Example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e68930e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/env python3\n",
    "\n",
    "from smodels.base import runtime\n",
    "from smodels.decomposition import decomposer\n",
    "from smodels.base.physicsUnits import fb, GeV, TeV\n",
    "from smodels.matching.theoryPrediction import theoryPredictionsFor,TheoryPredictionsCombiner\n",
    "from smodels.experiment.databaseObj import Database\n",
    "from smodels.tools import coverage\n",
    "from smodels.base.smodelsLogging import setLogLevel\n",
    "from smodels.tools.particlesLoader import load\n",
    "from smodels.share.models.SMparticles import SMList\n",
    "from smodels.base.model import Model\n",
    "import time\n",
    "setLogLevel(\"info\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "40debffa-cf9b-439f-bbb7-a518007edca4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## set the pyhf backend to pytorch. will fall back to numpy, if\n",
    "## torch is not installed\n",
    "from smodels.statistics.pyhfInterface import setBackend\n",
    "setBackend(\"pytorch\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ed387104",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO in databaseObj.loadBinaryFile() in 551: loading binary db file /home/walten/.cache/smodels/official300.pcl format version 214\n",
      "INFO in databaseObj.loadBinaryFile() in 558: Loaded database from /home/walten/.cache/smodels/official300.pcl in 3.0 secs.\n"
     ]
    }
   ],
   "source": [
    "# Set the path to the database\n",
    "database = Database('official')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c38e24dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO in model.updateParticles() in 428: Loaded 62 BSM particles\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Decomposition done in 1.13m\n",
      "\n",
      " Decomposition Results: \n",
      "\t  Total number of topologies: 63 \n",
      "\t  Total number of elements = 27881 \n",
      "\t\t 110110101000 topology  = \n",
      "\t\t 0-th element  =  (PV > N1,C1-(2)), (C1-(2) > N1~,e-,nu)\n",
      "\t\t\twith final states = [1, 3, 4, 5] \n",
      "\t\t\twith cross section = ['1.30E+01 [TeV]:7.03E-03 [pb] (-1000024, 1000022)', '8.00E+00 [TeV]:4.03E-03 [pb] (-1000024, 1000022)'] \n",
      "\t\t\tand masses =  [None, 6.81E+01 [GeV], 1.34E+02 [GeV], 6.81E+01 [GeV], 5.00E-01 [MeV], 0.00E+00 [MeV]]\n"
     ]
    }
   ],
   "source": [
    "# Load the BSM model\n",
    "runtime.modelFile = \"smodels.share.models.mssm\"\n",
    "BSMList = load()\n",
    "model = Model(BSMparticles=BSMList, SMparticles=SMList)\n",
    "slhafile = 'inputFiles/slha/lightEWinos.slha'\n",
    "model.updateParticles(inputFile=slhafile,ignorePromptQNumbers = ['eCharge','spin'])\n",
    "\n",
    "# Set main options for decomposition\n",
    "sigmacut = 0.001*fb\n",
    "mingap = 5.*GeV\n",
    "\n",
    "t0 = time.time()\n",
    "# Decompose model\n",
    "topDict = decomposer.decompose(model, sigmacut,\n",
    "                               massCompress=True, invisibleCompress=True,\n",
    "                               minmassgap=mingap)\n",
    "\n",
    "# Access basic information from decomposition, using the topology list and topology objects:\n",
    "print(\"\\n Decomposition done in %1.2fm\" %((time.time()-t0)/60.))\n",
    "print(\"\\n Decomposition Results: \")\n",
    "print(\"\\t  Total number of topologies: %i \" % len(topDict))\n",
    "nel = len(topDict.getSMSList())\n",
    "print(\"\\t  Total number of elements = %i \" % nel)\n",
    "# Print information about the m-th topology:\n",
    "m = 2\n",
    "if len(topDict) > m:\n",
    "    cName = sorted(topDict.keys())[m]\n",
    "    elementList = topDict[cName]\n",
    "    print(\"\\t\\t %i topology  = \" % cName)\n",
    "    # Print information about the n-th element in the m-th topology:\n",
    "    n = 0\n",
    "    el = elementList[n]\n",
    "    print(\"\\t\\t %i-th element  = \" % (n), el, end=\"\")\n",
    "    print(\"\\n\\t\\t\\twith final states =\", el.getFinalStates(), \"\\n\\t\\t\\twith cross section =\", el.weightList, \"\\n\\t\\t\\tand masses = \", el.mass)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6b0a8565",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(PV > inv,inv)\n"
     ]
    },
    {
     "data": {
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       "<text text-anchor=\"middle\" x=\"18\" y=\"-42.5\" font-family=\"Times,serif\" font-size=\"10.00\">PV</text>\n",
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       "<!-- 1 -->\n",
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       "<title>1</title>\n",
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       "<text text-anchor=\"middle\" x=\"76\" y=\"-69.5\" font-family=\"Times,serif\" font-size=\"10.00\">inv</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>0&#45;&gt;1</title>\n",
