{ "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": 50, "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, show_value, 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": 51, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running analysis for sample: TTZ\n", "Writing log data to ../data/TTZToLLNuNu_treeProducerSusyMultilepton_tree_result.log\n", "Running analysis for sample: TTW\n", "Writing log data to ../data/TTWToLNu_treeProducerSusyMultilepton_tree_result.log\n", "Running analysis for sample: TTTT\n", "Writing log data to ../data/TTTT_ext_treeProducerSusyMultilepton_tree_result.log\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": 52, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", "\n", "\n" ], "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": 53, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", "\n", "\n" ], "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": 54, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear()\n", "HC.hist_array_single('rec_top_mass')\n", "CANVAS.Draw()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JQREAAjJQnRBRAgjAABtZn+OpE/k5G/upCS/gXY0XFDvAAD5joKeFoJ+jnxd6CS8gAggQ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\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hists_TTTT.draw()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", "\n", "\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": 62, "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": "9" } }, "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": 63, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/html": [ "\n", "
\n", "
\n", "\n", "\n" ], "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": 64, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/html": [ "\n", "
\n", "
\n", "\n", "\n" ], "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": 65, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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8Hy6LmZcDvOtd1OPIC3xQjncRAJn4OyY1tdKCZTbDmpdoAQIy9S6XXbN63Byn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gQSEHGUg3RiAFJWjAAGYww9hNgAWFklsuGGYzABDABh2Q3ie/KS2JROsGNgAB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\nsh/ssIc/DCLPQuiJxTkCBihAopvC17PwMVH+WUr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(show_value(hists_TTTT.dijet_inv_mass_osdilepton))\n", "display(show_value(hists_TTTT.Jet_energy_vs_Jet_eta))\n", "display(show_value(\"GenPart_pdgId_counter\"))" ] } ], "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 }