diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index 6e683a47..c1b999b3 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -87,7 +87,7 @@ jobs: run: | mkdir dir_for_topcoffea cd dir_for_topcoffea - git clone https://github.com/TopEFT/topcoffea.git + git clone https://github.com/TopEFT/topcoffea.git -b pin_dec06_2024 cd topcoffea conda run -n coffea-env pip install -e . cd ../.. diff --git a/analysis/wwz/make_datacards.py b/analysis/wwz/make_datacards.py index f0e613db..8c61c839 100644 --- a/analysis/wwz/make_datacards.py +++ b/analysis/wwz/make_datacards.py @@ -252,20 +252,28 @@ def handle_per_year_systs_for_fr(in_dict,year_name,do_jec27): # - Replace the value with SMALL # - And add |value| to the stat error to be more conservative # - Shift the up/down variations to be centered around SMALL (does not touch stat uncertainty on up/down) -def handle_negatives(in_dict): +def handle_negatives(in_dict,zero_low_mc): out_dict = copy.deepcopy(in_dict) for cat in in_dict: for proc in in_dict[cat]["nominal"]: val = in_dict[cat]["nominal"][proc][0] var = in_dict[cat]["nominal"][proc][1] if val <= 0: - print(f"WARNING: Process \"{proc}\" in cat \"{cat}\" is negative ({val}), replacing with {SMALL} and shifting up/down systematic variations accordingly.") - out_dict[cat]["nominal"][proc][0] = SMALL - out_dict[cat]["nominal"][proc][1] = (abs(val) + np.sqrt(var))**2 - for syst in out_dict[cat]: - if syst == "nominal": continue # Already handled this one - syst_var_orig = out_dict[cat][syst][proc][0] # Dont bother messsing with mc stat error on the syst variation - out_dict[cat][syst][proc][0] = (syst_var_orig - val) + SMALL # Center around SMALL + if zero_low_mc: + print(f"WARNING: Process \"{proc}\" in cat \"{cat}\" is negative ({val}), replacing with {SMALL} and setting variations to 1/1.") + out_dict[cat]["nominal"][proc][0] = SMALL + out_dict[cat]["nominal"][proc][1] = 0 + for syst in out_dict[cat]: + if syst == "nominal": continue # Already handled this one + out_dict[cat][syst][proc][0] = SMALL + else: + print(f"WARNING: Process \"{proc}\" in cat \"{cat}\" is negative ({val}), replacing with {SMALL} and shifting up/down systematic variations accordingly.") + out_dict[cat]["nominal"][proc][0] = SMALL + out_dict[cat]["nominal"][proc][1] = (abs(val) + np.sqrt(var))**2 + for syst in out_dict[cat]: + if syst == "nominal": continue # Already handled this one + syst_var_orig = out_dict[cat][syst][proc][0] # Dont bother messsing with mc stat error on the syst variation + out_dict[cat][syst][proc][0] = (syst_var_orig - val) + SMALL # Center around SMALL return out_dict @@ -515,7 +523,7 @@ def un_correlate_mur_muf(in_dict): for syst_name,val in in_dict.items(): # For muR and muF, we need to de correlate across procs - if syst_name in ["QCDscale_ren","QCDscale_fac"]: + if syst_name in ["QCDscale_ren","QCDscale_fac", "ps_isr","ps_fsr"]: # We'll need a muR and muF for each proc in the proc list for proc_of_interest in sg.PROC_LST: new_syst_name = f"{syst_name}_{proc_of_interest}" @@ -534,6 +542,7 @@ def un_correlate_mur_muf(in_dict): return out_dict + ##################################### ########### Main function ########### @@ -548,6 +557,7 @@ def main(): parser.add_argument("--bdt",action="store_true",help="Use BDT SR bins") parser.add_argument("--jec-do-twentyseven",action="store_true",help="Use the 27 JEC uncertainty variations :(") parser.add_argument("--unblind",action="store_true",help="If set, use real data, otherwise use asimov data") + parser.add_argument("--zero-low-mc",action="store_true",help="If set, mc processes that are consistent with zero will be set to zero") parser.add_argument('-u', "--run", default='run2', help = "Which years to process", choices=["run2","run3","y22","y23"]) args = parser.parse_args() @@ -558,6 +568,7 @@ def main(): do_jec27= args.jec_do_twentyseven use_bdt_sr = args.bdt unblind = args.unblind + zero_low_mc = args.zero_low_mc run = args.run # Check args @@ -593,12 +604,12 @@ def main(): # Get yield dictionary (nested in the order: year,cat,syst,proc) yld_dict_mc_allyears = {} for year in sample_names_dict_mc: - yld_dict_mc_allyears[year] = yt.get_yields(histo,sample_names_dict_mc[year]) + yld_dict_mc_allyears[year] = yt.get_yields(histo,sample_names_dict_mc[year],zero_low_mc = zero_low_mc) if do_nuis: handle_per_year_systs_for_fr(yld_dict_mc_allyears,run,do_jec27) yld_dict_mc = yld_dict_mc_allyears["FR"] - yld_dict_data = yt.get_yields(histo,sample_names_dict_data["FR"]) + yld_dict_data = yt.get_yields(histo,sample_names_dict_data["FR"],blind = not unblind) # Scale yield for any processes (e.g. for testing impacts of small backgrounds) scale_dict = {"WZ":1.0} @@ -628,7 +639,7 @@ def main(): # Get rid of negative yields (and recenter syst variations around SMALL), should happen before computing kappas - yld_dict_mc = handle_negatives(yld_dict_mc) + yld_dict_mc = handle_negatives(yld_dict_mc,zero_low_mc) # Get the syst ratios to nominal (i.e. kappas) kappa_dict = None diff --git a/analysis/wwz/make_datacards_wrapper.sh b/analysis/wwz/make_datacards_wrapper.sh index cb7fb2cf..3799ecf9 100644 --- a/analysis/wwz/make_datacards_wrapper.sh +++ b/analysis/wwz/make_datacards_wrapper.sh @@ -5,9 +5,13 @@ R3_PKL="r3_wwz_histos_withSyst.pkl.gz" rm cards_wwz4l/* -# For BDT results -python make_datacards.py histos/$R2_PKL -u run2 -s --bdt -python make_datacards.py histos/$R3_PKL -u run3 -s --bdt +# For unblind BDT results +python make_datacards.py histos/$R2_PKL -u run2 -s --bdt --unblind --zero-low-mc +python make_datacards.py histos/$R3_PKL -u run3 -s --bdt --unblind --zero-low-mc + +# For blind BDT results +#python make_datacards.py histos/$R2_PKL -u run2 -s --bdt --zero-low-mc +#python make_datacards.py histos/$R3_PKL -u run3 -s --bdt --zero-low-mc # For Cut Based results #python make_datacards.py histos/$R2_PKL -u run2 -s diff --git a/analysis/wwz/yld_dicts_for_comp.py b/analysis/wwz/yld_dicts_for_comp.py index f8a58a2c..ede3bdca 100644 --- a/analysis/wwz/yld_dicts_for_comp.py +++ b/analysis/wwz/yld_dicts_for_comp.py @@ -129,11 +129,11 @@ EWK_REF_NOSF = {'WWZ': {'sr_4l_sf_A': [2.248098852023759, 6.983801460398902e-05], 'sr_4l_sf_B': [1.9092815210624394, 5.868219968367227e-05], 'sr_4l_sf_C': [0.5507712043909123, 1.7292573108649604e-05], 'sr_4l_of_1': [0.6239818002213724, 1.9074980915948603e-05], 'sr_4l_of_2': [0.7141527369931282, 2.1956767077417737e-05], 'sr_4l_of_4': [4.9765614088337315, 0.0001546069685522915], 'all_events': [143.03255106410325, 0.004385052076199917], '4l_presel': [25.390131740285142, 0.0007803646139015244], 'sr_4l_sf_incl': [4.887572965786603, 0.00015141613129305805], 'sr_4l_of_incl': [8.977618631754012, 0.0002774286898025854], 'cr_4l_btag_of': [2.332873423842102, 7.052031927015096e-05], 'cr_4l_btag_sf_offZ_met80': [1.1789255509174836, 3.543312373031214e-05], 'cr_4l_sf': [1.0234111444715381, 3.140601082099957e-05], 'sr_4l_bdt_sf_presel': [8.218720214481436, 0.0002543393204534985], 'sr_4l_bdt_sf_trn': [5.38486802954867, 0.00016650880857958976], 'sr_4l_bdt_of_trn': [8.977618631754012, 0.0002774286898025854], 'sr_4l_bdt_of_presel': [8.977618631754012, 0.0002774286898025854], 'sr_4l_bdt_sf_1': [1.351938096991944, 4.214242661053918e-05], 'sr_4l_bdt_sf_2': [0.4778333576123259, 1.4665312087089523e-05], 'sr_4l_bdt_sf_4': [0.09408303491545666, 2.9279111681485004e-06], 'sr_4l_bdt_sf_5': [0.3824319509076304, 1.163550691356675e-05], 'sr_4l_bdt_sf_6': [2.1061997543674806, 6.501026637520664e-05], 'sr_4l_bdt_sf_7': [0.6034240308144945, 1.8502557743410715e-05], 'sr_4l_bdt_of_2': [2.0784434064225934, 6.464709860953343e-05], 'sr_4l_bdt_of_4': [0.2481423690333031, 7.713805998442427e-06], 'sr_4l_bdt_of_5': [2.97242501018809, 9.129480000519468e-05], 'sr_4l_bdt_of_7': [1.5744497971263627, 4.8623954694922054e-05], 'sr_4l_bdt_of_8': [0.6658863887096231, 2.0405137794916382e-05], 'sr_4l_of_3': [1.433722815978399, 4.400288861722212e-05], 'sr_4l_bdt_sf_3': [0.3689578039393382, 1.162482768162026e-05], 'sr_4l_bdt_of_6': [0.2307882050081389, 6.9533194053495425e-06], 'sr_4l_bdt_of_1': [0.9861274951344967, 3.091346067913852e-05], 'sr_4l_bdt_of_3': [0.22135596013140457, 6.8771126150909725e-06], 'sr_sf_all_cutbased': [4.7081515774771105, 0.0001458127873963109], 'sr_of_all_cutbased': [7.748418762026631, 0.00023964160516287992], 'sr_all_cutbased': [12.456570339503742, 0.00038545439255919086], 'sr_sf_all_bdt': [5.38486802954867, 0.0001665088085795816], 'sr_of_all_bdt': [8.977618631754012, 0.000277428689802588], 'sr_all_bdt': [14.362486661302682, 0.0004439374983821696]}, 'ZH': {'sr_4l_sf_A': [0.8808398754063091, 6.696664634914041e-05], 'sr_4l_sf_B': [1.4252621539799293, 9.199921721242454e-05], 'sr_4l_sf_C': [0.6304575557069256, 2.7550956936472543e-05], 'sr_4l_of_1': [2.8618885583600786, 0.00013797226190703833], 'sr_4l_of_2': [1.2643676003663131, 6.131047557490622e-05], 'sr_4l_of_4': [0.14063188295949658, 1.0594258701507093e-05], 'all_events': [137.65612493509434, 0.008261347318551384], '4l_presel': [19.875361077707566, 0.0010595854754236365], 'sr_4l_sf_incl': [3.124085131260472, 0.00019582211706122783], 'sr_4l_of_incl': [7.463838904360273, 0.00037955431719146254], 'cr_4l_btag_of': [1.6822630345304788, 0.00010680937268688129], 'cr_4l_btag_sf_offZ_met80': [0.6045969923652592, 4.986340568511177e-05], 'cr_4l_sf': [0.06583264991149917, 2.963363355469417e-06], 'sr_4l_bdt_sf_presel': [7.500271647765658, 0.00038186652465116205], 'sr_4l_bdt_sf_trn': [4.522856767529447, 0.00022087671808088043], 'sr_4l_bdt_of_trn': [7.463838904360273, 0.00037955431719146254], 'sr_4l_bdt_of_presel': [7.463838904360273, 0.00037955431719146254], 'sr_4l_bdt_sf_1': [0.0027451746846054448, 1.7250107832993371e-07], 'sr_4l_bdt_sf_2': [0.0038364705569620128, 2.0190820342453064e-07], 'sr_4l_bdt_sf_4': [0.6645915168555803, 3.368577049363307e-05], 'sr_4l_bdt_sf_5': [0.0056176206062446, 5.284403077489822e-07], 'sr_4l_bdt_sf_6': [1.261901355592272, 7.092446690251329e-05], 'sr_4l_bdt_sf_7': [1.4732744147622725, 6.120838087381076e-05], 'sr_4l_bdt_of_2': [0.023824960112506233, 2.4756250728135323e-06], 'sr_4l_bdt_of_4': [1.720410059335336, 8.339591804988683e-05], 'sr_4l_bdt_of_5': [0.22128094780055108, 1.7689028148285392e-05], 'sr_4l_bdt_of_7': [3.5936681990133366, 0.00019101190050956423], 'sr_4l_bdt_of_8': [0.8632460251319571, 3.9391958476221415e-05], 'sr_4l_of_3': [0.32845933757653256, 1.773571780234943e-05], 'sr_4l_bdt_sf_3': [1.1108902144715103, 5.415525022142158e-05], 'sr_4l_bdt_of_6': [0.013040329532486794, 9.011101156399801e-07], 'sr_4l_bdt_of_1': [0.0027874456964127603, 3.1911328676638314e-07], 'sr_4l_bdt_of_3': [1.0255809377376863, 4.4369663532287805e-05], 'sr_sf_all_cutbased': [2.936559585093164, 0.0001865168204980375], 'sr_of_all_cutbased': [4.595347379262421, 0.0002276127139858011], 'sr_all_cutbased': [7.531906964355585, 0.00041412953448383854], 'sr_sf_all_bdt': [4.522856767529447, 0.00022087671808088217], 'sr_of_all_bdt': [7.463838904360273, 0.0003795543171914656], 'sr_all_bdt': [11.98669567188972, 0.0006004310352723477]}, 'ZZ': {'sr_4l_sf_A': [1.19626292139219, 0.0006944572452723625], 'sr_4l_sf_B': [4.06302963554117, 0.002343257632045054], 'sr_4l_sf_C': [2.4055145616730442, 0.0013489537268409199], 'sr_4l_of_1': [0.5727219310065266, 0.0003361000024790477], 'sr_4l_of_2': [0.562517372865841, 0.00033284359074704046], 'sr_4l_of_4': [0.4632858518671128, 0.00027953866293970814], 'all_events': [20839.935963596385, 12.449965101820311], '4l_presel': [2996.3448773944438, 1.6969037274479712], 'sr_4l_sf_incl': [11.824718278345244, 0.006819021398122319], 'sr_4l_of_incl': [19.06702512973061, 0.011167948980671838], 'cr_4l_btag_of': [3.7302420161504415, 0.0021904190096882813], 'cr_4l_btag_sf_offZ_met80': [2.358815064686496, 0.0013679280585803322], 'cr_4l_sf': [1683.1491276815104, 0.9502221381958484], 'sr_4l_bdt_sf_presel': [625.3544098984094, 0.3562166451167309], 'sr_4l_bdt_sf_trn': [90.69184155950279, 0.05143268771989755], 'sr_4l_bdt_of_trn': [19.06702512973061, 0.011167948980671838], 'sr_4l_bdt_of_presel': [19.06702512973061, 0.011167948980671838], 'sr_4l_bdt_sf_1': [0.22853915020095883, 0.00013662495581752011], 'sr_4l_bdt_sf_2': [0.6269424270649324, 0.0003655101334082828], 'sr_4l_bdt_sf_4': [0.20415024014437222, 0.00011193429968976345], 'sr_4l_bdt_sf_5': [2.8562975866443594, 0.0016499284661617537], 'sr_4l_bdt_sf_6': [3.8604323991021374, 0.00214798935446574], 'sr_4l_bdt_sf_7': [82.82490096358015, 0.04697027342239423], 'sr_4l_bdt_of_2': [0.11430085319807404, 7.045281533582613e-05], 'sr_4l_bdt_of_4': [0.05255595446578809, 3.0793567808704624e-05], 'sr_4l_bdt_of_5': [0.6431461907268385, 0.000387779301732451], 'sr_4l_bdt_of_7': [1.7892875927464047, 0.0010394159965723118], 'sr_4l_bdt_of_8': [16.189555651595583, 0.00947484473190133], 'sr_4l_of_3': [0.3522159432868648, 0.00020917560040396212], 'sr_4l_bdt_sf_3': [0.0905787927658821, 5.042708796026972e-05], 'sr_4l_bdt_of_6': [0.2347731242516602, 0.00013885049307626722], 'sr_4l_bdt_of_1': [0.02924635367526207, 1.7147243019086e-05], 'sr_4l_bdt_of_3': [0.014159409070998663, 8.664831225863824e-06], 'sr_sf_all_cutbased': [7.664807118606404, 0.004386668604158336], 'sr_of_all_cutbased': [1.9507410990263452, 0.0011576578565697584], 'sr_all_cutbased': [9.61554821763275, 0.005544326460728095], 'sr_sf_all_bdt': [90.69184155950279, 0.05143268771989756], 'sr_of_all_bdt': [19.06702512973061, 0.011167948980671841], 'sr_all_bdt': [109.7588666892334, 0.0626006367005694]}, 'ttZ': {'sr_4l_sf_A': [1.0880661539267749, 0.003780754297758552], 'sr_4l_sf_B': [0.9408668631222099, 0.0030715775891913986], 'sr_4l_sf_C': [0.23643477854784578, 0.0008312534314345273], 'sr_4l_of_1': [0.26424446457531303, 0.0007768689629915706], 'sr_4l_of_2': [0.2673212867230177, 0.0008240181824348471], 'sr_4l_of_4': [2.0460971421562135, 0.006911022257176301], 'all_events': [6400.391729545197, 30.514728026480668], '4l_presel': [155.00430985842831, 0.5408661444449773], 'sr_4l_sf_incl': [2.415647323941812, 0.008086969492348196], 'sr_4l_of_incl': [3.787581167416647, 0.012204073027489382], 'cr_4l_btag_of': [63.414810959715396, 0.22234178470495916], 