       "<path fill=\"none\" stroke=\"#878787\" d=\"M34.6,-52.52C40.3,-55.27 46.87,-58.44 53.02,-61.4\"/>\n",
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       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>2</title>\n",
       "<ellipse fill=\"#5cacee\" stroke=\"black\" cx=\"76\" cy=\"-18\" rx=\"18\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"76\" y=\"-15.5\" font-family=\"Times,serif\" font-size=\"10.00\">inv</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;2 -->\n",
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       "<title>0&#45;&gt;2</title>\n",
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sms = topDict.getSMSList()[3]\n",
    "print(sms)\n",
    "sms.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "25b20426",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Loaded Database with 112 UL results and 62 EM results \n"
     ]
    }
   ],
   "source": [
    "# Load the experimental results to be used.\n",
    "# In this case, all results are employed.\n",
    "listOfExpRes = database.getExpResults()\n",
    "\n",
    "t0 = time.time()\n",
    "# Print basic information about the results loaded.\n",
    "# Count the number of loaded UL and EM experimental results:\n",
    "nUL, nEM = 0, 0\n",
    "for exp in listOfExpRes:\n",
    "    expType = exp.datasets[0].dataInfo.dataType\n",
    "    if expType == 'upperLimit':\n",
    "        nUL += 1\n",
    "    elif expType == 'efficiencyMap':\n",
    "        nEM += 1\n",
    "print(\"\\n Loaded Database with %i UL results and %i EM results \" % (nUL, nEM))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "15890a99-d12f-4039-9951-6ab27c8543a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Theory Predictions and Constraints:\n",
      "\n",
      " ATLAS-SUSY-2019-09 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZoff']\n",
      "Theory Prediction =  2.63E+00 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  5.49E+02 [fb]\n",
      "r = 4.784E+00\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-09 \n",
      "------------------------\n",
      "Dataset =  SRhigh_0Jf1\n",
      "TxNames =  ['TChiWZoff']\n",
      "Theory Prediction =  3.33E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.11E-01 [fb]\n",
      "r = 2.995E+00\n",
      "L_BSM, L_SM, L_max = 6.178E-09, 8.011E-03, 8.158E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-19-006-agg \n",
      "------------------------\n",
      "Dataset =  AR13\n",
      "TxNames =  ['T1bbbb', 'T1tttt', 'T2']\n",
      "Theory Prediction =  1.00E-03 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.74E-01 [fb]\n",
      "r = 2.680E+00\n",
      "L_BSM, L_SM, L_max = 1.390E-11, 6.777E-04, 8.392E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-006 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZoff']\n",
      "Theory Prediction =  1.40E+00 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  1.17E+03 [fb]\n",
      "r = 1.204E+00\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-019 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  7.63E-03 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  9.31E+00 [fb]\n",
      "r = 8.192E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-033 \n",
      "------------------------\n",
      "Dataset =  SR8_Njet5_Nb3_HT500_MHT500\n",
      "TxNames =  ['T1', 'T1bbbb', 'T1tttt', 'T2', 'TGQ']\n",
      "Theory Prediction =  3.95E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.00E-01 [fb]\n",
      "r = 7.890E-01\n",
      "L_BSM, L_SM, L_max = 9.776E-04, 4.413E-03, 4.413E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-12 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZoff']\n",
      "Theory Prediction =  1.40E+00 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  1.83E+03 [fb]\n",
      "r = 7.657E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-12-024 \n",
      "------------------------\n",
      "Dataset =  MET4_HT2_nb3\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  1.65E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.25E-01 [fb]\n",
      "r = 3.871E-01\n",
      "L_BSM, L_SM, L_max = 1.674E-02, 2.635E-02, 2.635E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-004 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  7.11E-03 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.16E+01 [fb]\n",
      "r = 3.286E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-18 \n",
      "------------------------\n",
      "Dataset =  SR-0l-4j-B\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  1.03E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.20E-01 [fb]\n",
      "r = 3.219E-01\n",
      "L_BSM, L_SM, L_max = 9.762E-02, 6.107E-02, 9.931E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-12-028 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  7.63E-03 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.68E+01 [fb]\n",
      "r = 2.845E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2016-07 \n",
      "------------------------\n",
