnLMs/zsiz7vo+Jfd/H9HThvu/zPM/zvGmaC5QWAADgPtx/YBQArlnf923b\nDsMQU0Lcs+u6siyrqorp4XXXdVnSH6Lv+6qq6rruuq5t21HMFAAAgCUCowCwp6qqiqKIf/Z9PwxD\naBwaWoCm/4f00Iw0/N80TVEUoc1p13VpgPUO5Pn3rf/tvYsAAMBu7n+MUQC4WmVZFkVRlmUMaKZ9\n57Msq+s6hkHT+GlRFCFIOgxDaEOavTQ1DekXKPxlJDsNAADwnrQYBYB9xMaho/Tix1hgjJlOhxZd\nyvZ9ygcAAHDXBEYBYB9VVcXGntFSWPPsPvL5ac7LHADeziSEAOxFYBQAdhC7vTdNE0cLzSbNQrOX\nBqTFpEv5Un/5UfrhNG/eIQA4h0kIAdiRwCgA7CCMLtr3fehQn2VZeJ2ON5r92IA0fb20DADcFpMQ\nArCj+w+M6jAIwBUKDUWDuq6zl5u92JI0LDYMQ7whHE3QFNLrum7bNuaZLbckBYBrEychjCmvmoQw\nSyrKLOmNsWWRAbgr9z8rve6BANyWrutiz8G6rsNtXlmWdV3HZ3txcNIQYJ2mA8CVC41DD4fDaGzQ\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": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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0X49tAwC3pSzLwWjmhc//pjMBWK2yLAcDVkG4rU1vUNd1WJG1n23nlhi2TB81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\nF66hNJ0uHgrAjYqPAMM6SxYhBAAAuI7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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": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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P2WwWXmBd18vlMlwPdht3sBzmgC8EgAsyosJo7xeCLFqBO/0LgcW2AQCAS9Rd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YwmL0PzokYDAADwM/q+r/ecKFvvFm8ZKLMTfe4EpgAc1lGC0e7fC8osy5KrYF6EuxTF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\nlLA0oxZCyL89L1i1IaW0euG3z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33vfocCAG4nMAoAq0qRylHIchTijCPipwvz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QPMC98utbTdEgQXo/y8/psf4OQbux6geS6q2Z+syK7ysaTKEqP5n2j1khhNf/D51aH4NnGT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\n3v0Qzlb+2zZ56v739hWwCXHwjv2Lg48kDj58/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o90usPRKRqalmr2fmB44B+FcoAnyReo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists_TTTT.draw()" ] }, { "cell_type": "code", "execution_count": 29, "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": 30, "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": "47" } }, "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": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "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": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "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": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "0.013414741998788721" ] }, "execution_count": 33, "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 }