'cr_4l_btag_sf_offZ_met80': [31.04904586810153, 0.10758473272086125], 'cr_4l_sf': [0.4853159709600732, 0.0016168707289103397], 'sr_4l_bdt_sf_presel': [3.5659334138035774, 0.01180990449602128], 'sr_4l_bdt_sf_trn': [2.4085794143611565, 0.00810546769571046], 'sr_4l_bdt_of_trn': [3.787581167416647, 0.012204073027489382], 'sr_4l_bdt_of_presel': [3.787581167416647, 0.012204073027489382], 'sr_4l_bdt_sf_1': [0.4221035067457706, 0.0015408179052965613], 'sr_4l_bdt_sf_2': [0.39373652008362114, 0.00128653817154388], 'sr_4l_bdt_sf_4': [0.04928172880318016, 0.00016143285310761578], 'sr_4l_bdt_sf_5': [0.2880956713343039, 0.0009462345301399779], 'sr_4l_bdt_sf_6': [0.8742749952943996, 0.00282238525585819], 'sr_4l_bdt_sf_7': [0.30926585278939456, 0.0011047560160992204], 'sr_4l_bdt_of_2': [0.590831708163023, 0.0017270210240066509], 'sr_4l_bdt_of_4': [0.03712119651027024, 0.00012391896735355318], 'sr_4l_bdt_of_5': [1.7699633594602346, 0.005712423546719906], 'sr_4l_bdt_of_7': [0.519032520824112, 0.001561708119233863], 'sr_4l_bdt_of_8': [0.48375107895117253, 0.0015732716981675685], 'sr_4l_of_3': [0.7172879233257845, 0.0020985737304703837], 'sr_4l_bdt_sf_3': [0.07182113931048661, 0.00024330296366501544], 'sr_4l_bdt_of_6': [0.3145229513756931, 0.0012418974199942061], 'sr_4l_bdt_of_1': [0.055296350619755685, 0.00020579667031817651], 'sr_4l_bdt_of_3': [0.017062001512385905, 5.803558169545799e-05], 'sr_sf_all_cutbased': [2.2653677955968305, 0.007683585318384478], 'sr_of_all_cutbased': [3.2949508167803288, 0.010610483133073102], 'sr_all_cutbased': [5.560318612377159, 0.018294068451457583], 'sr_sf_all_bdt': [2.4085794143611565, 0.008105467695710461], 'sr_of_all_bdt': [3.787581167416647, 0.012204073027489383], 'sr_all_bdt': [6.196160581777804, 0.020309540723199848]}, 'tWZ': {'sr_4l_sf_A': [0.46284899866441265, 0.00011133764734468921], 'sr_4l_sf_B': [0.4198845353530487, 0.00010717563775915021], 'sr_4l_sf_C': [0.10839767166180536, 2.8695803200881038e-05], 'sr_4l_of_1': [0.1342859514261363, 3.176125450297847e-05], 'sr_4l_of_2': [0.1488241527986247, 3.757876565006425e-05], 'sr_4l_of_4': [0.9282776923646452, 0.00024224380419460127], 'all_events': [178.15963437006576, 0.04486192040271183], '4l_presel': [26.544821587594924, 0.006620983130261267], 'sr_4l_sf_incl': [1.0476456058677286, 0.00026099504927214564], 'sr_4l_of_incl': [1.730163810585509, 0.0004416391065870169], 'cr_4l_btag_of': [10.202555451760418, 0.002522789947753728], 'cr_4l_btag_sf_offZ_met80': [4.7047833817778155, 0.0011600529197435352], 'cr_4l_sf': [0.20248869292845484, 5.108321546004097e-05], 'sr_4l_bdt_sf_presel': [1.5975971029547509, 0.00040201487686921143], 'sr_4l_bdt_sf_trn': [1.123730185412569, 0.0002804039804139507], 'sr_4l_bdt_of_trn': [1.730163810585509, 0.0004416391065870169], 'sr_4l_bdt_of_presel': [1.730163810585509, 0.0004416391065870169], 'sr_4l_bdt_sf_1': [0.21835053138784133, 5.3125590684696783e-05], 'sr_4l_bdt_sf_2': [0.129727292311145, 3.3020549077136106e-05], 'sr_4l_bdt_sf_4': [0.020480109640629962, 5.066445079815608e-06], 'sr_4l_bdt_sf_5': [0.09003540614503436, 2.3364718524116082e-05], 'sr_4l_bdt_sf_6': [0.468919069331605, 0.00011696633946966313], 'sr_4l_bdt_sf_7': [0.14244532281009015, 3.6353903101763405e-05], 'sr_4l_bdt_of_2': [0.3463850765110692, 8.809524373871914e-05], 'sr_4l_bdt_of_4': [0.0452884506812552, 1.0129877960483715e-05], 'sr_4l_bdt_of_5': [0.74000550492201, 0.00019223228347140268], 'sr_4l_bdt_of_7': [0.29792424583865795, 7.235733155098526e-05], 'sr_4l_bdt_of_8': [0.1520749625051394, 3.897304963120697e-05], 'sr_4l_of_3': [0.3047727922530612, 7.527883120245118e-05], 'sr_4l_bdt_sf_3': [0.053772453786223195, 1.2506434476759837e-05], 'sr_4l_bdt_of_6': [0.060720944515196607, 1.9853452084599477e-05], 'sr_4l_bdt_of_1': [0.0669970819435548, 1.4469568490923212e-05], 'sr_4l_bdt_of_3': [0.020767543668625876, 5.528299658697736e-06], 'sr_sf_all_cutbased': [0.9911312056792667, 0.00024720908830472044], 'sr_of_all_cutbased': [1.5161605888424674, 0.0003868626555500952], 'sr_all_cutbased': [2.507291794521734, 0.0006340717438548157], 'sr_sf_all_bdt': [1.123730185412569, 0.0002804039804139509], 'sr_of_all_bdt': [1.730163810585509, 0.00044163910658701815], 'sr_all_bdt': [2.853893995998078, 0.000722043087000969]}, 'WZ': {'sr_4l_sf_A': [0.05745987221598625, 0.006227639598605526], 'sr_4l_sf_B': [0.4695464987307787, 0.01739613314260788], 'sr_4l_sf_C': [0.18745648488402367, 0.005562775915829661], 'sr_4l_of_1': [0.4658583365380764, 0.027649146792590645], 'sr_4l_of_2': [0.13211736641824245, 0.004049024052467726], 'sr_4l_of_4': [0.81333789229393, 0.04587245091006516], 'all_events': [64295.440694248304, 3785.8715240238676], '4l_presel': [9.901992252096534, 0.5879718428319409], 'sr_4l_sf_incl': [0.8436757642775774, 0.03389011153921964], 'sr_4l_of_incl': [1.9694814532995224, 0.11593636356868098], 'cr_4l_btag_of': [0.7625117842108011, 0.04328537125233069], 'cr_4l_btag_sf_offZ_met80': [0.14544222131371498, 0.01005621476728371], 'cr_4l_sf': [0.19009067304432392, 0.012810969442493516], 'sr_4l_bdt_sf_presel': [1.9591068103909492, 0.10288223760163802], 'sr_4l_bdt_sf_trn': [0.9570152945816517, 0.04763624418418125], 'sr_4l_bdt_of_trn': [1.9694814532995224, 0.11593636356868098], 'sr_4l_bdt_of_presel': [1.9694814532995224, 0.11593636356868098], 'sr_4l_bdt_sf_1': [0.13570197857916355, 0.00291552076912548], 'sr_4l_bdt_sf_2': [0.0937687698751688, 0.0035755094256126226], 'sr_4l_bdt_sf_4': [0.1262273956090212, 0.004102290617877775], 'sr_4l_bdt_sf_5': [0.04868793860077858, 0.0007901717883977283], 'sr_4l_bdt_sf_6': [0.21324143558740616, 0.016268079686043928], 'sr_4l_bdt_sf_7': [0.2814955245703459, 0.018621361274610445], 'sr_4l_bdt_of_2': [0.06044538505375385, 0.010726528276837868], 'sr_4l_bdt_of_4': [0.27253437601029873, 0.011902398472033577], 'sr_4l_bdt_of_5': [0.8129055127501488, 0.03441543363470344], 'sr_4l_bdt_of_7': [0.25414316542446613, 0.03906622265056579], 'sr_4l_bdt_of_8': [0.30402469262480736, 0.00953430860130728], 'sr_4l_of_3': [0.01870139129459858, 0.01571616535855198], 'sr_4l_bdt_sf_3': [0.05789225175976753, 0.0013633106225132766], 'sr_4l_bdt_of_6': [0.03210730105638504, 0.001030878781125344], 'sr_4l_bdt_of_1': [0.14630698040127754, 0.00746767601276787], 'sr_4l_bdt_of_3': [0.08701403997838497, 0.001792917139339819], 'sr_sf_all_cutbased': [0.7144628558307886, 0.02918654865704307], 'sr_of_all_cutbased': [1.4300149865448475, 0.09328678711367551], 'sr_all_cutbased': [2.144477842375636, 0.12247333577071857], 'sr_sf_all_bdt': [0.9570152945816517, 0.047636244184181255], 'sr_of_all_bdt': [1.9694814532995224, 0.115936363568681], 'sr_all_bdt': [2.926496747881174, 0.16357260775286225]}, 'other': {'sr_4l_sf_A': [0.58405411161948, 0.034532871510194546], 'sr_4l_sf_B': [0.7585755839245394, 0.12648709826160898], 'sr_4l_sf_C': [0.17917197081260383, 0.029325680594073936], 'sr_4l_of_1': [0.2247555028880015, 0.03622101953838245], 'sr_4l_of_2': [0.0004370792303234339, 0.010489449262681468], 'sr_4l_of_4': [0.5390066548716277, 0.027797331479117317], 'all_events': [2612628.3130944027, 4739155.2630591225], '4l_presel': [43.044581399764866, 5.732465444166863], 'sr_4l_sf_incl': [1.5745792425004765, 0.19087805880841416], 'sr_4l_of_incl': [1.8504821928218007, 0.20673090259240398], 'cr_4l_btag_of': [2.6049697652924806, 0.07841745866607606], 'cr_4l_btag_sf_offZ_met80': [1.6483099256874993, 0.051794245569599134], 'cr_4l_sf': [11.429296468617395, 0.5261506111547267], 'sr_4l_bdt_sf_presel': [6.328916352707893, 0.7409668954355337], 'sr_4l_bdt_sf_trn': [2.1822817949578166, 0.23177169086467067], 'sr_4l_bdt_of_trn': [1.8504821928218007, 0.20673090259240398], 'sr_4l_bdt_of_presel': [1.8504821928218007, 0.20673090259240398], 'sr_4l_bdt_sf_1': [0.046162781305611134, 0.0005342125037760966], 'sr_4l_bdt_sf_2': [0.043495908845216036, 0.00039217052977080584], 'sr_4l_bdt_sf_4': [-0.09142101928591728, 0.009837623841264981], 'sr_4l_bdt_sf_5': [0.1345978962490335, 0.010017759123214322], 'sr_4l_bdt_sf_6': [0.5100242507178336, 0.045593842986147284], 'sr_4l_bdt_sf_7': [1.2276250981958583, 0.14173908134377988], 'sr_4l_bdt_of_2': [0.0716508902842179, 0.018330574886895948], 'sr_4l_bdt_of_4': [0.02108583750668913, 0.00022899924021765807], 'sr_4l_bdt_of_5': [0.5131793034961447, 0.025134658936123464], 'sr_4l_bdt_of_7': [0.48517187766265124, 0.05473669091802134], 'sr_4l_bdt_of_8': [0.5176296014105901, 0.09060567036636094], 'sr_4l_of_3': [0.06966101261787117, 0.01827217095315412], 'sr_4l_bdt_sf_3': [0.31179687893018126, 0.023657000536717227], 'sr_4l_bdt_of_6': [0.19256957957986742, 0.01714101391409229], 'sr_4l_bdt_of_1': [0.027376120327971876, 0.0003105518395989206], 'sr_4l_bdt_of_3': [0.02181898255366832, 0.000242742491093485], 'sr_sf_all_cutbased': [1.5218016663566232, 0.19034565036587747], 'sr_of_all_cutbased': [0.8338602496078238, 0.09277997123333534], 'sr_all_cutbased': [2.355661915964447, 0.28312562159921284], 'sr_sf_all_bdt': [2.1822817949578166, 0.23177169086467062], 'sr_of_all_bdt': [1.8504821928218007, 0.20673090259240404], 'sr_all_bdt': [4.032763987779617, 0.4385025934570746]}, '$S/\\sqrt{B}$': {'sr_4l_sf_A': [1.6997341741567213, None], 'sr_4l_sf_B': [1.2928955851584796, None], 'sr_4l_sf_C': [0.6690634727354225, None], 'sr_4l_of_1': [2.704040585334127, None], 'sr_4l_of_2': [1.8768995488452491, None], 'sr_4l_of_3': [1.4570760328884798, None], 'sr_4l_of_4': [2.338104016392618, None], 'sr_4l_bdt_sf_1': [1.3214957210821074, None], 'sr_4l_bdt_sf_2': [0.42446999800049734, None], 'sr_4l_bdt_sf_3': [1.9333907193085336, None], 'sr_4l_bdt_sf_4': [1.3654450291835813, None], 'sr_4l_bdt_sf_5': [0.2099033248437944, None], 'sr_4l_bdt_sf_6': [1.3834759319141032, None], 'sr_4l_bdt_sf_7': [0.22553401370260787, None], 'sr_4l_bdt_of_1': [1.7340770401833165, None], 'sr_4l_bdt_of_2': [1.9323381339848889, None], 'sr_4l_bdt_of_3': [3.109365519272152, None], 'sr_4l_bdt_of_4': [3.0069630346061498, None], 'sr_4l_bdt_of_5': [1.5090189982194895, None], 'sr_4l_bdt_of_6': [0.26688299852539427, None], 'sr_4l_bdt_of_7': [2.825517802658119, None], 'sr_4l_bdt_of_8': [0.3640065585646466, None], 'sr_sf_all_cutbased': [2.2379278780754537, None], 'sr_of_all_cutbased': [4.2923639594842085, None], 'sr_all_cutbased': [4.840734401735572, None], 'sr_sf_all_bdt': [3.0883484538785884, None], 'sr_of_all_bdt': [5.992941762521545, None], 'sr_all_bdt': [6.74190233847607, None]}, '$S/\\sqrt{S+B}$': {'sr_4l_sf_A': [1.22560967692322, None], 'sr_4l_sf_B': [1.0551906003922045, None], 'sr_4l_sf_C': [0.5697580749248254, None], 'sr_4l_of_1': [1.5363956729406407, None], 'sr_4l_of_2': [1.1255886886700301, None], 'sr_4l_of_3': [0.9812913654271258, None], 'sr_4l_of_4': [1.6257598316487298, None], 'sr_4l_bdt_sf_1': [0.8734365597606414, None], 'sr_4l_bdt_sf_2': [0.36211265561639433, None], 'sr_4l_bdt_sf_3': [1.0296330826184494, None], 'sr_4l_bdt_sf_4': [0.7343334986894767, None], 'sr_4l_bdt_sf_5': [0.19891442438867382, None], 'sr_4l_bdt_sf_6': [1.1047412765384266, None], 'sr_4l_bdt_sf_7': [0.22282168160123883, None], 'sr_4l_bdt_of_1': [0.8626576540676071, None], 'sr_4l_bdt_of_2': [1.1597440557849978, None], 'sr_4l_bdt_of_3': [1.0509458493915076, None], 'sr_4l_bdt_of_4': [1.2714533942159492, None], 'sr_4l_bdt_of_5': [1.152962001736384, None], 'sr_4l_bdt_of_6': [0.23478477806540765, None], 'sr_4l_bdt_of_7': [1.7712253767318087, None], 'sr_4l_bdt_of_8': [0.3491919127384505, None], 'sr_sf_all_cutbased': [1.714692551819697, None], 'sr_of_all_cutbased': [2.6895147023128505, None], 'sr_all_cutbased': [3.18961751331142, None], 'sr_sf_all_bdt': [1.9501478686277085, None], 'sr_of_all_bdt': [3.0747170620443156, None], 'sr_all_bdt': [3.641011085006419, None]}, 'Sig': {'sr_4l_sf_A': [3.128938727430068, 0.00013680466095312944], 'sr_4l_sf_B': [3.3345436750423687, 0.0001506814168960968], 'sr_4l_sf_C': [1.181228760097838, 4.484353004512215e-05], 'sr_4l_of_1': [3.485870358581451, 0.00015704724282298693], 'sr_4l_of_2': [1.9785203373594413, 8.326724265232395e-05], 'sr_4l_of_3': [1.7621821535549316, 6.173860641957155e-05], 'sr_4l_of_4': [5.117193291793228, 0.0001652012272537986], 'sr_4l_bdt_sf_1': [1.3546832716765493, 4.231492768886912e-05], 'sr_4l_bdt_sf_2': [0.48166982816928794, 1.4867220290514054e-05], 'sr_4l_bdt_sf_3': [1.4798480184108485, 6.578007790304184e-05], 'sr_4l_bdt_sf_4': [0.7586745517710369, 3.661368166178157e-05], 'sr_4l_bdt_sf_5': [0.388049571513875, 1.2163947221315732e-05], 'sr_4l_bdt_sf_6': [3.3681011099597526, 0.00013593473327771995], 'sr_4l_bdt_sf_7': [2.076698445576767, 7.971093861722147e-05], 'sr_4l_bdt_of_1': [0.9889149408309095, 3.12325739659049e-05], 'sr_4l_bdt_of_2': [2.1022683665350996, 6.712272368234696e-05], 'sr_4l_bdt_of_3': [1.246936897869091, 5.124677614737878e-05], 'sr_4l_bdt_of_4': [1.968552428368639, 9.110972404832925e-05], 'sr_4l_bdt_of_5': [3.193705957988641, 0.00010898382815348007], 'sr_4l_bdt_of_6': [0.2438285345406257, 7.854429520989522e-06], 'sr_4l_bdt_of_7': [5.168117996139699, 0.00023963585520448628], 'sr_4l_bdt_of_8': [1.5291324138415803, 5.97970962711378e-05], 'sr_sf_all_cutbased': [7.644711162570275, 0.0003323296078943484], 'sr_of_all_cutbased': [12.343766141289052, 0.000467254319148681], 'sr_all_cutbased': [19.988477303859327, 0.0007995839270430293], 'sr_sf_all_bdt': [9.907724797078117, 0.00038738552666046374], 'sr_of_all_bdt': [16.441457536114285, 0.0006569830069940535], 'sr_all_bdt': [26.349182333192402, 0.0010443685336545172]}, 'Bkg': {'sr_4l_sf_A': [3.3886920578188438, 0.04534706029917568], 'sr_4l_sf_B': [6.651903116671747, 0.14940524226321245], 'sr_4l_sf_C': [3.116975467579323, 0.037097359471379925], 'sr_4l_of_1': [1.6618661864340538, 0.0650148965509467], 'sr_4l_of_2': [1.1112172580360493, 0.015732913853981147], 'sr_4l_of_3': [1.4626390627781802, 0.03637136447378289], 'sr_4l_of_4': [4.790005233553529, 0.08110258711349308], 'sr_4l_bdt_sf_1': [1.0508579482193454, 0.005180301724700354], 'sr_4l_bdt_sf_2': [1.2876709181800834, 0.005652748809412728], 'sr_4l_bdt_sf_3': [0.5858615165525407, 0.02532654764533255], 'sr_4l_bdt_sf_4': [0.30871845491128624, 0.01421834805701995], 'sr_4l_bdt_sf_5': [3.4177144989735098, 0.013427458626437898], 