      "Dataset =  5j_Meff_1600\n",
      "TxNames =  ['T1', 'T2', 'T5GQ', 'T5WWoff', 'TGQ']\n",
      "Theory Prediction =  2.78E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.27E+00 [fb]\n",
      "r = 2.187E-01\n",
      "L_BSM, L_SM, L_max = 9.644E-04, 9.077E-04, 9.778E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-18 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  7.11E-03 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.82E+01 [fb]\n",
      "r = 1.859E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-012 \n",
      "------------------------\n",
      "Dataset =  8NJetinf_1500HTinf_200MHTinf\n",
      "TxNames =  ['T1', 'T1bbbb', 'T1tttt', 'T2', 'T5WWoff', 'TChiWZ']\n",
      "Theory Prediction =  6.08E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.72E-01 [fb]\n",
      "r = 1.289E-01\n",
      "L_BSM, L_SM, L_max = 2.022E-02, 2.219E-02, 2.219E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-04 \n",
      "------------------------\n",
      "Dataset =  GtGrid_SR_8ij80_0bjet\n",
      "TxNames =  ['T1bbbb', 'T1tttt', 'T5WWoff']\n",
      "Theory Prediction =  2.04E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.72E-01 [fb]\n",
      "r = 7.503E-02\n",
      "L_BSM, L_SM, L_max = 1.598E-01, 1.277E-01, 1.800E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-06 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZoff']\n",
      "Theory Prediction =  2.63E+00 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  3.80E+04 [fb]\n",
      "r = 6.917E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-02 \n",
      "------------------------\n",
      "Dataset =  SR4jlm\n",
      "TxNames =  ['T1', 'T2']\n",
      "Theory Prediction =  6.63E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.33E+01 [fb]\n",
      "r = 4.985E-02\n",
      "L_BSM, L_SM, L_max = 2.972E-05, 2.856E-05, 3.107E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-09 \n",
      "------------------------\n",
      "Dataset =  SR3B\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  7.66E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.76E-01 [fb]\n",
      "r = 4.353E-02\n",
      "L_BSM, L_SM, L_max = 1.224E-01, 1.321E-01, 1.321E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-14-010 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.75E+01 [fb]\n",
      "r = 3.835E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-20-001 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  1.49E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  4.74E-01 [fb]\n",
      "r = 3.156E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-048 \n",
      "------------------------\n",
      "Dataset =  stop_lowMET_PT_12to20\n",
      "TxNames =  ['TChiWZoff']\n",
      "Theory Prediction =  2.50E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  9.96E-01 [fb]\n",
      "r = 2.514E-02\n",
      "L_BSM, L_SM, L_max = 1.298E-03, 1.135E-03, 3.272E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-09 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.90E+01 [fb]\n",
      "r = 2.314E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-12 \n",
      "------------------------\n",
      "Dataset =  SR0tau_a_Bin16\n",
      "TxNames =  ['TChiWZ', 'TChiWZoff']\n",
      "Theory Prediction =  5.87E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.56E-01 [fb]\n",
      "r = 2.292E-02\n",
      "L_BSM, L_SM, L_max = 4.192E-02, 4.315E-02, 4.315E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-013 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.36E+01 [fb]\n",
      "r = 1.997E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-007 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.45E+01 [fb]\n",
      "r = 1.941E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-007 \n",
      "------------------------\n",
      "Dataset =  mu250Nb3\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  2.92E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.56E-01 [fb]\n",
      "r = 1.874E-02\n",
      "L_BSM, L_SM, L_max = 6.338E-02, 6.704E-02, 6.704E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-013 \n",
      "------------------------\n",
      "Dataset =  SR28_HighPt\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  4.71E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.58E-01 [fb]\n",
      "r = 1.829E-02\n",
      "L_BSM, L_SM, L_max = 1.091E-01, 1.098E-01, 1.098E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-004 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  5.20E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.90E+01 [fb]\n",
      "r = 1.796E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-PAS-SUS-13-016 \n",
      "------------------------\n",
      "Dataset =  sr0\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  2.47E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.11E-01 [fb]\n",
      "r = 1.170E-02\n",
