{ "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": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "application/javascript": [ "\n", "require(['notebook'],\n", " function() {\n", " IPython.CodeCell.config_defaults.highlight_modes['magic_text/x-c++src'] = {'reg':[/^%%cpp/]};\n", " console.log(\"JupyROOT - %%cpp magic configured\");\n", " }\n", ");\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Welcome to JupyROOT 6.08/02\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": 3, "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": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "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', \"Title\")\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 5, "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", " )\n", "CANVAS.Draw()\n", "\n", "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": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "image/png": 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TAIDz0ZkUtj2a9u3rul7dF24UsyzLX4glWZaVZRkK0+BpXddx44vW/rI2mw/jv6nrAsAJ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\njK7OuBfxBAAAWGUqPQAcS55Bn1RVlWfW58Lp4NArK5ACwIsr1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+gBntd07ZTpkP/b105J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+MR77G4lfQX6LOP2FBF6GlmPx6S3i5i3H4u0mE7Wdpul0g0J7UHtwecb0+en7/sQ3Iq28ZyQx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H5q09oW3wevW6+yPP1cq+npz0LV8jjTELl6dssvTz5+frk7H+Ktj368+52/c4Rp/R95n1ff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\nHXZ4ch8gNfIgQL7cw1+nDSFHG589fSxlZ9kXR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists_TTW.draw()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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nvXnz5ocfflhdC2E4a71pMBXbDAEAYDvm1oHDQLU4Su14PO73+5E1KrYgTBMa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\nBEIAAIBE/T+AD22UogBHeQAAAABJRU5ErkJggg==\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": 8, "metadata": { "collapsed": false }, "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": "8" } }, "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": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "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": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "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)" ] } ], "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 }