'sr_4l_bdt_sf_6': [5.926892150033382, 0.0669492636219848], 'sr_4l_bdt_sf_7': [84.78573276194584, 0.20847182595998554], 'sr_4l_bdt_of_1': [0.325222886967822, 0.008015641334194976], 'sr_4l_bdt_of_2': [1.183613913210138, 0.03094267224681501], 'sr_4l_bdt_of_3': [0.16082197678406374, 0.0021078883430133235], 'sr_4l_bdt_of_4': [0.4285858151743014, 0.012296240125373977], 'sr_4l_bdt_of_5': [4.479199871355377, 0.06584252770275066], 'sr_4l_bdt_of_6': [0.8346939007788023, 0.01957249406037271], 'sr_4l_bdt_of_7': [3.345559402496292, 0.0964763950159443], 'sr_4l_bdt_of_8': [17.647035987087293, 0.11122706844736832], 'sr_sf_all_cutbased': [13.157570642069913, 0.23184966203376806], 'sr_of_all_cutbased': [9.025727740801813, 0.19822176199220382], 'sr_all_cutbased': [22.183298382871726, 0.43007142402597176], 'sr_sf_all_bdt': [97.36344824881598, 0.33922649444487385], 'sr_of_all_bdt': [28.40473375385409, 0.34648092727583324], 'sr_all_bdt': [125.76818200267007, 0.6857074217207072]}, 'Zmetric': {'sr_4l_sf_A': [1.506006574717711, None], 'sr_4l_sf_B': [1.2026702524278647, None], 'sr_4l_sf_C': [0.6323467198919773, None], 'sr_4l_of_1': [2.1606677653842192, None], 'sr_4l_of_2': [1.536970006909602, None], 'sr_4l_of_3': [1.254969951949225, None], 'sr_4l_of_4': [2.04091460317212, None], 'sr_4l_bdt_sf_1': [1.129166926532919, None], 'sr_4l_bdt_sf_2': [0.4014398568242682, None], 'sr_4l_bdt_sf_3': [1.4988307265518261, None], 'sr_4l_bdt_sf_4': [1.0634606640221071, None], 'sr_4l_bdt_sf_5': [0.20610813234514366, None], 'sr_4l_bdt_sf_6': [1.2762616806470797, None], 'sr_4l_bdt_sf_7': [0.2246225986543055, None], 'sr_4l_bdt_of_1': [1.3009076920690499, None], 'sr_4l_bdt_of_2': [1.582923742313219, None], 'sr_4l_bdt_of_3': [1.9011230314018404, None], 'sr_4l_bdt_of_4': [2.0776028256688326, None], 'sr_4l_bdt_of_5': [1.3683881363280463, None], 'sr_4l_bdt_of_6': [0.2552550247685211, None], 'sr_4l_bdt_of_7': [2.359660043471008, None], 'sr_4l_bdt_of_8': [0.3589308127385792, None], 'sr_sf_all_cutbased': [2.028382092537306, None], 'sr_of_all_cutbased': [3.5736597476881857, None], 'sr_all_cutbased': [4.109182145582356, None], 'sr_sf_all_bdt': [2.5564416263498426, None], 'sr_of_all_bdt': [4.4455796863195065, None], 'sr_all_bdt': [5.128213386390125, None]}} # R2 ref with all current SFs and corrections -EWK_REF = {'WWZ': {'sr_4l_sf_A': [1.8356865402019342, 4.890662097427308e-05], 'sr_4l_sf_B': [1.5483418985952107, 4.061298115308041e-05], 'sr_4l_sf_C': [0.4514662528060569, 1.214794814324614e-05], 'sr_4l_of_1': [0.4962519547030585, 1.2663214482911406e-05], 'sr_4l_of_2': [0.5705720426629708, 1.4705434257312354e-05], 'sr_4l_of_3': [1.1532830659725175, 2.9900312053213424e-05], 'sr_4l_of_4': [4.0838194653993085, 0.00010959613322896262], 'all_events': [47.310530128724686, 0.0016306481935664614], '4l_presel': [22.846922864413735, 0.0006823811724051585], 'sr_4l_sf': [3.8354946916032038, 0.00010166755027059962], 'sr_4l_of': [6.303926528737855, 0.00016686509402239977], 'sr_4l_sf_incl': [3.983077629560252, 0.00010555204549995471], 'sr_4l_of_incl': [7.291465750300717, 0.00019242265697132886], 'cr_4l_btag_of': [2.876456972132856, 0.00011097906018099588], 'cr_4l_btag_sf_offZ_met80': [1.447423667876222, 5.592444574202096e-05], 'cr_4l_sf': [0.8310208619411704, 2.1747701634265092e-05], 'cr_4l_sf_higgs': [0.02363759767678108, 6.436096070672184e-07], 'cr_4l_btag_of_1b': [2.2579543982974775, 7.954561851923478e-05], 'cr_4l_btag_of_2b': [0.6185025738353788, 3.14334416617611e-05], 'cr_4l_btag_sf_offZ_met80_1b': [1.112706976713024, 3.899367348139121e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.3347166911631983, 1.6930772260629745e-05], 'sr_4l_bdt_sf_1': [2.380822659557773, 6.41932030141775e-05], 'sr_4l_bdt_sf_2': [0.36443875783580376, 9.351512141823164e-06], 'sr_4l_bdt_sf_3': [0.34382609632871025, 8.708817002067916e-06], 'sr_4l_bdt_sf_4': [0.5893212781264633, 1.525852081123369e-05], 'sr_4l_bdt_sf_5': [0.13794952318879966, 3.7612099257517722e-06], 'sr_4l_bdt_sf_6': [0.2988595264257266, 7.74328226712561e-06], 'sr_4l_bdt_sf_7': [0.0913426544491262, 2.3056057792512273e-06], 'sr_4l_bdt_sf_8': [0.1737168050339398, 4.3998842065744515e-06], 'sr_4l_bdt_sf_coarse_1': [1.2952620202808596, 3.5737338088646055e-05], 'sr_4l_bdt_sf_coarse_2': [2.383146771567891, 6.177471488065623e-05], 'sr_4l_bdt_sf_coarse_3': [0.2709750145084347, 7.246943038633907e-06], 'sr_4l_bdt_sf_coarse_4': [0.43089349458915766, 1.0963039140069153e-05], 'sr_4l_bdt_of_1': [1.0196357233987619, 2.810881003603931e-05], 'sr_4l_bdt_of_2': [2.6025735683997944, 7.07684156640996e-05], 'sr_4l_bdt_of_3': [1.8184742663756588, 4.664346574587393e-05], 'sr_4l_bdt_of_4': [0.7029345263608057, 1.724257746760747e-05], 'sr_4l_bdt_of_5': [0.02244135940662802, 6.169774848829764e-07], 'sr_4l_bdt_of_6': [0.43037618758013185, 1.140443135984828e-05], 'sr_4l_bdt_of_7': [0.4081181695244205, 1.0445524653431545e-05], 'sr_4l_bdt_of_8': [0.2869119492545151, 7.192454559545777e-06], 'sr_4l_bdt_of_coarse_1': [2.788780215049455, 7.665654114677572e-05], 'sr_4l_bdt_of_coarse_2': [3.354837869485566, 8.610672776684462e-05], 'sr_4l_bdt_of_coarse_3': [0.5970403569491185, 1.574275654557105e-05], 'sr_4l_bdt_of_coarse_4': [0.5508073088165769, 1.3916631512137536e-05], 'sr_4l_bdt_sf_wwz': [3.6784087918487507, 9.751205296930228e-05], 'sr_4l_bdt_sf_zh': [0.7018685090975921, 1.8209982178703058e-05], 'sr_4l_bdt_of_wwz': [6.143618084535023, 0.00016276326891362028], 'sr_4l_bdt_of_zh': [1.1478476657656949, 2.965938805770858e-05], 'sr_4l_bdt_sf_presel': [6.693140581934633, 0.00017740111432600327], 'sr_4l_bdt_sf_trn': [4.380277300946343, 0.00011572203514800537], 'sr_4l_bdt_of_presel': [7.291465750300717, 0.00019242265697132886], 'sr_4l_bdt_of_trn': [7.291465750300717, 0.00019242265697132886], 'sr_sf_all_cutbased': [3.835494691603202, 0.00010166755027059964], 'sr_of_all_cutbased': [6.303926528737855, 0.00016686509402239982], 'sr_all_cutbased': [10.139421220341056, 0.00026853264429299947], 'sr_sf_all_bdt': [4.380277300946342, 0.00011572203514800533], 'sr_of_all_bdt': [7.291465750300715, 0.0001924226569713289], 'sr_all_bdt': [11.67174305124706, 0.00030814469211933417], 'sr_sf_all_bdtCoarse': [4.380277300946343, 0.00011572203514800534], 'sr_of_all_bdtCoarse': [7.291465750300716, 0.0001924226569713289], 'sr_all_bdtCoarse': [11.67174305124706, 0.0003081446921193343]}, 'ZH': {'sr_4l_sf_A': [0.7187827976418445, 4.533574356608014e-05], 'sr_4l_sf_B': [1.1483203400443782, 6.283974302585715e-05], 'sr_4l_sf_C': [0.5122492239225543, 1.8927441248449336e-05], 'sr_4l_of_1': [2.3069384186649775, 9.372171453163188e-05], 'sr_4l_of_2': [1.019115862575293, 4.119269411262413e-05], 'sr_4l_of_3': [0.26686830170667253, 1.235738443985118e-05], 'sr_4l_of_4': [0.11483685394279594, 7.104154029955537e-06], 'all_events': [40.94922467667581, 0.0022953814337843856], '4l_presel': [17.591373199019955, 0.000904184528130904], 'sr_4l_sf': [2.3793523616087766, 0.0001271029278403866], 'sr_4l_of': [3.707759436889737, 0.0001543759471140628], 'sr_4l_sf_incl': [2.5321618074348593, 0.00013323804506731312], 'sr_4l_of_incl': [6.025236182308392, 0.00025867734226417004], 'cr_4l_btag_of': [2.057999865057655, 0.00015317850927128643], 'cr_4l_btag_sf_offZ_met80': [0.7430187756187399, 7.314592788355752e-05], 'cr_4l_sf': [0.05444457689958121, 2.1138674016577143e-06], 'cr_4l_sf_higgs': [0.12465899953777264, 2.255193107706308e-06], 'cr_4l_btag_of_1b': [1.62959473407074, 0.0001111000949539442], 'cr_4l_btag_of_2b': [0.42840513098691463, 4.207841431734221e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.5694153321115786, 4.940452828027906e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.1736034435071612, 2.3741399603278444e-05], 'sr_4l_bdt_sf_1': [0.1660656257963927, 1.0152053151978426e-05], 'sr_4l_bdt_sf_2': [0.032838091289775266, 2.1160187620755865e-06], 'sr_4l_bdt_sf_3': [0.02946749495598112, 1.7005792271057804e-06], 'sr_4l_bdt_sf_4': [0.05878240968999893, 3.866476666867284e-06], 'sr_4l_bdt_sf_5': [0.8937472344208126, 4.093003792326269e-05], 'sr_4l_bdt_sf_6': [1.2767137667505606, 5.063833529314662e-05], 'sr_4l_bdt_sf_7': [0.37494492094980364, 1.3068389123734282e-05], 'sr_4l_bdt_sf_8': [0.8209252935671234, 2.8105503642083807e-05], 'sr_4l_bdt_sf_coarse_1': [0.07331293353709166, 4.330117134101025e-06], 'sr_4l_bdt_sf_coarse_2': [0.21384068819505636, 1.3505010673926055e-05], 'sr_4l_bdt_sf_coarse_3': [1.5015107746112897, 6.63627262556122e-05], 'sr_4l_bdt_sf_coarse_4': [1.8648204410770095, 6.637953972661519e-05], 'sr_4l_bdt_of_1': [0.042539983903357885, 2.904602228355289e-06], 'sr_4l_bdt_of_2': [0.15522971209221909, 9.359898531470951e-06], 'sr_4l_bdt_of_3': [0.18379259597414754, 1.138464067074354e-05], 'sr_4l_bdt_of_4': [0.15516047588090737, 7.915934729295958e-06], 'sr_4l_bdt_of_5': [0.37748807554553027, 1.30196975282957e-05], 'sr_4l_bdt_of_6': [2.689186535860394, 0.00011181979954460467], 'sr_4l_bdt_of_7': [1.542538552564754, 7.073540722990498e-05], 'sr_4l_bdt_of_8': [0.879300250487082, 3.15373618014989e-05], 'sr_4l_bdt_of_coarse_1': [0.13536835144425294, 8.284838709501688e-06], 'sr_4l_bdt_of_coarse_2': [0.4013544164063788, 2.3280237450364053e-05], 'sr_4l_bdt_of_coarse_3': [3.6709479636862277, 0.0001536855126875258], 'sr_4l_bdt_of_coarse_4': [1.8175654507715322, 7.342675341677851e-05], 'sr_4l_bdt_sf_wwz': [0.2871536217321479, 1.7835127808027075e-05], 'sr_4l_bdt_sf_zh': [3.366331215688299, 0.00013274226598222738], 'sr_4l_bdt_of_wwz': [0.5367227678506318, 3.156507615986574e-05], 'sr_4l_bdt_of_zh': [5.488513414457761, 0.00022711226610430435], 'sr_4l_bdt_sf_presel': [6.0651717148575495, 0.0002613041100733677], 'sr_4l_bdt_sf_trn': [3.653484837420447, 0.00015057739379025447], 'sr_4l_bdt_of_presel': [6.025236182308392, 0.00025867734226417004], 'sr_4l_bdt_of_trn': [6.025236182308392, 0.00025867734226417004], 'sr_sf_all_cutbased': [2.379352361608777, 0.00012710292784038664], 'sr_of_all_cutbased': [3.707759436889739, 0.0001543759471140627], 'sr_all_cutbased': [6.087111798498516, 0.0002814788749544494], 'sr_sf_all_bdt': [3.6534848374204483, 0.00015057739379025447], 'sr_of_all_bdt': [6.025236182308392, 0.00025867734226417], 'sr_all_bdt': [9.67872101972884, 0.0004092547360544245], 'sr_sf_all_bdtCoarse': [3.6534848374204474, 0.00015057739379025447], 'sr_of_all_bdtCoarse': [6.025236182308392, 0.00025867734226417004], 'sr_all_bdtCoarse': [9.67872101972884, 0.0004092547360544245]}, 'ZZ': {'sr_4l_sf_A': [1.059089732236095, 0.0005708931623402682], 'sr_4l_sf_B': [3.895324750517888, 0.002060466385420644], 'sr_4l_sf_C': [2.2759496682440385, 0.0011660659202076052], 'sr_4l_of_1': [0.4949113550238187, 0.00026373249436427367], 'sr_4l_of_2': [0.5113587419387378, 0.00027684693977011245], 'sr_4l_of_3': [0.32156709938845857, 0.00017627242465658707], 'sr_4l_of_4': [0.4162222177851093, 0.00023566985261081583], 'all_events': [6401.929864165171, 4.593597707978915], '4l_presel': [2894.7938480349353, 1.7171765333925144], 'sr_4l_sf': [7.230364150998022, 0.003797425467968517], 'sr_4l_of': [1.7440594141361245, 0.000952521711401789], 'sr_4l_sf_incl': [11.535235462149187, 0.006195069413912946], 'sr_4l_of_incl': [16.44861047869925, 0.00876854926013058], 'cr_4l_btag_of': [4.92703514291466, 0.0038951265436116427], 'cr_4l_btag_sf_offZ_met80': [3.6037018389627584, 0.0031174983423727523], 'cr_4l_sf': [1495.767742722617, 0.7971930539471932], 'cr_4l_sf_higgs': [10.584379888745369, 0.006153559901147633], 'cr_4l_btag_of_1b': [4.001098213012193, 0.002906078395884794], 'cr_4l_btag_of_2b': [0.9259369299024676, 0.000989048147726848], 'cr_4l_btag_sf_offZ_met80_1b': [2.480011472417967, 0.001790907301649222], 'cr_4l_btag_sf_offZ_met80_2b': [1.1236903665447917, 0.0013265910407235302], 'sr_4l_bdt_sf_1': [0.5947458927183968, 0.0003266398489433244], 'sr_4l_bdt_sf_2': [0.5781489362350153, 0.00031238619566414656], 'sr_4l_bdt_sf_3': [1.3323918738516165, 0.0007129957049724316], 'sr_4l_bdt_sf_4': [39.60760184917544, 0.0211603093360729], 'sr_4l_bdt_sf_5': [0.10041445928233111, 5.322936550108289e-05], 'sr_4l_bdt_sf_6': [1.358624149268165, 0.0007184632256984143], 'sr_4l_bdt_sf_7': [1.7409812558770017, 0.0009145814856635304], 'sr_4l_bdt_sf_8': [37.74759309566043, 0.02016123948671881], 'sr_4l_bdt_sf_coarse_1': [0.09271985916974654, 5.205656590256686e-05], 'sr_4l_bdt_sf_coarse_2': [42.02016869281073, 0.022460274519750238], 'sr_4l_bdt_sf_coarse_3': [0.4411555413783611, 0.00023287269091806388], 'sr_4l_bdt_sf_coarse_4': [40.506457418709566, 0.02161464087266377], 'sr_4l_bdt_of_1': [0.025040400098186068, 1.4397834828751878e-05], 'sr_4l_bdt_of_2': [0.2314082538341981, 0.00013470239027627958], 'sr_4l_bdt_of_3': [0.4738853128485239, 0.00026189140975183586], 'sr_4l_bdt_of_4': [2.0796792404774465, 0.0011256285152977837], 'sr_4l_bdt_of_5': [0.006775676359810846, 4.0174087606358535e-06], 'sr_4l_bdt_of_6': [0.1414159703302308, 7.632060922785407e-05], 'sr_4l_bdt_of_7': [1.2236245007110502, 0.000667162962668014], 'sr_4l_bdt_of_8': [12.266781124039792, 0.006484428129319429], 'sr_4l_bdt_of_coarse_1': [0.15403660416508289, 9.211344033677864e-05], 'sr_4l_bdt_of_coarse_2': [2.655976603093271, 0.0014445067098178726], 'sr_4l_bdt_of_coarse_3': [0.2981238157444061, 0.0001619482571838726], 'sr_4l_bdt_of_coarse_4': [13.34047345569648, 0.007069980852792059], 'sr_4l_bdt_sf_wwz': [42.112888551980475, 0.022512331085652804], 'sr_4l_bdt_sf_zh': [40.9476129600879, 0.02184751356358184], 'sr_4l_bdt_of_wwz': [2.8100132072583537, 0.001536620150154651], 'sr_4l_bdt_of_zh': [13.638597271440881, 0.007231929109975934], 'sr_4l_bdt_sf_presel': [550.8376420836829, 0.2936283809395575], 'sr_4l_bdt_sf_trn': [83.06050151206838, 0.044359844649234634], 'sr_4l_bdt_of_presel': [16.44861047869925, 0.00876854926013058], 'sr_4l_bdt_of_trn': [16.44861047869925, 0.00876854926013058], 'sr_sf_all_cutbased': [7.230364150998021, 0.0037974254679685173], 'sr_of_all_cutbased': [1.7440594141361243, 0.0009525217114017889], 'sr_all_cutbased': [8.974423565134144, 0.004749947179370306], 'sr_sf_all_bdt': [83.0605015120684, 0.04435984464923464], 'sr_of_all_bdt': [16.448610478699237, 0.008768549260130584], 'sr_all_bdt': [99.50911199076765, 0.053128393909365225], 