      "L_BSM, L_SM, L_max = 1.380E-01, 1.387E-01, 1.387E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-18 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1bbbb']\n",
      "Theory Prediction =  5.20E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.82E+01 [fb]\n",
      "r = 1.078E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2016-24 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  2.24E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  2.25E+00 [fb]\n",
      "r = 9.985E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-039-agg \n",
      "------------------------\n",
      "Dataset =  AR9\n",
      "TxNames =  ['TChiWZ', 'TChiWZoff']\n",
      "Theory Prediction =  1.33E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  1.38E+00 [fb]\n",
      "r = 9.597E-03\n",
      "L_BSM, L_SM, L_max = 5.693E-04, 5.476E-04, 1.261E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-019 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  7.62E+01 [fb]\n",
      "r = 8.796E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-PAS-SUS-13-016 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  9.10E+01 [fb]\n",
      "r = 7.369E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-012 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  9.85E+01 [fb]\n",
      "r = 6.806E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2016-24 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  1.61E-03 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.48E+02 [fb]\n",
      "r = 6.493E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-04 \n",
      "------------------------\n",
      "Dataset =  SRhigh\n",
      "TxNames =  ['TStauStau']\n",
      "Theory Prediction =  3.17E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.00E-02 [fb]\n",
      "r = 6.343E-03\n",
      "L_BSM, L_SM, L_max = 1.362E-02, 1.372E-02, 1.372E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2016-24 \n",
      "------------------------\n",
      "Dataset =  SR2-SF-tight\n",
      "TxNames =  ['TSmuSmu']\n",
      "Theory Prediction =  1.77E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.90E-01 [fb]\n",
      "r = 6.093E-03\n",
      "L_BSM, L_SM, L_max = 1.775E-02, 1.780E-02, 1.780E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-04 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TStauStau']\n",
      "Theory Prediction =  1.52E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.94E+00 [fb]\n",
      "r = 5.176E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-05-ewk \n",
      "------------------------\n",
      "Dataset =  SRLow_2_cuts\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.60E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.30E-02 [fb]\n",
      "r = 4.898E-03\n",
      "L_BSM, L_SM, L_max = 1.804E-02, 1.814E-02, 1.814E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-004 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.40E+02 [fb]\n",
      "r = 4.803E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-09 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  6.49E+01 [fb]\n",
      "r = 4.302E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-17-009 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  1.49E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  3.56E+00 [fb]\n",
      "r = 4.195E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-11 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  1.04E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  2.72E+00 [fb]\n",
      "r = 3.822E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-32 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  1.49E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  3.96E+00 [fb]\n",
      "r = 3.777E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-006 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  1.04E-05 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  2.82E+00 [fb]\n",
      "r = 3.690E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-012 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1']\n",
      "Theory Prediction =  2.03E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.62E+01 [fb]\n",
      "r = 3.607E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-12-024 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.02E+02 [fb]\n",
      "r = 3.313E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2015-06 \n",
      "------------------------\n",
      "Dataset =  SR5j\n",
      "TxNames =  ['T1', 'T2']\n",
      "Theory Prediction =  5.48E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.79E+00 [fb]\n",
      "r = 3.063E-03\n",
      "L_BSM, L_SM, L_max = 7.167E-03, 7.215E-03, 7.215E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-32 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWW']\n",
      "Theory Prediction =  4.31E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.41E+02 [fb]\n",
      "r = 3.044E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-02 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1']\n",
      "Theory Prediction =  2.03E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  6.82E+01 [fb]\n",
      "r = 2.969E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-17-009 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSmuSmu']\n",
      "Theory Prediction =  1.49E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.15E+00 [fb]\n",
      "r = 2.904E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-08 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.19E+02 [fb]\n",
      "r = 2.785E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-019 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1']\n",
      "Theory Prediction =  2.03E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  7.46E+01 [fb]\n",
      "r = 2.714E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-11 \n",
      "------------------------\n",
      "Dataset =  mT2-150-SF\n",
      "TxNames =  ['TChiWW', 'TSlepSlep']\n",
      "Theory Prediction =  7.26E-07 [pb]\n",
      "Condition Violation =  [0.0]\n",
      "UL for theory prediction =  2.68E-01 [fb]\n",
      "r = 2.709E-03\n",
      "L_BSM, L_SM, L_max = 1.269E-01, 1.270E-01, 1.270E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-21-002 \n",
      "------------------------\n",
      "Dataset =  b_veto_SR0\n",
      "TxNames =  ['TChiWH', 'TChiWW', 'TChiWZ']\n",
      "Theory Prediction =  3.89E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.57E-01 [fb]\n",
      "r = 2.474E-03\n",
      "L_BSM, L_SM, L_max = 1.698E-03, 1.701E-03, 1.701E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-08 \n",
      "------------------------\n",
      "Dataset =  SR_MM_High_MCT\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  8.22E-08 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.34E-02 [fb]\n",
      "r = 2.461E-03\n",
      "L_BSM, L_SM, L_max = 1.653E-01, 1.647E-01, 1.800E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-17-004 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.18E+02 [fb]\n",
      "r = 2.362E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-32 \n",
      "------------------------\n",
      "Dataset =  SRDF_0d_cuts\n",
      "TxNames =  ['TChiWW']\n",
      "Theory Prediction =  1.21E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.89E-02 [fb]\n",
      "r = 2.058E-03\n",
      "L_BSM, L_SM, L_max = 7.291E-03, 7.315E-03, 7.315E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2017-03 \n",
      "------------------------\n",
      "Dataset =  SR3l_Int\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  1.73E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  9.00E-02 [fb]\n",
      "r = 1.923E-03\n",
      "L_BSM, L_SM, L_max = 1.905E-01, 1.911E-01, 1.911E-01\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-20-001 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.46E+02 [fb]\n",
      "r = 1.913E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-05 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.74E+02 [fb]\n",
      "r = 1.607E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-17-004 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.82E+02 [fb]\n",
      "r = 1.595E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-12-028 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1']\n",
      "Theory Prediction =  2.03E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.29E+02 [fb]\n",
      "r = 1.575E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2017-03 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.81E+02 [fb]\n",
      "r = 1.545E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-12 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  1.64E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.12E+02 [fb]\n",
      "r = 1.465E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-23 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.20E+02 [fb]\n",
      "r = 1.453E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-039 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.04E+02 [fb]\n",
      "r = 1.368E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-21-002 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWW']\n",
      "Theory Prediction =  4.31E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.17E+02 [fb]\n",
      "r = 1.360E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-21-002 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.49E+02 [fb]\n",
      "r = 1.359E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-12-028 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1tttt']\n",
      "Theory Prediction =  6.70E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.11E+02 [fb]\n",
      "r = 1.311E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-043 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.71E+02 [fb]\n",
      "r = 1.295E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-006 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  3.59E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.81E+02 [fb]\n",