'sr_sf_all_bdtCoarse': [83.06050151206841, 0.044359844649234634], 'sr_of_all_bdtCoarse': [16.44861047869924, 0.008768549260130582], 'sr_all_bdtCoarse': [99.50911199076765, 0.05312839390936522]}, 'ttZ': {'sr_4l_sf_A': [0.9494972262470595, 0.002914936572133828], 'sr_4l_sf_B': [0.7978516773533126, 0.0024217759583562244], 'sr_4l_sf_C': [0.210287117583767, 0.0006755377024475564], 'sr_4l_of_1': [0.21892217874745867, 0.0005804252922084765], 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[115.11043895937192, 0.4478321685516387], 'sr_sf_all_bdtCoarse': [90.96330362815726, 0.24124421055759235], 'sr_of_all_bdtCoarse': [24.147135331214702, 0.20658795799404628], 'sr_all_bdtCoarse': [115.11043895937198, 0.44783216855163865]}, 'Zmetric': {'sr_4l_sf_A': [1.3182921273559218, None], 'sr_4l_sf_B': [1.0184933472415596, None], 'sr_4l_sf_C': [0.5441784353438778, None], 'sr_4l_of_1': [1.968695982447992, None], 'sr_4l_of_2': [1.2849208871987936, None], 'sr_4l_of_3': [1.077181844383354, None], 'sr_4l_of_4': [1.8367727270554897, None], 'sr_4l_bdt_sf_1': [1.4322881006101937, None], 'sr_4l_bdt_sf_2': [0.3708985872908984, None], 'sr_4l_bdt_sf_3': [0.2602058314115921, None], 'sr_4l_bdt_sf_4': [0.10174421265782148, None], 'sr_4l_bdt_sf_5': [1.1872633134483412, None], 'sr_4l_bdt_sf_6': [0.9932731606477334, None], 'sr_4l_bdt_sf_7': [0.29826464787946133, None], 'sr_4l_bdt_sf_8': [0.15582327681435112, None], 'sr_4l_bdt_of_1': [1.5937434863449587, None], 'sr_4l_bdt_of_2': [1.8432052776830092, None], 'sr_4l_bdt_of_3': [1.0806024077242933, None], 'sr_4l_bdt_of_4': [0.40897685456319, None], 'sr_4l_bdt_of_5': [1.1342787631865054, None], 'sr_4l_bdt_of_6': [2.703543151418622, None], 'sr_4l_bdt_of_7': [1.2727047955798172, None], 'sr_4l_bdt_of_8': [0.31771320453499885, None], 'sr_4l_bdt_sf_coarse_1': [1.3335052014931286, None], 'sr_4l_bdt_sf_coarse_2': [0.38327106895087654, None], 'sr_4l_bdt_sf_coarse_3': [1.4609143537248126, None], 'sr_4l_bdt_sf_coarse_4': [0.34221678208455947, None], 'sr_4l_bdt_of_coarse_1': [2.147601733813743, None], 'sr_4l_bdt_of_coarse_2': [1.273004782689435, None], 'sr_4l_bdt_of_coarse_3': [2.8468823873287024, None], 'sr_4l_bdt_of_coarse_4': [0.6095164441121572, None], 'cr_4l_btag_of': [0.5653035651748043, None], 'cr_4l_btag_sf_offZ_met80': [0.3530766772334473, None], 'cr_4l_sf': [0.022820068819195054, None], 'sr_sf_all_cutbased': [1.7525276034679822, None], 'sr_of_all_cutbased': [3.171882774377165, None], 'sr_all_cutbased': [3.6238368251492528, None], 'sr_sf_all_bdt': [2.1855210741626796, None], 'sr_of_all_bdt': [4.193905183515673, None], 'sr_all_bdt': [4.729201101024233, None], 'sr_sf_all_bdtCoarse': [2.04365259023237, None], 'sr_of_all_bdtCoarse': [3.83522932909565, None], 'sr_all_bdtCoarse': [4.345745035815947, None]}} +EWK_REF = {'WWZ': {'sr_4l_sf_A': [1.8356865402019342, 4.890662097427308e-05], 'sr_4l_sf_B': [1.5483418985952107, 4.061298115308041e-05], 'sr_4l_sf_C': [0.45146625280605684, 1.214794814324614e-05], 'sr_4l_of_1': [0.4962519547030585, 1.2663214482911406e-05], 'sr_4l_of_2': [0.5705720426629708, 1.4705434257312351e-05], 'sr_4l_of_3': [1.1532830659725177, 2.9900312053213424e-05], 'sr_4l_of_4': [4.0838194653993085, 0.00010959613322896264], 'all_events': [47.310530128724686, 0.0016306481935664616], '4l_presel': [22.846922864413738, 0.0006823811724051585], 'sr_4l_sf': [3.8354946916032047, 0.00010166755027059962], 'sr_4l_of': [6.303926528737855, 0.00016686509402239977], 'sr_4l_sf_incl': [3.983077629560253, 0.00010555204549995471], 'sr_4l_of_incl': [7.291465750300717, 0.00019242265697132886], 'cr_4l_btag_of': [2.876456972132856, 0.00011097906018099588], 'cr_4l_btag_sf_offZ_met80': [1.447423667876222, 5.592444574202096e-05], 'cr_4l_sf': [0.8310208619411704, 2.1747701634265092e-05], 'cr_4l_sf_higgs': [0.02363759767678108, 6.436096070672184e-07], 'cr_4l_btag_of_1b': [2.2579543982974775, 7.954561851923478e-05], 'cr_4l_btag_of_2b': [0.6185025738353788, 3.14334416617611e-05], 'cr_4l_btag_sf_offZ_met80_1b': [1.1127069767130235, 3.899367348139121e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.3347166911631983, 1.693077226062974e-05], 'sr_4l_bdt_sf_1': [2.380822659557773, 6.419320301417749e-05], 'sr_4l_bdt_sf_2': [0.36443875783580376, 9.351512141823164e-06], 'sr_4l_bdt_sf_3': [0.34382609632871025, 8.708817002067916e-06], 'sr_4l_bdt_sf_4': [0.5893212781264633, 1.525852081123369e-05], 'sr_4l_bdt_sf_5': [0.13794952318879963, 3.7612099257517722e-06], 'sr_4l_bdt_sf_6': [0.29885952642572655, 7.743282267125608e-06], 'sr_4l_bdt_sf_7': [0.0913426544491262, 2.3056057792512277e-06], 'sr_4l_bdt_sf_8': [0.1737168050339398, 4.399884206574452e-06], 'sr_4l_bdt_sf_coarse_1': [1.2952620202808596, 3.5737338088646055e-05], 'sr_4l_bdt_sf_coarse_2': [2.3831467715678905, 6.177471488065623e-05], 'sr_4l_bdt_sf_coarse_3': [0.2709750145084347, 7.246943038633907e-06], 'sr_4l_bdt_sf_coarse_4': [0.43089349458915766, 1.0963039140069154e-05], 'sr_4l_bdt_of_1': [1.0196357233987616, 2.810881003603931e-05], 'sr_4l_bdt_of_2': [2.6025735683997944, 7.07684156640996e-05], 'sr_4l_bdt_of_3': [1.8184742663756586, 4.6643465745873916e-05], 'sr_4l_bdt_of_4': [0.7029345263608057, 1.724257746760747e-05], 'sr_4l_bdt_of_5': [0.022441359406628017, 6.169774848829764e-07], 'sr_4l_bdt_of_6': [0.43037618758013185, 1.1404431359848284e-05], 'sr_4l_bdt_of_7': [0.4081181695244205, 1.0445524653431547e-05], 'sr_4l_bdt_of_8': [0.2869119492545151, 7.192454559545778e-06], 'sr_4l_bdt_of_coarse_1': [2.788780215049455, 7.665654114677571e-05], 'sr_4l_bdt_of_coarse_2': [3.354837869485566, 8.610672776684462e-05], 'sr_4l_bdt_of_coarse_3': [0.5970403569491185, 1.5742756545571046e-05], 'sr_4l_bdt_of_coarse_4': [0.5508073088165769, 1.3916631512137538e-05], 'sr_4l_bdt_sf_wwz': [3.6784087918487507, 9.751205296930228e-05], 'sr_4l_bdt_sf_zh': [0.7018685090975922, 1.8209982178703058e-05], 'sr_4l_bdt_of_wwz': [6.143618084535022, 0.00016276326891362028], 'sr_4l_bdt_of_zh': [1.147847665765695, 2.9659388057708578e-05], 'sr_4l_bdt_sf_presel': [6.693140581934633, 0.00017740111432600327], 'sr_4l_bdt_sf_trn': [4.380277300946343, 0.00011572203514800537], 'sr_4l_bdt_of_presel': [7.291465750300717, 0.00019242265697132886], 'sr_4l_bdt_of_trn': [7.291465750300717, 0.00019242265697132886], 'sr_sf_all_cutbased': [3.835494691603202, 0.00010166755027059964], 'sr_of_all_cutbased': [6.303926528737856, 0.00016686509402239982], 'sr_all_cutbased': [10.139421220341058, 0.00026853264429299947], 'sr_sf_all_bdt': [4.380277300946342, 0.0001157220351480053], 'sr_of_all_bdt': [7.2914657503007145, 0.0001924226569713289], 'sr_all_bdt': [11.67174305124706, 0.00030814469211933417], 'sr_sf_all_bdtCoarse': [4.380277300946343, 0.00011572203514800534], 'sr_of_all_bdtCoarse': [7.291465750300716, 0.0001924226569713289], 'sr_all_bdtCoarse': [11.67174305124706, 0.0003081446921193343]}, 'ZH': {'sr_4l_sf_A': [0.7749220243404465, 4.856335139314232e-05], 'sr_4l_sf_B': [1.242120422406268, 6.758056159456747e-05], 'sr_4l_sf_C': [0.5579965854323886, 2.066713564881924e-05], 'sr_4l_of_1': [2.5087916732022273, 0.00010188313110081858], 'sr_4l_of_2': [1.1083130555042808, 4.478454461353702e-05], 'sr_4l_of_3': [0.28964209527054224, 1.3365900075320869e-05], 'sr_4l_of_4': [0.12387526471409438, 7.615219602733937e-06], 'all_events': [44.49663073633601, 0.002490244728518434], '4l_presel': [19.09523856537646, 0.0009778394701079683], 'sr_4l_sf': [2.5750390321791037, 0.00013681104863652905], 'sr_4l_of': [4.030622088691147, 0.00016764879539241047], 'sr_4l_sf_incl': [2.7411614008550123, 0.00014347223897610134], 'sr_4l_of_incl': [6.547087428946855, 0.00028058919049216244], 'cr_4l_btag_of': [2.227903098988639, 0.00016492197474899612], 'cr_4l_btag_sf_offZ_met80': [0.7995791354299893, 7.815580614727484e-05], 'cr_4l_sf': [0.05924867477265076, 2.303103988855418e-06], 'cr_4l_sf_higgs': [0.13676100833563262, 2.5882015073910164e-06], 'cr_4l_btag_of_1b': [1.7645346273268565, 0.00011965105439964733], 'cr_4l_btag_of_2b': [0.4633684716617825, 4.527092034934881e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.6131627218913926, 5.283340974982248e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.18641641353859675, 2.532239639745235e-05], 'sr_4l_bdt_sf_1': [0.17924372836094019, 1.088544335183817e-05], 'sr_4l_bdt_sf_2': [0.03533957562966018, 2.2623421395800926e-06], 'sr_4l_bdt_sf_3': [0.03180783826281451, 1.8232905882446508e-06], 'sr_4l_bdt_sf_4': [0.06323141355342428, 4.131588571308332e-06], 'sr_4l_bdt_sf_5': [0.9705621479350767, 4.434439767220045e-05], 'sr_4l_bdt_sf_6': [1.3888394335947498, 5.5098839690861365e-05], 'sr_4l_bdt_sf_7': [0.4085994311702878, 1.4290725008045658e-05], 'sr_4l_bdt_sf_8': [0.8947057530555246, 3.0761891693261315e-05], 'sr_4l_bdt_sf_coarse_1': [0.07920544789357573, 4.649180457531958e-06], 'sr_4l_bdt_sf_coarse_2': [0.23041710791326345, 1.445348419343929e-05], 'sr_4l_bdt_sf_coarse_3': [1.6312308742279593, 7.196793942887322e-05], 'sr_4l_bdt_sf_coarse_4': [2.03147589152768, 7.252791463549557e-05], 'sr_4l_bdt_of_1': [0.04581348910353716, 3.1077833910849605e-06], 'sr_4l_bdt_of_2': [0.16753487027730127, 1.0040071931211691e-05], 'sr_4l_bdt_of_3': [0.19819099285905037, 1.219414207276477e-05], 'sr_4l_bdt_of_4': [0.16798073207102376, 8.52282904554913e-06], 'sr_4l_bdt_of_5': [0.41179374341386005, 1.4304231478951034e-05], 'sr_4l_bdt_of_6': [2.924278189661799, 0.0001215152064807172], 'sr_4l_bdt_of_7': [1.6737021707170807, 7.647101257397172e-05], 'sr_4l_bdt_of_8': [0.9577932408432013, 3.44339135179118e-05], 'sr_4l_bdt_of_coarse_1': [0.14609782687184894, 8.88691789823464e-06], 'sr_4l_bdt_of_coarse_2': [0.43342225743906365, 2.4977908542375917e-05], 'sr_4l_bdt_of_coarse_3': [3.9913903597546616, 0.00016696584074819276], 'sr_4l_bdt_of_coarse_4': [1.9761769848812814, 7.975852330335897e-05], 'sr_4l_bdt_sf_wwz': [0.3096225558068392, 1.9102664650971245e-05], 'sr_4l_bdt_sf_zh': [3.6627067657556394, 0.00014449585406436883], 'sr_4l_bdt_of_wwz': [0.5795200843109126, 3.386482644061057e-05], 'sr_4l_bdt_of_zh': [5.967567344635944, 0.00024672436405155174], 'sr_4l_bdt_sf_presel': [6.589916101393396, 0.00028341192701717154], 'sr_4l_bdt_sf_trn': [3.972329321562479, 0.00016359851871534006], 'sr_4l_bdt_of_presel': [6.547087428946855, 0.00028058919049216244], 'sr_4l_bdt_of_trn': [6.547087428946855, 0.00028058919049216244], 'sr_sf_all_cutbased': [2.5750390321791032, 0.00013681104863652902], 'sr_of_all_cutbased': [4.030622088691144, 0.00016764879539241041], 'sr_all_cutbased': [6.6056611208702485, 0.0003044598440289394], 'sr_sf_all_bdt': [3.972329321562478, 0.00016359851871534004], 'sr_of_all_bdt': [6.5470874289468535, 0.00028058919049216233], 'sr_all_bdt': [10.51941675050933, 0.0004441877092075024], 'sr_sf_all_bdtCoarse': [3.9723293215624786, 0.00016359851871534004], 'sr_of_all_bdtCoarse': [6.547087428946855, 0.0002805891904921623], 'sr_all_bdtCoarse': [10.519416750509334, 0.00044418770920750226]}, 'ZZ': {'sr_4l_sf_A': [1.059089732236095, 0.0005708931623402683], 'sr_4l_sf_B': [3.8953247505178883, 0.002060466385420644], 'sr_4l_sf_C': [2.2759496682440385, 0.0011660659202076052], 'sr_4l_of_1': [0.4949113550238187, 0.00026373249436427367], 'sr_4l_of_2': [0.5113587419387379, 0.0002768469397701124], 'sr_4l_of_3': [0.3215670993884585, 0.00017627242465658707], 'sr_4l_of_4': [0.4162222177851093, 0.0002356698526108158], 'all_events': [6401.92986416517, 4.593597707978916], '4l_presel': [2894.7938480349344, 1.7171765333925144], 'sr_4l_sf': [7.230364150998021, 0.003797425467968517], 'sr_4l_of': [1.7440594141361245, 0.0009525217114017889], 'sr_4l_sf_incl': [11.535235462149187, 0.0061950694139129465], 'sr_4l_of_incl': [16.44861047869925, 0.00876854926013058], 'cr_4l_btag_of': [4.92703514291466, 0.0038951265436116423], 'cr_4l_btag_sf_offZ_met80': [3.6037018389627584, 0.0031174983423727523], 'cr_4l_sf': [1495.7677427226172, 0.7971930539471932], 'cr_4l_sf_higgs': [10.58437988874537, 0.006153559901147633], 'cr_4l_btag_of_1b': [4.001098213012193, 0.002906078395884794], 'cr_4l_btag_of_2b': [0.9259369299024676, 0.000989048147726848], 'cr_4l_btag_sf_offZ_met80_1b': [2.480011472417967, 0.001790907301649222], 'cr_4l_btag_sf_offZ_met80_2b': [1.1236903665447917, 0.0013265910407235302], 'sr_4l_bdt_sf_1': [0.594745892718397, 0.0003266398489433245], 'sr_4l_bdt_sf_2': [0.5781489362350153, 0.00031238619566414656], 'sr_4l_bdt_sf_3': [1.3323918738516165, 0.0007129957049724315], 'sr_4l_bdt_sf_4': [39.60760184917544, 0.0211603093360729], 'sr_4l_bdt_sf_5': [0.1004144592823311, 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'sr_4l_bdt_of_1': [0.19802048847812453, 0.003526887478827474], 'sr_4l_bdt_of_2': [1.4820670836495577, 0.023893857989091164], 'sr_4l_bdt_of_3': [2.826139982346541, 0.043972752091195944], 'sr_4l_bdt_of_4': [4.12526229276525, 0.04092295041788431], 'sr_4l_bdt_of_5': [0.041563164591538235, 0.00039413398877877285], 'sr_4l_bdt_of_6': [0.6035552832134142, 0.012814335803599784], 'sr_4l_bdt_of_7': [1.7800899487273274, 0.03457374093125389], 'sr_4l_bdt_of_8': [13.090437087442945, 0.04648929929341495], 'sr_4l_bdt_sf_coarse_1': [0.6816401442015642, 0.0044524331961971735], 'sr_4l_bdt_sf_coarse_2': [45.0545873074449, 0.07878855068919655], 'sr_4l_bdt_sf_coarse_3': [0.9837358191597758, 0.04256085441139064], 'sr_4l_bdt_sf_coarse_4': [44.243340357351016, 0.11544237226080797], 'sr_4l_bdt_of_coarse_1': [1.0920256657090295, 0.02056656189235996], 'sr_4l_bdt_of_coarse_2': [7.539464181530444, 0.09174988608463892], 'sr_4l_bdt_of_coarse_3': [1.186542327232486, 0.028219565402350322], 'sr_4l_bdt_of_coarse_4': [14.329103156742743, 0.06605194461469707], 'cr_4l_btag_of': [74.56581586482008, 0.3364055918860168], 'cr_4l_btag_sf_offZ_met80': [37.764751580189994, 0.16292189636230067], 'cr_4l_sf': [1505.3039152761269, 1.1363547026858758], 'sr_sf_all_cutbased': [11.98899902225433, 0.16783590913035518], 'sr_of_all_cutbased': [7.675559955503429, 0.1291133785295912], 'sr_all_cutbased': [19.66455897775776, 0.2969492876599464], 'sr_sf_all_bdt': [90.96330362815723, 0.24124421055759238], 'sr_of_all_bdt': [24.1471353312147, 0.2065879579940463], 'sr_all_bdt': [115.11043895937192, 0.4478321685516387], 