      "r = 1.277E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-033 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  4.46E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.69E+01 [fb]\n",
      "r = 1.210E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-034 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.32E+02 [fb]\n",
      "r = 1.203E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-11 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  1.64E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.39E+02 [fb]\n",
      "r = 1.181E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-02 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TSlepSlep']\n",
      "Theory Prediction =  1.49E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.30E+01 [fb]\n",
      "r = 1.151E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-06 \n",
      "------------------------\n",
      "Dataset =  SR_ISR\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  1.47E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.28E-01 [fb]\n",
      "r = 1.150E-03\n",
      "L_BSM, L_SM, L_max = 6.804E-03, 6.772E-03, 1.380E-02\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-19-006 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  4.46E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.01E+01 [fb]\n",
      "r = 1.114E-03\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-036 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  4.46E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.82E+01 [fb]\n",
      "r = 9.268E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-18-007 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  7.19E+02 [fb]\n",
      "r = 8.489E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-006 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  1.64E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.95E+02 [fb]\n",
      "r = 8.447E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-06 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.32E+02 [fb]\n",
      "r = 8.420E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-09 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  8.07E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.21E+03 [fb]\n",
      "r = 6.680E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-039 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  9.96E+02 [fb]\n",
      "r = 6.124E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-21-002 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWZ']\n",
      "Theory Prediction =  2.79E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.73E+02 [fb]\n",
      "r = 5.902E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-22 \n",
      "------------------------\n",
      "Dataset =  SR2j_1600\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  7.24E-07 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.47E+00 [fb]\n",
      "r = 4.913E-04\n",
      "L_BSM, L_SM, L_max = 2.260E-05, 2.261E-05, 2.261E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-045 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  6.10E-04 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.36E+03 [fb]\n",
      "r = 4.482E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-32 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWW']\n",
      "Theory Prediction =  9.27E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.60E+02 [fb]\n",
      "r = 3.569E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-22 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  2.54E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  8.90E+01 [fb]\n",
      "r = 2.851E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-019 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  6.73E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.05E+01 [fb]\n",
      "r = 2.202E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-02 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  6.73E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.66E+01 [fb]\n",
      "r = 1.445E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-12-028 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  6.73E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  5.87E+01 [fb]\n",
      "r = 1.146E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-22 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  1.93E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.76E+02 [fb]\n",
      "r = 1.093E-04\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-012 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  6.73E-06 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  7.93E+01 [fb]\n",
      "r = 8.486E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-21-002 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWW']\n",
      "Theory Prediction =  9.27E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.25E+03 [fb]\n",