'sr_sf_all_bdtCoarse': [90.96330362815726, 0.24124421055759235], 'sr_of_all_bdtCoarse': [24.147135331214702, 0.20658795799404628], 'sr_all_bdtCoarse': [115.11043895937198, 0.44783216855163865]}, 'Zmetric': {'sr_4l_sf_A': [1.3445307378086677, None], 'sr_4l_sf_B': [1.0518442228387461, None], 'sr_4l_sf_C': [0.5687589806596471, None], 'sr_4l_of_1': [2.0868263615222276, None], 'sr_4l_of_2': [1.3473171711989, None], 'sr_4l_of_3': [1.0925760106985933, None], 'sr_4l_of_4': [1.8403065199214592, None], 'sr_4l_bdt_sf_1': [1.438908121914918, None], 'sr_4l_bdt_sf_2': [0.3731123490805979, None], 'sr_4l_bdt_sf_3': [0.2617903875459573, None], 'sr_4l_bdt_sf_4': [0.10244078881251228, None], 'sr_4l_bdt_sf_5': [1.2610226676305765, None], 'sr_4l_bdt_sf_6': [1.0574937481874849, None], 'sr_4l_bdt_sf_7': [0.3191053305033885, None], 'sr_4l_bdt_sf_8': [0.16733184850336158, None], 'sr_4l_bdt_of_1': [1.597542811757488, None], 'sr_4l_bdt_of_2': [1.8502186767790398, None], 'sr_4l_bdt_of_3': [1.087735333981563, None], 'sr_4l_bdt_of_4': [0.4148980797876046, None], 'sr_4l_bdt_of_5': [1.2047043039859544, None], 'sr_4l_bdt_of_6': [2.8599258583503495, None], 'sr_4l_bdt_of_7': [1.3484967043849792, None], 'sr_4l_bdt_of_8': [0.3387778910006084, None], 'sr_4l_bdt_sf_coarse_1': [1.3383686686935647, None], 'sr_4l_bdt_sf_coarse_2': [0.3856946876218995, None], 'sr_4l_bdt_sf_coarse_3': [1.551635549780722, None], 'sr_4l_bdt_sf_coarse_4': [0.36683728800699195, None], 'sr_4l_bdt_of_coarse_1': [2.1541048578860753, None], 'sr_4l_bdt_of_coarse_2': [1.2831835719713054, None], 'sr_4l_bdt_of_coarse_3': [3.0167555616359936, None], 'sr_4l_bdt_of_coarse_4': [0.6492582056831303, None], 'cr_4l_btag_of': [0.58455554410099, None], 'cr_4l_btag_sf_offZ_met80': [0.3621066121759151, None], 'cr_4l_sf': [0.022943867035894315, None], 'sr_sf_all_cutbased': [1.7993404214079578, None], 'sr_of_all_cutbased': [3.278804393276761, None], 'sr_all_cutbased': [3.740078100987138, None], 'sr_sf_all_bdt': [2.2642873240351213, None], 'sr_of_all_bdt': [4.34677615678271, None], 'sr_all_bdt': [4.901169252633578, None], 'sr_sf_all_bdtCoarse': [2.1171049951799716, None], 'sr_of_all_bdtCoarse': [3.9760631476944632, None], 'sr_all_bdtCoarse': [4.504576752045634, None]}} # R3 ref with all current SFs and corrections -EWK_REF_2022 = {'WWZ': {'sr_4l_sf_A': [0.4682558020714963, 1.9643004234429547e-05], 'sr_4l_sf_B': [0.39930894538864853, 1.6297932412786846e-05], 'sr_4l_sf_C': [0.12107088203876697, 5.217048358728619e-06], 'sr_4l_of_1': [0.12943654137994218, 5.44096073055016e-06], 'sr_4l_of_2': [0.15307537052086848, 6.173093174286393e-06], 'sr_4l_of_3': [0.3039994278405099, 1.229237550066745e-05], 'sr_4l_of_4': [1.015633081563102, 4.270682821792057e-05], 'all_events': [8.42282186843979, 0.0003758726622829403], '4l_presel': [5.748390629516367, 0.00025083479163059383], 'sr_4l_sf': [0.9886356294989116, 4.115798500594502e-05], 'sr_4l_of': [1.6021444213044205, 6.661325762342453e-05], 'sr_4l_sf_incl': [1.0290190070320935, 4.2904800047077335e-05], 'sr_4l_of_incl': [1.8615499602646823, 7.876253289946894e-05], 'cr_4l_btag_of': [0.356842066423316, 1.8284656326163566e-05], 'cr_4l_btag_sf_offZ_met80': [0.17937110019920657, 9.23375467665322e-06], 'cr_4l_sf': [0.20935099272066096, 8.516893173350021e-06], 'cr_4l_sf_higgs': [0.006097544066088222, 2.3457742944818283e-07], 'cr_4l_btag_of_1b': [0.313508224836424, 1.561726067079366e-05], 'cr_4l_btag_of_2b': [0.043333841586891894, 2.6673956553699036e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.15546464178601935, 7.774164513680062e-06], 'cr_4l_btag_sf_offZ_met80_2b': [0.023906458413187195, 1.4595901629731598e-06], 'sr_4l_bdt_sf_1': [0.6185170879038837, 2.5884657390695453e-05], 'sr_4l_bdt_sf_2': [0.09150003450500968, 3.7480759861389876e-06], 'sr_4l_bdt_sf_3': [0.08799959506609682, 3.5570097780945514e-06], 'sr_4l_bdt_sf_4': [0.1493037924911998, 6.187004005401286e-06], 'sr_4l_bdt_sf_5': [0.037146068110288886, 1.513309429557819e-06], 'sr_4l_bdt_sf_6': [0.07907167910247494, 3.233046009016432e-06], 'sr_4l_bdt_sf_7': [0.02321857465580135, 9.099245590286023e-07], 'sr_4l_bdt_sf_8': [0.04330507230179422, 1.7541715835455284e-06], 'sr_4l_bdt_sf_coarse_1': [0.3365172995938088, 1.427930089458771e-05], 'sr_4l_bdt_sf_coarse_2': [0.6108032103723814, 2.509744626574254e-05], 'sr_4l_bdt_sf_coarse_3': [0.07108734849770389, 2.9075358122586025e-06], 'sr_4l_bdt_sf_coarse_4': [0.11165404567265559, 4.502915768889782e-06], 'sr_4l_bdt_of_2': [0.667047147522292, 2.8127614650975506e-05], 'sr_4l_bdt_of_3': [0.46006835783892003, 1.8841527079262744e-05], 'sr_4l_bdt_of_4': [0.17406135406746095, 7.046496578028319e-06], 'sr_4l_bdt_of_6': [0.10970067812609385, 4.596330558832504e-06], 'sr_4l_bdt_of_7': [0.10766119225428519, 6.1164752502665515e-06], 'sr_4l_bdt_of_8': [0.07817259053449421, 3.0586005824988004e-06], 'sr_4l_bdt_of_coarse_1': [0.7086669142024667, 2.9653970849854603e-05], 'sr_4l_bdt_of_coarse_2': [0.8515803647676417, 3.507861544241213e-05], 'sr_4l_bdt_of_coarse_3': [0.15358930257863512, 6.356069458521445e-06], 'sr_4l_bdt_of_coarse_4': [0.14771337871594126, 7.673877148680793e-06], 'sr_4l_bdt_sf_wwz': [0.9473205099661902, 3.937674716033026e-05], 'sr_4l_bdt_sf_zh': [0.18274139417035923, 7.410451581148382e-06], 'sr_4l_bdt_of_wwz': [1.5602472789701067, 6.473258629226673e-05], 'sr_4l_bdt_of_zh': [0.3013026812945762, 1.4029946607202243e-05], 'sr_4l_bdt_sf_presel': [1.7162925768510016, 7.194658039512419e-05], 'sr_4l_bdt_sf_trn': [1.1300619041365487, 4.6787198741478594e-05], 'sr_4l_bdt_of_presel': [1.8615499602646823, 7.876253289946894e-05], 'sr_4l_bdt_of_trn': [1.8615499602646823, 7.876253289946894e-05], 'sr_4l_bdt_of_5': [0.005768220379703158, 2.5854021560438593e-07], 'sr_4l_bdt_of_1': [0.2590704195414357, 1.0716947984000151e-05], 'sr_sf_all_cutbased': [0.9886356294989118, 4.115798500594501e-05], 'sr_of_all_cutbased': [1.6021444213044225, 6.661325762342458e-05], 'sr_all_cutbased': [2.5907800508033345, 0.00010777124262936958], 'sr_sf_all_bdt': [1.1300619041365494, 4.678719874147866e-05], 'sr_of_all_bdt': [1.8615499602646852, 7.876253289946895e-05], 'sr_all_bdt': [2.9916118644012344, 0.00012554973164094762], 'sr_sf_all_bdtCoarse': [1.1300619041365496, 4.6787198741478635e-05], 'sr_of_all_bdtCoarse': [1.8615499602646848, 7.876253289946897e-05], 'sr_all_bdtCoarse': [2.9916118644012344, 0.00012554973164094762]}, 'ZH': {'sr_4l_sf_A': [0.1929661065882715, 2.4987797836161544e-05], 'sr_4l_sf_B': [0.31527006055361073, 4.337964846252895e-05], 'sr_4l_sf_C': [0.14399557655067974, 2.1835064228533103e-05], 'sr_4l_of_1': [0.6185013156395094, 8.892484488345641e-05], 'sr_4l_of_2': [0.2673269216153708, 3.8718863465817175e-05], 'sr_4l_of_3': [0.07087206502900954, 1.0775513062949257e-05], 'sr_4l_of_4': [0.030643218452539145, 3.878906955437464e-06], 'all_events': [6.922603706248529, 0.0010629563769396467], '4l_presel': [4.670321148147653, 0.0006939103898414913], 'sr_4l_sf': [0.6522317436925621, 9.020251052722359e-05], 'sr_4l_of': [0.9873435207364297, 0.00014229812836766026], 'sr_4l_sf_incl': [0.7055289656673166, 9.832342020487743e-05], 'sr_4l_of_incl': [1.5946405476739047, 0.00022947400555336174], 'cr_4l_btag_of': [0.2456742137786661, 3.96725070970353e-05], 'cr_4l_btag_sf_offZ_met80': [0.09173458031405489, 1.3489222182110913e-05], 'cr_4l_sf': [0.013756517427397962, 2.074928840802718e-06], 'cr_4l_sf_higgs': [0.031011975519873385, 4.954430723314372e-06], 'cr_4l_btag_of_1b': [0.21835535151205498, 3.5245468685286537e-05], 'cr_4l_btag_of_2b': [0.027318862266611142, 4.427038411748778e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.07962434401503506, 1.1318400640063794e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.01211023629901981, 2.17082154204712e-06], 'sr_4l_bdt_sf_1': [0.05540919890755493, 7.374980794662784e-06], 'sr_4l_bdt_sf_2': [0.009970525542489147, 1.4994510591826116e-06], 'sr_4l_bdt_sf_3': [0.009501250999718604, 1.193957748185882e-06], 'sr_4l_bdt_sf_4': [0.01439775136343771, 1.7219379769387909e-06], 'sr_4l_bdt_sf_5': [0.24042394494342137, 3.6268983921142226e-05], 'sr_4l_bdt_sf_6': [0.3528098914270855, 5.2307331039428053e-05], 'sr_4l_bdt_sf_7': [0.10176251523557266, 1.5245329965851116e-05], 'sr_4l_bdt_sf_8': [0.21755880876200606, 3.30095918874594e-05], 'sr_4l_bdt_sf_coarse_1': [0.023759377028292828, 3.0768181803885143e-06], 'sr_4l_bdt_sf_coarse_2': [0.06551934978490757, 8.713509398581557e-06], 'sr_4l_bdt_sf_coarse_3': [0.4048683374444543, 6.071876446227219e-05], 'sr_4l_bdt_sf_coarse_4': [0.5076868229236313, 7.611247235160868e-05], 'sr_4l_bdt_of_2': [0.0411922430815549, 5.409677191194635e-06], 'sr_4l_bdt_of_3': [0.05147446343595577, 7.414479752820441e-06], 'sr_4l_bdt_of_4': [0.038858265201004945, 5.1153771372763705e-06], 'sr_4l_bdt_of_6': [0.699778583976469, 0.00010249959015332396], 'sr_4l_bdt_of_7': [0.41111120030891474, 5.644758645828253e-05], 'sr_4l_bdt_of_8': [0.25701464588867406, 3.807046710545965e-05], 'sr_4l_bdt_of_coarse_1': [0.038271101405742775, 5.041336560189893e-06], 'sr_4l_bdt_of_coarse_2': [0.1062900623159644, 1.4703804999790209e-05], 'sr_4l_bdt_of_coarse_3': [0.9407069457175795, 0.00013710506366986045], 'sr_4l_bdt_of_coarse_4': [0.509372438234617, 7.262380032352127e-05], 'sr_4l_bdt_sf_wwz': [0.08927872681320041, 1.1790327578970069e-05], 'sr_4l_bdt_sf_zh': [0.9125551603680849, 0.00013683123681388086], 'sr_4l_bdt_of_wwz': [0.1445611637217072, 1.9745141559980102e-05], 'sr_4l_bdt_of_zh': [1.4500793839521968, 0.00020972886399338165], 'sr_4l_bdt_sf_presel': [1.6388241890819049, 0.00024079432710049294], 'sr_4l_bdt_sf_trn': [1.001833887181285, 0.00014862156439285094], 'sr_4l_bdt_of_presel': [1.5946405476739047, 0.00022947400555336174], 'sr_4l_bdt_of_trn': [1.5946405476739047, 0.00022947400555336174], 'sr_4l_bdt_of_5': [0.08217495377813754, 1.2711220276315592e-05], 'sr_4l_bdt_of_1': [0.013036192003191569, 1.805607478688661e-06], 'sr_sf_all_cutbased': [0.652231743692562, 9.02025105272236e-05], 'sr_of_all_cutbased': [0.987343520736429, 0.00014229812836766032], 'sr_all_cutbased': [1.639575264428991, 0.0002325006388948839], 'sr_sf_all_bdt': [1.001833887181286, 0.00014862156439285088], 'sr_of_all_bdt': [1.5946405476739027, 0.00022947400555336183], 'sr_all_bdt': [2.5964744348551885, 0.00037809556994621273], 'sr_sf_all_bdtCoarse': [1.001833887181286, 0.00014862156439285094], 'sr_of_all_bdtCoarse': [1.5946405476739036, 0.00022947400555336183], 'sr_all_bdtCoarse': [2.59647443485519, 0.0003780955699462128]}, 'ZZ': {'sr_4l_sf_A': [0.3045233618164898, 0.00021702622948902868], 'sr_4l_sf_B': [1.356482013800968, 0.0009330837947312451], 'sr_4l_sf_C': [0.8946792853044631, 0.0006145200278082456], 'sr_4l_of_1': [0.15175565099315497, 0.00010251121283398768], 'sr_4l_of_2': [0.16785671768341268, 0.00011624770733197049], 'sr_4l_of_3': [0.09110469509464257, 6.264181904344869e-05], 'sr_4l_of_4': [0.08754382653684538, 6.419104985482201e-05], 'all_events': [1178.7609539092973, 0.8718102565158167], '4l_presel': [788.1952634957867, 0.5649709869745155], 'sr_4l_sf': [2.55568466092192, 0.0017646300520285196], 'sr_4l_of': [0.4982608903080557, 0.00034559178906422885], 'sr_4l_sf_incl': [4.732262008412207, 0.0033762534235450437], 'sr_4l_of_incl': [4.569366259691184, 0.003078079381382432], 'cr_4l_btag_of': [0.623920158852748, 0.0005451402750900049], 'cr_4l_btag_sf_offZ_met80': [0.5296098850423184, 0.0004844791913390444], 'cr_4l_sf': [410.99120744679874, 0.28816875266296926], 'cr_4l_sf_higgs': [3.3458681131047068, 0.0022746650092715097], 'cr_4l_btag_of_1b': [0.5578941299258382, 0.0004756279508729449], 'cr_4l_btag_of_2b': [0.06602602892690976, 6.951232421705999e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.4548226303057136, 0.0004002845090094215], 'cr_4l_btag_sf_offZ_met80_2b': [0.07478725473660479, 8.419468232962278e-05], 'sr_4l_bdt_sf_1': [0.29033412119536606, 0.00019665238000435962], 'sr_4l_bdt_sf_2': [0.28484983128354474, 0.00020432345949040847], 'sr_4l_bdt_sf_3': [0.564633968499613, 0.00038605466582228493], 'sr_4l_bdt_sf_4': [12.655346384714079, 0.008859138286256514], 'sr_4l_bdt_sf_5': [0.05076089319593193, 3.682299214818047e-05], 'sr_4l_bdt_sf_6': [0.5821793341807584, 0.00039200824808081094], 'sr_4l_bdt_sf_7': [0.6665706589538314, 0.00045008689031937713], 'sr_4l_bdt_sf_8': [11.747322257662276, 0.008211799733784896], 'sr_4l_bdt_sf_coarse_1': [0.04578202593187163, 3.0679794482544784e-05], 'sr_4l_bdt_sf_coarse_2': [13.749382279760729, 0.009615488997091023], 'sr_4l_bdt_sf_coarse_3': [0.17897663420240711, 0.0001259318897393057], 'sr_4l_bdt_sf_coarse_4': [12.86785650979039, 0.008964785974593957], 'sr_4l_bdt_of_2': [0.04593827407139209, 3.611652084424449e-05], 'sr_4l_bdt_of_3': [0.10587333246363906, 7.336749975657043e-05], 'sr_4l_bdt_of_4': [0.5372988103656804, 0.0003791038544842521], 'sr_4l_bdt_of_6': [0.03531815488509328, 2.3958384232987282e-05], 'sr_4l_bdt_of_7': [0.3088292818337885, 0.00020747742089446516], 'sr_4l_bdt_of_8': [3.5281817291470885, 0.0023508494454565635], 'sr_4l_bdt_of_coarse_1': [0.025617677547804557, 2.072271565110209e-05], 'sr_4l_bdt_of_coarse_2': [0.6697765208685665, 0.00047443164174832043], 'sr_4l_bdt_of_coarse_3': [0.08097940824051182, 5.511712417004426e-05], 'sr_4l_bdt_of_coarse_4': [3.792992653034302, 0.002527807899812965], 'sr_4l_bdt_sf_wwz': [13.7951643056926, 0.009646168791573569], 'sr_4l_bdt_sf_zh': [13.046833143992794, 0.009090717864333263], 'sr_4l_bdt_of_wwz': [0.6953941984163712, 0.0004951543573994225], 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None], 'sr_all_bdtCoarse': [2.82224875144157, None]}, '$S/\\sqrt{S+B}$': {'sr_4l_sf_A': [0.5505812450892419, None], 'sr_4l_sf_B': [0.4098854640352268, None], 'sr_4l_sf_C': [0.2199037386048769, None], 'sr_4l_of_1': [0.716802396551384, None], 'sr_4l_of_2': [0.48624160541621064, None], 'sr_4l_of_3': [0.4115414533338332, None], 'sr_4l_of_4': [0.7204427052670636, None], 'sr_4l_bdt_sf_1': [0.5497325148082807, None], 'sr_4l_bdt_sf_2': [0.1422254755627543, None], 'sr_4l_bdt_sf_3': [0.10935412831308505, None], 'sr_4l_bdt_sf_4': [0.045250410091550536, None], 'sr_4l_bdt_sf_5': [0.43481836115658773, None], 'sr_4l_bdt_sf_6': [0.3645007389247902, None], 'sr_4l_bdt_sf_7': [0.1255500757115537, None], 'sr_4l_bdt_sf_8': [0.0718655187332055, None], 'sr_4l_bdt_of_1': [0.46160488655715615, None], 'sr_4l_bdt_of_2': [0.6462580993453424, None], 'sr_4l_bdt_of_3': [0.4397309458343425, None], 'sr_4l_bdt_of_4': [0.196836930168624, None], 'sr_4l_bdt_of_5': [0.2917990924029887, None], 'sr_4l_bdt_of_6': 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[2.3247342993593745, 0.05788466969828515], 'sr_4l_sf_C': [1.1878623187749122, 0.005023148604620469], 'sr_4l_of_1': [0.34082208553811066, 0.001963908646473197], 'sr_4l_of_2': [0.32712304445143714, 0.0010971159915114826], 'sr_4l_of_3': [0.45486015917906886, 0.0022022590196732234], 'sr_4l_of_4': [1.0628077101606388, 0.00576735282103369], 'sr_4l_bdt_sf_1': [0.8289455415606045, 0.00873595953564227], 'sr_4l_bdt_sf_2': [0.40753828081548144, 0.0007256184898972863], 'sr_4l_bdt_sf_3': [0.6974612144374788, 0.000994642947242629], 'sr_4l_bdt_sf_4': [12.923913478299886, 0.015758504452540206], 'sr_4l_bdt_sf_5': [0.12993160919170088, 0.0007562881297418559], 'sr_4l_bdt_sf_6': [0.9720066106322375, 0.03625469184507582], 'sr_4l_bdt_sf_7': [0.8659755620861873, 0.0029510077814535506], 'sr_4l_bdt_sf_8': [12.915232810352407, 0.040975989469508575], 'sr_4l_bdt_of_1': [0.07537945358999427, 0.00016212715229873724], 'sr_4l_bdt_of_2': [0.4927748503042655, 0.0018403563004701637], 'sr_4l_bdt_of_3': [0.8417442378745952, 0.005357476349902958], 'sr_4l_bdt_of_4': [0.9571674915160039, 0.006418192520023375], 'sr_4l_bdt_of_5': [0.0028883077776976165, 1.2282212149987158e-06], 'sr_4l_bdt_of_6': [0.19395104613173286, 0.0011595132989653816], 'sr_4l_bdt_of_7': [0.40609320171174207, 0.0011153385541193036], 'sr_4l_bdt_of_8': [3.6820703716749215, 0.03409828877709368], 'sr_4l_bdt_sf_coarse_1': [0.22594630599846469, 0.0010064688510117517], 'sr_4l_bdt_sf_coarse_2': [14.631912209114983, 0.02520825657431064], 'sr_4l_bdt_sf_coarse_3': [0.3837911582486222, 0.0030865252661219198], 'sr_4l_bdt_sf_coarse_4': [14.499355434013909, 0.07785145195965787], 'sr_4l_bdt_of_coarse_1': [0.33169866253182123, 0.0013193775695695576], 'sr_4l_bdt_of_coarse_2': [2.035367370753038, 0.012458774753125675], 'sr_4l_bdt_of_coarse_3': [0.2659636433690051, 0.0013025480438250343], 'sr_4l_bdt_of_coarse_4': [4.019039283927089, 0.03507182080756833], 'cr_4l_btag_of': [12.140859704581791, 0.15499150830012937], 'cr_4l_btag_sf_offZ_met80': [6.186938320006732, 0.03640639364360222], 'cr_4l_sf': [413.653896945554, 0.362117452786115], 'sr_sf_all_cutbased': [4.293661555292649, 0.06979490438104173], 'sr_of_all_cutbased': [2.1856129993292557, 0.011030636478691593], 'sr_all_cutbased': [6.479274554621906, 0.08082554085973331], 'sr_sf_all_bdt': [29.741005107375983, 0.10715270265110219], 'sr_of_all_bdt': [6.652068960580953, 0.050152521174088596], 'sr_all_bdt': [36.39307406795693, 0.15730522382519077], 'sr_sf_all_bdtCoarse': [29.741005107375976, 0.10715270265110217], 'sr_of_all_bdtCoarse': [6.652068960580953, 0.050152521174088596], 'sr_all_bdtCoarse': [36.39307406795693, 0.15730522382519077]}, 'Zmetric': {'sr_4l_sf_A': [0.6683882874016136, None], 'sr_4l_sf_B': [0.4472930328847802, None], 'sr_4l_sf_C': [0.23490950776971178, None], 'sr_4l_of_1': [1.0164497292173182, None], 'sr_4l_of_2': [0.6282936096949431, None], 'sr_4l_of_3': [0.4977758851404421, None], 'sr_4l_of_4': [0.893490208887021, None], 'sr_4l_bdt_sf_1': [0.6637022845349222, None], 'sr_4l_bdt_sf_2': [0.15295514686430797, None], 'sr_4l_bdt_sf_3': [0.11417478212044398, None], 'sr_4l_bdt_sf_4': [0.04544046471167383, None], 'sr_4l_bdt_sf_5': [0.6135459074454259, None], 'sr_4l_bdt_sf_6': [0.41046690469598424, None], 'sr_4l_bdt_sf_7': [0.1312542728439398, None], 'sr_4l_bdt_sf_8': [0.07234534353876733, None], 'sr_4l_bdt_of_1': [0.7196083065841483, None], 'sr_4l_bdt_of_2': [0.8505378639319207, None], 'sr_4l_bdt_of_3': [0.5118963348891027, None], 'sr_4l_bdt_of_4': [0.21023000337197637, None], 'sr_4l_bdt_of_5': [0.671229049279491, None], 'sr_4l_bdt_of_6': [1.295941844773525, None], 'sr_4l_bdt_of_7': [0.6963516099429294, None], 'sr_4l_bdt_of_8': [0.17212478994711114, None], 'sr_4l_bdt_sf_coarse_1': [0.6302856237921716, None], 'sr_4l_bdt_sf_coarse_2': [0.1754720719889118, None], 'sr_4l_bdt_sf_coarse_3': [0.659490782503925, None], 'sr_4l_bdt_sf_coarse_4': [0.16151269256165457, None], 'sr_4l_bdt_of_coarse_1': [1.0247133210882464, None], 'sr_4l_bdt_of_coarse_2': [0.6269921467160245, None], 'sr_4l_bdt_of_coarse_3': [1.5004966295626887, None], 'sr_4l_bdt_of_coarse_4': [0.31939112167800404, None], 'cr_4l_btag_of': [0.17151807449698797, None], 'cr_4l_btag_sf_offZ_met80': [0.10821172334620427, None], 'cr_4l_sf': [0.010968736323663039, None], 'sr_sf_all_cutbased': [0.8378522762656525, None], 'sr_of_all_cutbased': [1.5729044780957884, None], 'sr_all_cutbased': [1.7821405483455337, None], 'sr_sf_all_bdt': [1.0229271281082966, None], 'sr_of_all_bdt': [2.0474451139147933, None], 'sr_all_bdt': [2.2887576114375783, None], 'sr_sf_all_bdtCoarse': [0.9429023585044867, None], 'sr_of_all_bdtCoarse': [1.9485013129056379, None], 'sr_all_bdtCoarse': [2.1646529107615193, None]}} -EWK_REF_2023 = {'WWZ': {'sr_4l_sf_A': [0.4342583143877373, 2.0942999845731955e-05], 'sr_4l_sf_B': [0.37958127075449033, 1.824830938903704e-05], 'sr_4l_sf_C': [0.11761741642687977, 5.742143204392712e-06], 'sr_4l_of_1': [0.13073397155888383, 6.3152659845529395e-06], 'all_events': [7.352029079243215, 0.00037472344645026845], '4l_presel': [5.133037356853411, 0.00025940880728515467], 'sr_4l_sf': [0.9314570015691068, 4.4933452439161695e-05], 'sr_4l_of': [1.5169814414515153, 7.268181269699837e-05], 'sr_4l_sf_incl': [0.9680000937414058, 4.666708588918112e-05], 'sr_4l_of_incl': [1.7652415420031804, 8.459993522827508e-05], 'cr_4l_btag_of': [0.3969943347030239, 2.446852734165628e-05], 'cr_4l_btag_sf_offZ_met80': [0.19738303070693483, 1.223367743840557e-05], 'cr_4l_sf_higgs': [0.006685777080529842, 3.339950857188045e-07], 'cr_4l_btag_of_1b': [0.3448341568356238, 2.0392553363306936e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.16917894190609015, 1.0127948849400648e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.028204088800844646, 2.105728589004923e-06], 'sr_4l_bdt_sf_1': [0.5806253654080499, 2.8493423528560208e-05], 'sr_4l_bdt_sf_2': [0.08749425884736232, 4.13757793352984e-06], 'sr_4l_bdt_sf_3': [0.07849582704392023, 3.6737695665581894e-06], 'sr_4l_bdt_sf_4': [0.14104089369156253, 6.561156924470437e-06], 'sr_4l_bdt_sf_5': [0.03697968323327315, 1.8356689157910285e-06], 'sr_4l_bdt_sf_6': [0.07693146168974006, 3.729437156453623e-06], 'sr_4l_bdt_sf_7': [0.02511413906308256, 1.2275832958530058e-06], 'sr_4l_bdt_sf_8': [0.04338065510173926, 2.090359583597405e-06], 'sr_4l_bdt_sf_coarse_1': [0.32468055840467297, 1.621144189060266e-05], 'sr_4l_bdt_sf_coarse_2': [0.5629757865862218, 2.6654486062516014e-05], 'sr_4l_bdt_sf_coarse_3': [0.07018077961514838, 3.4600492499487287e-06], 'sr_4l_bdt_sf_coarse_4': [0.11222515947268659, 5.422999701746333e-06], 'sr_4l_bdt_of_7': [0.10806275833830513, 5.123185223053476e-06], 'sr_4l_bdt_of_8': [0.07649763218997761, 3.6721151146303432e-06], 'sr_4l_bdt_of_coarse_3': [0.14861208860872108, 7.255887787089747e-06], 'sr_4l_bdt_of_coarse_4': [0.14809687891503062, 7.056765634317005e-06], 'sr_4l_bdt_sf_wwz': [0.8876563449908947, 4.286592795311867e-05], 'sr_4l_bdt_sf_zh': [0.182405939087835, 8.883048951695068e-06], 'sr_4l_bdt_of_zh': [0.296708967523752, 1.4312653421406747e-05], 'sr_4l_bdt_sf_presel': [1.6309698411430058, 7.898936811831388e-05], 'sr_4l_bdt_sf_trn': [1.0700622840787293, 5.1748976904813716e-05], 'sr_4l_bdt_of_presel': [1.7652415420031804, 8.459993522827508e-05], 'sr_4l_bdt_of_trn': [1.7652415420031804, 8.459993522827508e-05], 'sr_4l_of_2': [0.14907055240155168, 7.096872812911352e-06], 'sr_4l_of_3': [0.2894424706701968, 1.3770187990702151e-05], 'sr_4l_of_4': [0.9477344468208838, 4.5499485908831874e-05], 'cr_4l_sf': [0.20764441628886585, 1.0066498438776516e-05], 'cr_4l_btag_of_2b': [0.052160177867399994, 4.075973978349347e-06], 'sr_4l_bdt_of_1': [0.2511712452815297, 1.2582012823870176e-05], 'sr_4l_bdt_of_2': [0.6409176482279195, 3.120612913170189e-05], 'sr_4l_bdt_of_3': [0.41909426246039144, 1.9386901164714805e-05], 'sr_4l_bdt_of_4': [0.15734941850959128, 7.1122386865813325e-06], 'sr_4l_bdt_of_5': [0.0057565128049533645, 2.7763234084142966e-07], 'sr_4l_bdt_of_6': [0.10639206419051567, 5.239720742881501e-06], 'sr_4l_bdt_of_coarse_1': [0.6847430546450012, 3.390185387128946e-05], 'sr_4l_bdt_of_coarse_2': [0.7837895198344308, 3.6385427935578776e-05], 'sr_4l_bdt_of_wwz': [1.4685325744794306, 7.028728180686829e-05], 'sr_sf_all_cutbased': [0.9314570015691074, 4.493345243916171e-05], 'sr_of_all_cutbased': [1.5169814414515161, 7.268181269699833e-05], 'sr_all_cutbased': [2.4484384430206236, 0.00011761526513616002], 'sr_sf_all_bdt': [1.07006228407873, 5.174897690481373e-05], 'sr_of_all_bdt': [1.7652415420031835, 8.459993522827496e-05], 'sr_all_bdt': [2.835303826081914, 0.0001363489121330887], 'sr_sf_all_bdtCoarse': [1.0700622840787297, 5.1748976904813737e-05], 'sr_of_all_bdtCoarse': [1.7652415420031837, 8.459993522827498e-05], 'sr_all_bdtCoarse': [2.8353038260819132, 0.00013634891213308873]}, 'ZH': {'sr_4l_sf_A': [0.18037873420084655, 2.681711166763197e-05], 'sr_4l_sf_B': [0.31305768018993624, 5.1176845462427545e-05], 'sr_4l_sf_C': [0.15119359065328258, 2.75919560982052e-05], 'sr_4l_of_1': [0.5989428261317572, 0.00010550055214500711], 'all_events': [6.120294953471906, 0.001104061178647652], '4l_presel': [4.255274856113498, 0.0007583380528009637], 'sr_4l_sf': [0.6446300050440655, 0.00010558591322826468], 'sr_4l_of': [0.9583635933406598, 0.00016804034657698727], 'sr_4l_sf_incl': [0.6832149130318893, 0.0001118261333460372], 'sr_4l_of_incl': [1.5636805224183457, 0.0002739401733891213], 'cr_4l_btag_of': [0.2719890804497927, 5.5004111574649575e-05], 'cr_4l_btag_sf_offZ_met80': [0.10068900632320327, 1.83593036780974e-05], 'cr_4l_sf_higgs': [0.03320197274742908, 6.548024868341771e-06], 'cr_4l_btag_of_1b': [0.23787385761951924, 4.764855478543581e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.08779597523649511, 1.56859495722724e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.012893031086708157, 2.6733541058249956e-06], 'sr_4l_bdt_sf_1': [0.04818526316504042, 6.86742414941493e-06], 'sr_4l_bdt_sf_2': [0.008191962919189584, 1.0469362754073473e-06], 'sr_4l_bdt_sf_3': [0.007141702212238381, 8.242194879580578e-07], 'sr_4l_bdt_sf_4': [0.016846271724872422, 2.682477015856713e-06], 'sr_4l_bdt_sf_5': [0.24222354367508508, 4.324153339534586e-05], 'sr_4l_bdt_sf_6': [0.3465370174388793, 6.328410013337678e-05], 'sr_4l_bdt_sf_7': [0.09102308042098196, 1.6059843667911496e-05], 'sr_4l_bdt_sf_8': [0.21493014896710186, 3.85740175481764e-05], 'sr_4l_bdt_sf_coarse_1': [0.023193406468469565, 3.3946257867830267e-06], 'sr_4l_bdt_sf_coarse_2': [0.05717179355287123, 8.026431141854022e-06], 'sr_4l_bdt_sf_coarse_3': [0.40679211820829975, 7.29846612392364e-05], 'sr_4l_bdt_sf_coarse_4': [0.4879216722937488, 8.8174833505574e-05], 'sr_4l_bdt_of_7': [0.3995494494886965, 6.716706168564615e-05], 'sr_4l_bdt_of_8': [0.25537522151934394, 4.62368491100763e-05], 'sr_4l_bdt_of_coarse_3': [0.921216537113149, 0.0001645124668654466], 'sr_4l_bdt_of_coarse_4': [0.5073910648328582, 8.914740887319221e-05], 'sr_4l_bdt_sf_wwz': [0.08036520002134083, 1.1421056928637053e-05], 'sr_4l_bdt_sf_zh': [0.8947137905020471, 0.00016115949474481043], 'sr_4l_bdt_of_zh': [1.428607601946008, 0.0002536598757386385], 'sr_4l_bdt_sf_presel': [1.5967175098788626, 0.0002802773861842026], 'sr_4l_bdt_sf_trn': [0.9750789905233883, 0.00017258055167344746], 'sr_4l_bdt_of_presel': [1.5636805224183457, 0.0002739401733891213], 'sr_4l_bdt_of_trn': [1.5636805224183457, 0.0002739401733891213], 'sr_4l_of_2': [0.2627536202443606, 4.6323732075744884e-05], 'sr_4l_of_3': [0.06624397465048061, 1.1327161087414123e-05], 'sr_4l_of_4': [0.03042317231406213, 4.8889012688211856e-06], 'cr_4l_sf': [0.014918767925168615, 2.625912649128541e-06], 'cr_4l_btag_of_2b': [0.034115222830273455, 7.355556789213754e-06], 'sr_4l_bdt_of_1': [0.010113843914237832, 1.513040992722282e-06], 'sr_4l_bdt_of_2': [0.041198248198981074, 6.521525071559197e-06], 'sr_4l_bdt_of_3': [0.04520479488265922, 6.518167115520146e-06], 'sr_4l_bdt_of_4': [0.038556033476458335, 5.727564470681235e-06], 'sr_4l_bdt_of_5': [0.08912248926431816, 1.7221190441160813e-05], 'sr_4l_bdt_of_6': [0.6845604416736492, 0.00012303477450175565], 'sr_4l_bdt_of_coarse_1': [0.03594575761024111, 5.764607262159152e-06], 'sr_4l_bdt_of_coarse_2': [0.09912716286209533, 1.451569038832371e-05], 'sr_4l_bdt_of_wwz': [0.13507292047233646, 2.0280297650482867e-05], 'sr_sf_all_cutbased': [0.6446300050440654, 0.00010558591322826471], 'sr_of_all_cutbased': [0.9583635933406606, 0.00016804034657698732], 'sr_all_cutbased': [1.602993598384726, 0.000273626259805252], 'sr_sf_all_bdt': [0.975078990523389, 0.00017258055167344757], 'sr_of_all_bdt': [1.5636805224183443, 0.00027394017338912177], 'sr_all_bdt': [2.538759512941733, 0.00044652072506256934], 'sr_sf_all_bdtCoarse': [0.9750789905233893, 0.00017258055167344743], 'sr_of_all_bdtCoarse': [1.5636805224183437, 0.00027394017338912166], 'sr_all_bdtCoarse': [2.5387595129417333, 0.0004465207250625691]}, 'ZZ': {'sr_4l_sf_A': [0.2862304845196154, 0.00031170609148284634], 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'cr_4l_btag_of': [0.6689834151528167, 7.947263891630585e-05], 'cr_4l_btag_sf_offZ_met80': [0.29807203703013807, 3.059298111650297e-05], 'cr_4l_sf': [0.22256318421403445, 1.2692411087905056e-05], 'sr_sf_all_cutbased': [1.576087006613173, 0.0001505193656674264], 'sr_of_all_cutbased': [2.475345034792177, 0.00024072215927398562], 'sr_all_cutbased': [4.05143204140535, 0.000391241524941412], 'sr_sf_all_bdt': [2.045141274602119, 0.0002243295285782613], 'sr_of_all_bdt': [3.328922064421528, 0.0003585401086173967], 'sr_all_bdt': [5.374063339023648, 0.0005828696371956581], 'sr_sf_all_bdtCoarse': [2.045141274602119, 0.00022432952857826118], 'sr_of_all_bdtCoarse': [3.328922064421527, 0.00035854010861739667], 