      "r = 7.413E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2016-07 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  2.54E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  3.83E+02 [fb]\n",
      "r = 6.621E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2013-02 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T1']\n",
      "Theory Prediction =  1.53E+00 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.33E+07 [fb]\n",
      "r = 6.559E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2016-07 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['T2']\n",
      "Theory Prediction =  1.93E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  4.84E+02 [fb]\n",
      "r = 3.983E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2019-08 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  6.68E+02 [fb]\n",
      "r = 3.224E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " ATLAS-SUSY-2018-23 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  7.00E+02 [fb]\n",
      "r = 3.078E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-17-004 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.04E+03 [fb]\n",
      "r = 2.076E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-13-006 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  1.23E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  6.17E+02 [fb]\n",
      "r = 1.996E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-18-007 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.21E+03 [fb]\n",
      "r = 1.778E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-21-002 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.40E+03 [fb]\n",
      "r = 1.536E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-039 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.79E+03 [fb]\n",
      "r = 1.206E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-045 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  1.94E+03 [fb]\n",
      "r = 1.110E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n",
      "\n",
      " CMS-SUS-16-043 \n",
      "------------------------\n",
      "Dataset =  None\n",
      "TxNames =  ['TChiWH']\n",
      "Theory Prediction =  2.16E-05 [pb]\n",
      "Condition Violation =  None\n",
      "UL for theory prediction =  2.06E+03 [fb]\n",
      "r = 1.047E-05\n",
      "\n",
      "The largest r-value (theory/upper limit ratio) is 4.784E+00\n",
      "(The input model is likely excluded by ATLAS-SUSY-2019-09)\n",
      "\n",
      " Theory Predictions done in 1.41m\n"
     ]
    }
   ],
   "source": [
    "# Compute the theory predictions for each experimental result and print them:\n",
    "print(\"\\n Theory Predictions and Constraints:\")\n",
    "rmax = 0.\n",
    "bestResult = None\n",
    "allPredictions = theoryPredictionsFor(database, topDict, combinedResults=False)\n",
    "for theoryPrediction in allPredictions:\n",
    "    print('\\n %s ' % theoryPrediction.analysisId())\n",
    "    dataset = theoryPrediction.dataset\n",
    "    datasetID = theoryPrediction.dataId()\n",
    "    txnames = sorted([str(txname) for txname in theoryPrediction.txnames])\n",
    "    print(\"------------------------\")\n",
    "    print(\"Dataset = \", datasetID)  # Analysis name\n",
    "    print(\"TxNames = \", txnames)\n",
    "    print(\"Theory Prediction = \", theoryPrediction.xsection)  # Signal cross section\n",
    "    print(\"Condition Violation = \", theoryPrediction.conditions)  # Condition violation values\n",
    "\n",
    "    # Get the corresponding upper limit:\n",
    "    print(\"UL for theory prediction = \", theoryPrediction.upperLimit)\n",
    "\n",
    "    # Compute the r-value\n",
    "    r = theoryPrediction.getRValue()\n",
    "    print(\"r = %1.3E\" % r)\n",
    "    # Compute likelihoods for EM-type results:\n",
    "    if dataset.getType() == 'efficiencyMap':\n",
    "        theoryPrediction.computeStatistics()\n",
    "        print('L_BSM, L_SM, L_max = %1.3E, %1.3E, %1.3E' % (theoryPrediction.likelihood(),\n",
    "                theoryPrediction.lsm(), theoryPrediction.lmax()))\n",
    "    if r > rmax:\n",
    "        rmax = r\n",
    "        bestResult = theoryPrediction.analysisId()\n",
    "\n",
    "    # Print the most constraining experimental result\n",
    "    print(\"\\nThe largest r-value (theory/upper limit ratio) is %1.3E\" % rmax)\n",
    "    if rmax > 1.:\n",
    "        print(\"(The input model is likely excluded by %s)\" % bestResult)\n",
    "    else:\n",
    "        print(\"(The input model is not excluded by the simplified model results)\")\n",
    "\n",
    "    print(\"\\n Theory Predictions done in %1.2fm\" %((time.time()-t0)/60.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6ec0ae0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "tp = allPredictions[0]\n",
    "smsList = tp.smsList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c4ca4d6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(PV > N2(1),C1+(2)), (N2(1) > N1,mu+,mu-), (C1+(2) > N1,e+,nu)\n",