'sr_all_bdtCoarse': [5.374063339023646, 0.0005828696371956579]}, 'Bkg': {'sr_4l_sf_A': [0.9416724110124156, 0.02282635739900514], 'sr_4l_sf_B': [1.886746080167533, 0.027967115568743352], 'sr_4l_sf_C': [1.2234643287416969, 0.016802533175344785], 'sr_4l_of_1': [0.38115189711954767, 0.00252295162182958], 'sr_4l_of_2': [0.3554251573993096, 0.003967765420719695], 'sr_4l_of_3': [0.45791012708234735, 0.0033950312598419897], 'sr_4l_of_4': [0.8755271681285983, 0.005164433963139717], 'sr_4l_bdt_sf_1': [0.8495002246740034, 0.01781097573125207], 'sr_4l_bdt_sf_2': [0.34736376453960743, 0.0008436643164823329], 'sr_4l_bdt_sf_3': [0.5189628465658283, 0.0010504094617431005], 'sr_4l_bdt_sf_4': [11.428843324461235, 0.02125523492142111], 'sr_4l_bdt_sf_5': [0.172392079761913, 0.004351898993811071], 'sr_4l_bdt_sf_6': [1.130057515942418, 0.028326650511556386], 'sr_4l_bdt_sf_7': [0.8251209660266654, 0.0012670220712452775], 'sr_4l_bdt_sf_8': [11.391636570049856, 0.019771793887421688], 'sr_4l_bdt_of_1': [0.1317984020006184, 0.0008751697520164393], 'sr_4l_bdt_of_2': [0.46949988347884475, 0.0027573475547116007], 'sr_4l_bdt_of_3': [0.5727136680464646, 0.004046241632574315], 'sr_4l_bdt_of_4': [1.000307985940557, 0.00687969405510919], 'sr_4l_bdt_of_5': [0.0037356895128343973, 2.5783899449749105e-06], 'sr_4l_bdt_of_6': [0.1592774501317773, 0.0014557652172118886], 'sr_4l_bdt_of_7': [0.6268526850168264, 0.004304762670551381], 'sr_4l_bdt_of_8': [4.001603270766036, 0.010969218371063034], 'sr_4l_bdt_sf_coarse_1': [0.2554435905999966, 0.0018034868496593353], 'sr_4l_bdt_sf_coarse_2': [12.889226569640678, 0.03915679758123928], 'sr_4l_bdt_sf_coarse_3': [0.47421281266900694, 0.012358333136747592], 'sr_4l_bdt_sf_coarse_4': [13.044994319111854, 0.04135903232728683], 'sr_4l_bdt_of_coarse_1': [0.40850350135946484, 0.002742776611661737], 'sr_4l_bdt_of_coarse_2': [1.7658164381070198, 0.011815676382749808], 'sr_4l_bdt_of_coarse_3': [0.2970015543897971, 0.002362564474063761], 'sr_4l_bdt_of_coarse_4': [4.494467541037677, 0.014369760174707518], 'cr_4l_btag_of': [12.298449379196311, 0.12798972611584736], 'cr_4l_btag_sf_offZ_met80': [6.025201749134198, 0.069715593862415], 'cr_4l_sf': [391.92182977323324, 0.5006922219077956], 'sr_sf_all_cutbased': [4.051882819921646, 0.06759600614309327], 'sr_of_all_cutbased': [2.070014349729803, 0.015050182265530981], 'sr_all_cutbased': [6.121897169651449, 0.08264618840862425], 'sr_sf_all_bdt': [26.663877292021525, 0.09467764989493303], 'sr_of_all_bdt': [6.965789034893959, 0.031290777643182825], 'sr_all_bdt': [33.62966632691548, 0.12596842753811585], 'sr_sf_all_bdtCoarse': [26.66387729202154, 0.09467764989493303], 'sr_of_all_bdtCoarse': [6.965789034893959, 0.031290777643182825], 'sr_all_bdtCoarse': [33.6296663269155, 0.12596842753811585]}, 'Zmetric': {'sr_4l_sf_A': [0.5784052936923194, None], 'sr_4l_sf_B': [0.4773422773337914, None], 'sr_4l_sf_C': [0.23485366080392975, None], 'sr_4l_of_1': [0.9576390094214303, None], 'sr_4l_of_2': [0.5976152238137823, None], 'sr_4l_of_3': [0.47320631535383934, None], 'sr_4l_of_4': [0.9080745996119604, None], 'sr_4l_bdt_sf_1': [0.6167401707227916, None], 'sr_4l_bdt_sf_2': [0.15564250824188844, None], 'sr_4l_bdt_sf_3': [0.11581327199829561, None], 'sr_4l_bdt_sf_4': [0.04659617978654864, None], 'sr_4l_bdt_sf_5': [0.5580140462876891, None], 'sr_4l_bdt_sf_6': [0.37670840342039624, None], 'sr_4l_bdt_sf_7': [0.1250175487795163, None], 'sr_4l_bdt_sf_8': [0.07624659764197099, None], 'sr_4l_bdt_of_1': [0.5800970969347949, None], 'sr_4l_bdt_of_2': [0.8380633146330138, None], 'sr_4l_bdt_of_3': [0.5502535693589378, None], 'sr_4l_bdt_of_4': [0.1899531651990115, None], 'sr_4l_bdt_of_5': [0.6751522331403547, None], 'sr_4l_bdt_of_6': [1.3462627928253335, None], 'sr_4l_bdt_of_7': [0.5750787937932452, None], 'sr_4l_bdt_of_8': [0.16368577540170084, None], 'sr_4l_bdt_sf_coarse_1': [0.5841960791692735, None], 'sr_4l_bdt_sf_coarse_2': [0.17137740490824888, None], 'sr_4l_bdt_sf_coarse_3': [0.6084453846053637, None], 'sr_4l_bdt_sf_coarse_4': [0.16491321210723794, None], 'sr_4l_bdt_of_coarse_1': [0.9245818871721774, None], 'sr_4l_bdt_of_coarse_2': [0.6181595945001542, None], 'sr_4l_bdt_of_coarse_3': [1.4259413440963429, None], 'sr_4l_bdt_of_coarse_4': [0.3020975171866876, None], 'cr_4l_btag_of': [0.18906987899395059, None], 'cr_4l_btag_sf_offZ_met80': [0.1204515011085002, None], 'cr_4l_sf': [0.011241195547688803, None], 'sr_sf_all_cutbased': [0.7858527696041516, None], 'sr_of_all_cutbased': [1.5240538453253005, None], 'sr_all_cutbased': [1.7147316696630264, None], 'sr_sf_all_bdt': [0.9459961811304392, None], 'sr_of_all_bdt': [2.0008714736751707, None], 'sr_all_bdt': [2.2132318967700657, None], 'sr_sf_all_bdtCoarse': [0.8763888562761017, None], 'sr_of_all_bdtCoarse': [1.8334515475062618, None], 'sr_all_bdtCoarse': [2.03214222052937, None]}} -EWK_REF_R3 = {'WWZ': {'sr_4l_sf_A': [0.9025141164592335, 4.058600408016149e-05], 'sr_4l_sf_B': [0.778890216143139, 3.454624180182388e-05], 'sr_4l_sf_C': [0.23868829846564676, 1.095919156312133e-05], 'sr_4l_of_1': [0.260170512938826, 1.1756226715103102e-05], 'all_events': [15.774850947683005, 0.0007505961087332088], '4l_presel': [10.881427986369777, 0.0005102435989157486], 'sr_4l_sf': [1.9200926310680182, 8.609143744510674e-05], 'sr_4l_of': [3.119125862755936, 0.00013929507032042288], 'sr_4l_sf_incl': [1.997019100773499, 8.957188593625849e-05], 'sr_4l_of_incl': [3.6267915022678627, 0.00016336246812774407], 'cr_4l_btag_of': [0.7538364011263401, 4.275318366781984e-05], 'cr_4l_btag_sf_offZ_met80': [0.3767541309061414, 2.1467432115058792e-05], 'cr_4l_sf_higgs': [0.012783321146618063, 5.685725151669873e-07], 'cr_4l_btag_of_1b': [0.6583423816720481, 3.60098140341006e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.3246435836921095, 1.7902113363080708e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.052110547214031834, 3.5653187519780837e-06], 'sr_4l_bdt_sf_1': [1.1991424533119337, 5.4378080919255644e-05], 'sr_4l_bdt_sf_2': [0.178994293352372, 7.885653919668827e-06], 'sr_4l_bdt_sf_3': [0.16649542211001706, 7.2307793446527404e-06], 'sr_4l_bdt_sf_4': [0.2903446861827624, 1.2748160929871722e-05], 'sr_4l_bdt_sf_5': [0.07412575134356203, 3.348978345348847e-06], 'sr_4l_bdt_sf_6': [0.156003140792215, 6.962483165470054e-06], 'sr_4l_bdt_sf_7': [0.0483327137188839, 2.137507854881608e-06], 'sr_4l_bdt_sf_8': [0.0866857274035335, 3.8445311671429346e-06], 'sr_4l_bdt_sf_coarse_1': [0.6611978579984819, 3.0490742785190368e-05], 'sr_4l_bdt_sf_coarse_2': [1.173778996958603, 5.1751932328258555e-05], 'sr_4l_bdt_sf_coarse_3': [0.14126812811285228, 6.36758506220733e-06], 'sr_4l_bdt_sf_coarse_4': [0.22387920514534218, 9.925915470636114e-06], 'sr_4l_bdt_of_7': [0.21572395059259028, 1.123966047332003e-05], 'sr_4l_bdt_of_8': [0.1546702227244718, 6.730715697129143e-06], 'sr_4l_bdt_of_coarse_3': [0.3022013911873563, 1.3611957245611195e-05], 'sr_4l_bdt_of_coarse_4': [0.2958102576309719, 1.4730642782997798e-05], 'sr_4l_bdt_sf_wwz': [1.8349768549570846, 8.224267511344893e-05], 'sr_4l_bdt_sf_zh': [0.36514733325819426, 1.629350053284345e-05], 'sr_4l_bdt_of_zh': [0.5980116488183281, 2.8342600028608994e-05], 'sr_4l_bdt_sf_presel': [3.347262417994007, 0.00015093594851343808], 'sr_4l_bdt_sf_trn': [2.2001241882152773, 9.853617564629233e-05], 'sr_4l_bdt_of_presel': [3.6267915022678627, 0.00016336246812774407], 'sr_4l_bdt_of_trn': [3.6267915022678627, 0.00016336246812774407], 'sr_4l_of_2': [0.3021459229224202, 1.3269965987197744e-05], 'sr_4l_of_3': [0.5934418985107066, 2.60625634913696e-05], 'sr_4l_of_4': [1.9633675283839862, 8.820631412675247e-05], 'cr_4l_sf': [0.41699540900952686, 1.8583391612126538e-05], 'cr_4l_btag_of_2b': [0.09549401945429188, 6.743369633719251e-06], 'sr_4l_bdt_of_1': [0.5102416648229654, 2.3298960807870324e-05], 'sr_4l_bdt_of_2': [1.3079647957502114, 5.93337437826774e-05], 'sr_4l_bdt_of_3': [0.8791626202993115, 3.822842824397756e-05], 'sr_4l_bdt_of_4': [0.3314107725770522, 1.415873526460965e-05], 'sr_4l_bdt_of_5': [0.011524733184656522, 5.361725564458156e-07], 'sr_4l_bdt_of_6': [0.21609274231660952, 9.836051301714001e-06], 'sr_4l_bdt_of_coarse_1': [1.393409968847468, 6.355582472114405e-05], 'sr_4l_bdt_of_coarse_2': [1.6353698846020723, 7.146404337799094e-05], 'sr_4l_bdt_of_wwz': [3.028779853449537, 0.00013501986809913498], 'sr_sf_all_cutbased': [1.920092631068019, 8.60914374451067e-05], 'sr_of_all_cutbased': [3.119125862755939, 0.00013929507032042293], 'sr_all_cutbased': [5.039218493823958, 0.0002253865077655296], 'sr_sf_all_bdt': [2.2001241882152796, 9.853617564629238e-05], 'sr_of_all_bdt': [3.626791502267869, 0.00016336246812774394], 'sr_all_bdt': [5.826915690483148, 0.0002618986437740363], 'sr_sf_all_bdtCoarse': [2.200124188215279, 9.853617564629237e-05], 'sr_of_all_bdtCoarse': [3.6267915022678685, 0.000163362468127744], 'sr_all_bdtCoarse': [5.826915690483148, 0.00026189864377403635]}, 'ZH': {'sr_4l_sf_A': [0.373344840789118, 5.180490950379351e-05], 'sr_4l_sf_B': [0.628327740743547, 9.45564939249565e-05], 'sr_4l_sf_C': [0.29518916720396227, 4.9427020326738305e-05], 'sr_4l_of_1': [1.2174441417712665, 0.00019442539702846351], 'all_events': [13.042898659720436, 0.0021670175555872986], '4l_presel': [8.925596004261152, 0.001452248442642455], 'sr_4l_sf': [1.2968617487366274, 0.00019578842375548832], 'sr_4l_of': [1.9457071140770898, 0.0003103384749446476], 'sr_4l_sf_incl': [1.3887438786992057, 0.00021014955355091463], 'sr_4l_of_incl': [3.1583210700922506, 0.000503414178942483], 'cr_4l_btag_of': [0.5176632942284587, 9.467661867168487e-05], 'cr_4l_btag_sf_offZ_met80': [0.19242358663725817, 3.1848525860208314e-05], 'cr_4l_sf_higgs': [0.06421394826730246, 1.1502455591656141e-05], 'cr_4l_btag_of_1b': [0.4562292091315741, 8.289402347072232e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.1674203192515302, 2.7004350212336196e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.02500326738572797, 4.844175647872116e-06], 'sr_4l_bdt_sf_1': [0.10359446207259536, 1.4242404944077716e-05], 'sr_4l_bdt_sf_2': [0.01816248846167873, 2.5463873345899583e-06], 'sr_4l_bdt_sf_3': [0.016642953211956985, 2.0181772361439397e-06], 'sr_4l_bdt_sf_4': [0.03124402308831013, 4.404414992795504e-06], 'sr_4l_bdt_sf_5': [0.4826474886185064, 7.95105173164881e-05], 'sr_4l_bdt_sf_6': [0.6993469088659647, 0.00011559143117280486], 'sr_4l_bdt_sf_7': [0.19278559565655462, 3.130517363376262e-05], 'sr_4l_bdt_sf_8': [0.43248895772910795, 7.158360943563578e-05], 'sr_4l_bdt_sf_coarse_1': [0.04695278349676239, 6.471443967171542e-06], 'sr_4l_bdt_sf_coarse_2': [0.12269114333777881, 1.6739940540435574e-05], 'sr_4l_bdt_sf_coarse_3': [0.811660455652754, 0.0001337034257015086], 'sr_4l_bdt_sf_coarse_4': [0.9956084952173802, 0.00016428730585718273], 'sr_4l_bdt_of_7': [0.8106606497976112, 0.0001236146481439287], 'sr_4l_bdt_of_8': [0.5123898674080178, 8.430731621553594e-05], 'sr_4l_bdt_of_coarse_3': [1.8619234828307287, 0.000301617530535307], 'sr_4l_bdt_of_coarse_4': [1.0167635030674753, 0.00016177120919671345], 'sr_4l_bdt_sf_wwz': [0.16964392683454124, 2.3211384507607122e-05], 'sr_4l_bdt_sf_zh': [1.8072689508701318, 0.0002979907315586913], 'sr_4l_bdt_of_zh': [2.8786869858982054, 0.0004633887397320201], 'sr_4l_bdt_sf_presel': [3.2355416989607675, 0.0005210717132846956], 'sr_4l_bdt_sf_trn': [1.9769128777046734, 0.0003212021160662983], 'sr_4l_bdt_of_presel': [3.1583210700922506, 0.000503414178942483], 'sr_4l_bdt_of_trn': [3.1583210700922506, 0.000503414178942483], 'sr_4l_of_2': [0.5300805418597315, 8.504259554156206e-05], 'sr_4l_of_3': [0.13711603967949018, 2.2102674150363378e-05], 'sr_4l_of_4': [0.06106639076660129, 8.767808224258652e-06], 'cr_4l_sf': [0.028675285352566575, 4.7008414899312585e-06], 'cr_4l_btag_of_2b': [0.06143408509688459, 1.178259520096253e-05], 'sr_4l_bdt_of_1': [0.023150035917429396, 3.318648471410943e-06], 'sr_4l_bdt_of_2': [0.08239049128053598, 1.1931202262753832e-05], 'sr_4l_bdt_of_3': [0.09667925831861497, 1.3932646868340588e-05], 'sr_4l_bdt_of_4': [0.07741429867746329, 1.0842941607957603e-05], 'sr_4l_bdt_of_5': [0.17129744304245567, 2.9932410717476404e-05], 'sr_4l_bdt_of_6': [1.384339025650118, 0.00022553436465507968], 'sr_4l_bdt_of_coarse_1': [0.07421685901598388, 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'sr_4l_bdt_of_5': [0.1828221762271122, 3.046858327392222e-05], 'sr_4l_bdt_of_6': [1.6004317679667275, 0.00023537041595679369], 'sr_4l_bdt_of_7': [1.0263846003902015, 0.00013485430861724873], 'sr_4l_bdt_of_8': [0.6670600901324897, 9.103803191266507e-05], 'sr_4l_bdt_sf_coarse_1': [0.7081506414952442, 3.696218675236191e-05], 'sr_4l_bdt_sf_coarse_2': [1.2964701402963819, 6.849187286869413e-05], 'sr_4l_bdt_sf_coarse_3': [0.9529285837656063, 0.00014007101076371592], 'sr_4l_bdt_sf_coarse_4': [1.2194877003627222, 0.00017421322132781883], 'sr_4l_bdt_of_coarse_1': [1.4676268278634519, 7.436176854349309e-05], 'sr_4l_bdt_of_coarse_2': [1.840787109780132, 0.00010068353876610486], 'sr_4l_bdt_of_coarse_3': [2.164124874018085, 0.0003152294877809182], 'sr_4l_bdt_of_coarse_4': [1.3125737606984473, 0.00017650185197971125], 'cr_4l_btag_of': [1.2714996953547988, 0.0001374298023395047], 'cr_4l_btag_sf_offZ_met80': [0.5691777175433996, 5.3315957975267106e-05], 'cr_4l_sf': [0.44567069436209344, 2.3284233102057797e-05], 'sr_sf_all_cutbased': [3.2169543798046467, 0.000281879861200595], 'sr_of_all_cutbased': [5.064832976833028, 0.00044963354526507057], 'sr_all_cutbased': [8.281787356637675, 0.0007315134064656655], 'sr_sf_all_bdt': [4.177037065919954, 0.0004197382917125908], 'sr_of_all_bdt': [6.785112572360115, 0.0006667766470702276], 'sr_all_bdt': [10.962149638280069, 0.0010865149387828184], 'sr_sf_all_bdtCoarse': [4.177037065919955, 0.00041973829171259084], 'sr_of_all_bdtCoarse': [6.7851125723601164, 0.0006667766470702275], 'sr_all_bdtCoarse': [10.96214963828007, 0.0010865149387828182]}, 'Bkg': {'sr_4l_sf_A': [1.7227373481707784, 0.02971344347714125], 'sr_4l_sf_B': [4.211480379526908, 0.08585178526702852], 'sr_4l_sf_C': [2.411326647516609, 0.021825681779965248], 'sr_4l_of_1': [0.7219739826576583, 0.004486860268302776], 