      "5.91E-03 [pb]\n"
     ]
    },
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   ],
   "source": [
    "print(smsList[0])\n",
    "print(smsList[0].weight)\n",
    "smsList[0].draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "571be06f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Combined analyses: ATLAS-SUSY-2013-11,CMS-SUS-13-013\n",
      "Combined r value: 2.132E-02\n",
      "Combined r value (expected): 2.044E-02\n",
      "Likelihoods: L, L_max, L_SM =  1.385E-02,  1.394E-02,  1.394E-02\n",
      "\n",
      "\n",
      " Combination of analyses done in 0.00m\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "# Select a few results results for combination:\n",
    "combineAnas = ['ATLAS-SUSY-2013-11', 'CMS-SUS-13-013']\n",
    "selectedTheoryPreds = []\n",
    "for tp in allPredictions:\n",
    "    expID = tp.analysisId()\n",
    "    if expID not in combineAnas:\n",
    "        continue\n",
    "    if tp.likelihood() is None:\n",
    "        continue\n",
    "    selectedTheoryPreds.append(tp)\n",
    "# Make sure each analysis appears only once:\n",
    "expIDs = [tp.analysisId() for tp in selectedTheoryPreds]\n",
    "if len(expIDs) != len(set(expIDs)):\n",
    "    print(\"\\nDuplicated results when trying to combine analyses. Combination will be skipped.\")\n",
    "# Only compute combination if at least two results were selected\n",
    "elif len(selectedTheoryPreds) > 1:\n",
    "    combiner = TheoryPredictionsCombiner(selectedTheoryPreds)\n",
    "    combiner.computeStatistics()\n",
    "    llhd = combiner.likelihood()\n",
    "    lmax = combiner.lmax()\n",
    "    lsm = combiner.lsm()\n",
    "    print(\"\\n\\nCombined analyses:\", combiner.analysisId())\n",
    "    print(\"Combined r value: %1.3E\" % combiner.getRValue())\n",
    "    print(\"Combined r value (expected): %1.3E\" % combiner.getRValue(expected=True))\n",
    "    print(\"Likelihoods: L, L_max, L_SM = %10.3E, %10.3E, %10.3E\\n\" % (llhd, lmax, lsm))\n",
    "\n",
    "print(\"\\n Combination of analyses done in %1.2fm\" %((time.time()-t0)/60.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "127fa69d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Coverage done in 1.62m\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "# Find out missing topologies for sqrts=13*TeV:\n",
    "uncovered = coverage.Uncovered(topDict, sqrts=13.*TeV)\n",
    "print(\"\\n Coverage done in %1.2fm\" %((time.time()-t0)/60.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4e4a9e3a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total cross-section for missing topologies (fb):  1.134E+04\n",
      "\n",
      "\n",
      "Total cross-section for missing topologies with displaced decays (fb):  0.000E+00\n",
      "\n",
      "\n",
      "Total cross-section for missing topologies with prompt decays (fb):  1.467E+04\n",
      "\n",
      "\n",
      "Total cross-section for topologies outside the grid (fb):  3.774E+03\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# First sort coverage groups by label\n",
    "groups = sorted(uncovered.groups[:], key=lambda g: g.label)\n",
    "# Print uncovered cross-sections:\n",
    "for group in groups:\n",
    "    print(\"\\nTotal cross-section for %s (fb): %10.3E\\n\" % (group.description, group.getTotalXSec()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6fa1c9d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing topologies (up to 3):\n",
      "Element: PV > (jet,jet,MET), (nu,l,MET)\n",
      "\tcross-section (fb): 1203.688445123887\n",
      "Element: PV > (jet,jet,MET), (nu,ta,MET)\n",
      "\tcross-section (fb): 600.2542979266833\n",
      "Element: PV > (jet,jet,MET), (b,b,MET)\n",
      "\tcross-section (fb): 531.5502405476774\n"
     ]
    }
   ],
   "source": [
    "missingTopos = uncovered.getGroup('missing (prompt)')\n",
    "# Print some of the missing topologies:\n",
    "if missingTopos.finalStateSMS:\n",
    "    print('Missing topologies (up to 3):')\n",
    "    for genEl in missingTopos.finalStateSMS[:3]:\n",
    "        print('Element:', genEl)\n",
    "        print('\\tcross-section (fb):', genEl.missingX)\n",
    "else:\n",
    "    print(\"No missing topologies found\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5f564ea6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "No displaced decays\n"
     ]
    }
   ],
   "source": [
    "missingDisplaced = uncovered.getGroup('missing (displaced)')\n",
    "# Print elements with displaced decays:\n",
    "if missingDisplaced.finalStateSMS:\n",
    "    print('\\nElements with displaced vertices (up to 2):')\n",
    "    for genEl in missingDisplaced.finalStateSMS[:2]:\n",
    "        print('Element:', genEl)\n",
    "        print('\\tcross-section (fb):', genEl.missingX)\n",
    "else:\n",
    "    print(\"\\nNo displaced decays\")\n"
   ]
  }
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