'sr_4l_of_2': [0.6825482018507466, 0.0050648814122311765], 'sr_4l_of_3': [0.9127702862614162, 0.005597290279515212], 'sr_4l_of_4': [1.9383348782892373, 0.010931786784173407], 'sr_4l_bdt_sf_1': [1.6784457662346082, 0.026546935266894327], 'sr_4l_bdt_sf_2': [0.7549020453550891, 0.0015692828063796193], 'sr_4l_bdt_sf_3': [1.2164240610033066, 0.0020450524089857297], 'sr_4l_bdt_sf_4': [24.352756802761128, 0.037013739373961324], 'sr_4l_bdt_sf_5': [0.30232368895361394, 0.005108187123552928], 'sr_4l_bdt_sf_6': [2.102064126574655, 0.06458134235663221], 'sr_4l_bdt_sf_7': [1.691096528112853, 0.004218029852698828], 'sr_4l_bdt_sf_8': [24.306869380402258, 0.06074778335693025], 'sr_4l_bdt_of_1': [0.20717785559061266, 0.0010372969043151768], 'sr_4l_bdt_of_2': [0.9622747337831103, 0.0045977038551817655], 'sr_4l_bdt_of_3': [1.4144579059210594, 0.00940371798247727], 'sr_4l_bdt_of_4': [1.9574754774565613, 0.013297886575132561], 'sr_4l_bdt_of_5': [0.006623997290532014, 3.806611159973626e-06], 'sr_4l_bdt_of_6': [0.35322849626351016, 0.0026152785161772706], 'sr_4l_bdt_of_7': [1.0329458867285684, 0.005420101224670685], 'sr_4l_bdt_of_8': [7.683673642440958, 0.04506750714815673], 'sr_4l_bdt_sf_coarse_1': [0.4813898965984612, 0.0028099557006710874], 'sr_4l_bdt_sf_coarse_2': [27.521138778755656, 0.06436505415554991], 'sr_4l_bdt_sf_coarse_3': [0.8580039709176293, 0.01544485840286951], 'sr_4l_bdt_sf_coarse_4': [27.544349753125758, 0.11921048428694467], 'sr_4l_bdt_of_coarse_1': [0.7402021638912861, 0.004062154181231295], 'sr_4l_bdt_of_coarse_2': [3.801183808860058, 0.024274451135875483], 'sr_4l_bdt_of_coarse_3': [0.5629651977588023, 0.0036651125178887955], 'sr_4l_bdt_of_coarse_4': [8.513506824964765, 0.04944158098227586], 'cr_4l_btag_of': [24.439309083778113, 0.2829812344159767], 'cr_4l_btag_sf_offZ_met80': [12.21214006914093, 0.10612198750601723], 'cr_4l_sf': [805.5757267187875, 0.8628096746939103], 'sr_sf_all_cutbased': [8.345544375214295, 0.13739091052413502], 'sr_of_all_cutbased': [4.255627349059059, 0.02608081874422257], 'sr_all_cutbased': [12.601171724273355, 0.16347172926835762], 'sr_sf_all_bdt': [56.40488239939751, 0.2018303525460352], 'sr_of_all_bdt': [13.617857995474912, 0.08144329881727143], 'sr_all_bdt': [70.02274039487243, 0.2832736513633066], 'sr_sf_all_bdtCoarse': [56.40488239939751, 0.20183035254603518], 'sr_of_all_bdtCoarse': [13.61785799547491, 0.08144329881727143], 'sr_all_bdtCoarse': [70.02274039487241, 0.2832736513633066]}, 'Zmetric': {'sr_4l_sf_A': [0.8786949352119061, None], 'sr_4l_sf_B': [0.6520322269720733, None], 'sr_4l_sf_C': [0.3321639717175147, None], 'sr_4l_of_1': [1.3948530036092885, None], 'sr_4l_of_2': [0.866412104374458, None], 'sr_4l_of_3': [0.6866006450809146, None], 'sr_4l_of_4': [1.2723177669956298, None], 'sr_4l_bdt_sf_1': [0.905327617105871, None], 'sr_4l_bdt_sf_2': [0.21798087643540567, None], 'sr_4l_bdt_sf_3': [0.16212413848202775, None], 'sr_4l_bdt_sf_4': [0.06502420705609774, None], 'sr_4l_bdt_sf_5': [0.8251707849059559, None], 'sr_4l_bdt_sf_6': [0.5555139873162557, None], 'sr_4l_bdt_sf_7': [0.18125217903033566, None], 'sr_4l_bdt_sf_8': [0.1049334265114955, None], 'sr_4l_bdt_of_1': [0.9055129516007949, None], 'sr_4l_bdt_of_2': [1.194043893271614, None], 'sr_4l_bdt_of_3': [0.7460328924777745, None], 'sr_4l_bdt_of_4': [0.28282954353384965, None], 'sr_4l_bdt_of_5': [0.9512809739733435, None], 'sr_4l_bdt_of_6': [1.8660122805488926, None], 'sr_4l_bdt_of_7': [0.8882383291123782, None], 'sr_4l_bdt_of_8': [0.23728527495901847, None], 'sr_4l_bdt_sf_coarse_1': [0.8578590860429965, None], 'sr_4l_bdt_sf_coarse_2': [0.24522898837044632, None], 'sr_4l_bdt_sf_coarse_3': [0.8942227757717494, None], 'sr_4l_bdt_sf_coarse_4': [0.23067619724001512, None], 'sr_4l_bdt_of_coarse_1': [1.3749040444998355, None], 'sr_4l_bdt_of_coarse_2': [0.8801649694373526, None], 'sr_4l_bdt_of_coarse_3': [2.06814077024292, None], 'sr_4l_bdt_of_coarse_4': [0.4389773131551973, None], 'cr_4l_btag_of': [0.2550172723085676, None], 'cr_4l_btag_sf_offZ_met80': [0.16163285082331866, None], 'cr_4l_sf': [0.015700766491251517, None], 'sr_sf_all_cutbased': [1.1434962694667485, None], 'sr_of_all_cutbased': [2.1878066144709187, None], 'sr_all_cutbased': [2.4686193510962915, None], 'sr_sf_all_bdt': [1.3896086252384017, None], 'sr_of_all_bdt': [2.848589318513642, None], 'sr_all_bdt': [3.1694594549996973, None], 'sr_sf_all_bdtCoarse': [1.284097094820234, None], 'sr_of_all_bdtCoarse': [2.6711343717627902, None], 'sr_all_bdtCoarse': [2.9637584552284895, None]}} +EWK_REF_2022 = {'WWZ': {'sr_4l_sf_A': [0.4682558020714963, 1.9643004234429547e-05], 'sr_4l_sf_B': [0.39930894538864853, 1.6297932412786846e-05], 'sr_4l_sf_C': [0.12107088203876697, 5.217048358728619e-06], 'sr_4l_of_1': [0.12943654137994218, 5.44096073055016e-06], 'sr_4l_of_2': [0.15307537052086848, 6.173093174286393e-06], 'sr_4l_of_3': [0.3039994278405099, 1.229237550066745e-05], 'sr_4l_of_4': [1.015633081563102, 4.270682821792057e-05], 'all_events': [8.42282186843979, 0.0003758726622829403], '4l_presel': [5.748390629516367, 0.00025083479163059383], 'sr_4l_sf': [0.9886356294989116, 4.115798500594502e-05], 'sr_4l_of': [1.6021444213044205, 6.661325762342453e-05], 'sr_4l_sf_incl': [1.0290190070320935, 4.2904800047077335e-05], 'sr_4l_of_incl': [1.8615499602646823, 7.876253289946894e-05], 'cr_4l_btag_of': [0.356842066423316, 1.8284656326163566e-05], 'cr_4l_btag_sf_offZ_met80': [0.17937110019920657, 9.23375467665322e-06], 'cr_4l_sf': [0.20935099272066096, 8.516893173350021e-06], 'cr_4l_sf_higgs': [0.006097544066088222, 2.3457742944818283e-07], 'cr_4l_btag_of_1b': [0.313508224836424, 1.561726067079366e-05], 'cr_4l_btag_of_2b': [0.043333841586891894, 2.6673956553699036e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.15546464178601935, 7.774164513680062e-06], 'cr_4l_btag_sf_offZ_met80_2b': [0.023906458413187195, 1.4595901629731598e-06], 'sr_4l_bdt_sf_1': [0.6185170879038837, 2.5884657390695453e-05], 'sr_4l_bdt_sf_2': [0.09150003450500968, 3.7480759861389876e-06], 'sr_4l_bdt_sf_3': [0.08799959506609682, 3.5570097780945514e-06], 'sr_4l_bdt_sf_4': [0.1493037924911998, 6.187004005401286e-06], 'sr_4l_bdt_sf_5': [0.037146068110288886, 1.513309429557819e-06], 'sr_4l_bdt_sf_6': [0.07907167910247494, 3.233046009016432e-06], 'sr_4l_bdt_sf_7': [0.02321857465580135, 9.099245590286023e-07], 'sr_4l_bdt_sf_8': [0.04330507230179422, 1.7541715835455284e-06], 'sr_4l_bdt_sf_coarse_1': [0.3365172995938088, 1.427930089458771e-05], 'sr_4l_bdt_sf_coarse_2': [0.6108032103723814, 2.509744626574254e-05], 'sr_4l_bdt_sf_coarse_3': [0.07108734849770389, 2.9075358122586025e-06], 'sr_4l_bdt_sf_coarse_4': [0.11165404567265559, 4.502915768889782e-06], 'sr_4l_bdt_of_2': [0.667047147522292, 2.8127614650975506e-05], 'sr_4l_bdt_of_3': [0.46006835783892003, 1.8841527079262744e-05], 'sr_4l_bdt_of_4': [0.17406135406746095, 7.046496578028319e-06], 'sr_4l_bdt_of_6': [0.10970067812609385, 4.596330558832504e-06], 'sr_4l_bdt_of_7': [0.10766119225428519, 6.1164752502665515e-06], 'sr_4l_bdt_of_8': [0.07817259053449421, 3.0586005824988004e-06], 'sr_4l_bdt_of_coarse_1': [0.7086669142024667, 2.9653970849854603e-05], 'sr_4l_bdt_of_coarse_2': [0.8515803647676417, 3.507861544241213e-05], 'sr_4l_bdt_of_coarse_3': [0.15358930257863512, 6.356069458521445e-06], 'sr_4l_bdt_of_coarse_4': [0.14771337871594126, 7.673877148680793e-06], 'sr_4l_bdt_sf_wwz': [0.9473205099661902, 3.937674716033026e-05], 'sr_4l_bdt_sf_zh': [0.18274139417035923, 7.410451581148382e-06], 'sr_4l_bdt_of_wwz': [1.5602472789701067, 6.473258629226673e-05], 'sr_4l_bdt_of_zh': [0.3013026812945762, 1.4029946607202243e-05], 'sr_4l_bdt_sf_presel': [1.7162925768510016, 7.194658039512419e-05], 'sr_4l_bdt_sf_trn': [1.1300619041365487, 4.6787198741478594e-05], 'sr_4l_bdt_of_presel': [1.8615499602646823, 7.876253289946894e-05], 'sr_4l_bdt_of_trn': [1.8615499602646823, 7.876253289946894e-05], 'sr_4l_bdt_of_1': [0.2590704195414357, 1.0716947984000151e-05], 'sr_4l_bdt_of_5': [0.005768220379703158, 2.5854021560438593e-07], 'sr_sf_all_cutbased': [0.9886356294989118, 4.115798500594501e-05], 'sr_of_all_cutbased': [1.6021444213044225, 6.661325762342458e-05], 'sr_all_cutbased': [2.5907800508033345, 0.00010777124262936958], 'sr_sf_all_bdt': [1.1300619041365494, 4.678719874147866e-05], 'sr_of_all_bdt': [1.8615499602646852, 7.876253289946895e-05], 'sr_all_bdt': [2.9916118644012344, 0.00012554973164094764], 'sr_sf_all_bdtCoarse': [1.1300619041365496, 4.6787198741478635e-05], 'sr_of_all_bdtCoarse': [1.8615499602646848, 7.876253289946897e-05], 'sr_all_bdtCoarse': [2.9916118644012344, 0.00012554973164094762]}, 'ZH': {'sr_4l_sf_A': [0.20444097655133497, 3.033362886645041e-05], 'sr_4l_sf_B': [0.3375752507102719, 5.3005124874689004e-05], 'sr_4l_sf_C': [0.15688202705446452, 2.6856615659738083e-05], 'sr_4l_of_1': [0.6701750510508275, 0.00010915947658077025], 'sr_4l_of_2': [0.2890109079160808, 4.750347837784367e-05], 'sr_4l_of_3': [0.0766221648234073, 1.3223908034101703e-05], 'sr_4l_of_4': [0.032627295344061454, 4.725286539105191e-06], 'all_events': [7.475647930835473, 0.0013029469405412535], '4l_presel': [5.040473884877211, 0.0008503213933804088], 'sr_4l_sf': [0.6988982543160716, 0.00011019536940087752], 'sr_4l_of': [1.0684354191343768, 0.00017461214953182086], 'sr_4l_sf_incl': [0.7566839847868404, 0.00012016756255895275], 'sr_4l_of_incl': [1.7234877773772073, 0.0002814425810993466], 'cr_4l_btag_of': [0.26249392637629354, 4.837480713438398e-05], 'cr_4l_btag_sf_offZ_met80': [0.09672591252102201, 1.634577249555608e-05], 'cr_4l_sf': [0.014829747220561011, 2.5413382549953164e-06], 'cr_4l_sf_higgs': [0.034275094005967954, 6.123487939060561e-06], 'cr_4l_btag_of_1b': [0.23347299025873827, 4.3004354399938416e-05], 'cr_4l_btag_of_2b': [0.029020936117555237, 5.370452734445565e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.08385012853057218, 1.3702732627915374e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.012875783990449847, 2.643039867640711e-06], 'sr_4l_bdt_sf_1': [0.05903275084279361, 8.991402381721871e-06], 'sr_4l_bdt_sf_2': [0.010578760498591556, 1.8308581380902275e-06], 'sr_4l_bdt_sf_3': [0.009993496008329342, 1.4457766274526123e-06], 'sr_4l_bdt_sf_4': [0.01517810095968981, 2.08637595825225e-06], 'sr_4l_bdt_sf_5': [0.2596756549266743, 4.448393543216572e-05], 'sr_4l_bdt_sf_6': [0.38232385525461765, 6.416492376648735e-05], 'sr_4l_bdt_sf_7': [0.11078000652772492, 1.8746413057393997e-05], 'sr_4l_bdt_sf_8': [0.23680599227990867, 4.0595122621533567e-05], 'sr_4l_bdt_sf_coarse_1': [0.025220630708468667, 3.7436665807550686e-06], 'sr_4l_bdt_sf_coarse_2': [0.06956247760093565, 1.0610746524761896e-05], 'sr_4l_bdt_sf_coarse_3': [0.43740034556988194, 7.44186520209e-05], 'sr_4l_bdt_sf_coarse_4': [0.552185163419044, 9.357174285668081e-05], 'sr_4l_bdt_of_2': [0.043841051996291985, 6.592595434261517e-06], 'sr_4l_bdt_of_3': [0.05480811597453603, 9.052383946652126e-06], 'sr_4l_bdt_of_4': [0.041448031242030045, 6.242506751000892e-06], 'sr_4l_bdt_of_6': [0.75849038892756, 0.000125841003134919], 'sr_4l_bdt_of_7': [0.442368580623827, 6.910572115199628e-05], 'sr_4l_bdt_of_8': [0.2793923517912343, 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'sr_4l_of_4': [1.0482603769071634, 4.7432114757025764e-05], 'sr_4l_bdt_sf_1': [0.6775498387466773, 3.4876059772417325e-05], 'sr_4l_bdt_sf_2': [0.10207879500360123, 5.578934124229215e-06], 'sr_4l_bdt_sf_3': [0.09799309107442616, 5.002786405547163e-06], 'sr_4l_bdt_sf_4': [0.1644818934508896, 8.273379963653536e-06], 'sr_4l_bdt_sf_5': [0.2968217230369632, 4.599724486172354e-05], 'sr_4l_bdt_sf_6': [0.4613955343570926, 6.739796977550379e-05], 'sr_4l_bdt_sf_7': [0.13399858118352626, 1.9656337616422598e-05], 'sr_4l_bdt_sf_8': [0.2801110645817029, 4.234929420507909e-05], 'sr_4l_bdt_of_1': [0.27295948483017146, 1.2919939910632387e-05], 'sr_4l_bdt_of_2': [0.710888199518584, 3.472021008523702e-05], 'sr_4l_bdt_of_3': [0.514876473813456, 2.789391102591487e-05], 'sr_4l_bdt_of_4': [0.215509385309491, 1.3289003329029212e-05], 'sr_4l_bdt_of_5': [0.0950184119126922, 1.587499132274161e-05], 'sr_4l_bdt_of_6': [0.8681910670536539, 0.0001304373336937515], 'sr_4l_bdt_of_7': [0.5500297728781122, 7.522219640226284e-05], 'sr_4l_bdt_of_8': [0.3575649423257285, 4.984752822924605e-05], 'sr_4l_bdt_sf_coarse_1': [0.3617379303022775, 1.8022967475342777e-05], 'sr_4l_bdt_sf_coarse_2': [0.6803656879733171, 3.570819279050444e-05], 'sr_4l_bdt_sf_coarse_3': [0.5084876940675859, 7.732618783315861e-05], 'sr_4l_bdt_sf_coarse_4': [0.6638392090916996, 9.807465862557058e-05], 'sr_4l_bdt_of_coarse_1': [0.7494380939443289, 3.580155394945255e-05], 'sr_4l_bdt_of_coarse_2': [0.9647954495273734, 5.302151040136095e-05], 'sr_4l_bdt_of_coarse_3': [1.1724609745669632, 0.00017463466330504583], 'sr_4l_bdt_of_coarse_4': [0.6983432196032248, 9.674738634295612e-05], 'cr_4l_btag_of': [0.6193359927996096, 6.665946346054755e-05], 'cr_4l_btag_sf_offZ_met80': [0.2760970127202286, 2.55795271722093e-05], 'cr_4l_sf': [0.22418073994122198, 1.1058231428345337e-05], 'sr_sf_all_cutbased': [1.6875338838149834, 0.0001513533544068225], 'sr_of_all_cutbased': [2.6705798404387995, 0.00024122540715524539], 'sr_all_cutbased': [4.358113724253783, 0.00039257876156206784], 'sr_sf_all_bdt': [2.2144305214348794, 0.00022913200672457625], 'sr_of_all_bdt': [3.585037737641889, 0.0003602051139988155], 'sr_all_bdt': [5.799468259076768, 0.0005893371207233917], 'sr_sf_all_bdtCoarse': [2.2144305214348803, 0.0002291320067245764], 'sr_of_all_bdtCoarse': [3.5850377376418905, 0.00036020511399881543], 'sr_all_bdtCoarse': [5.799468259076771, 0.0005893371207233918]}, 'Bkg': {'sr_4l_sf_A': [0.7810649371583632, 0.0068870860781361076], 'sr_4l_sf_B': [2.3247342993593745, 0.05788466969828515], 'sr_4l_sf_C': [1.1878623187749122, 0.005023148604620469], 'sr_4l_of_1': [0.3408220855381106, 0.001963908646473197], 'sr_4l_of_2': [0.32712304445143714, 0.0010971159915114826], 'sr_4l_of_3': [0.45486015917906886, 0.0022022590196732234], 'sr_4l_of_4': [1.0628077101606388, 0.00576735282103369], 'sr_4l_bdt_sf_1': [0.8289455415606045, 0.00873595953564227], 'sr_4l_bdt_sf_2': [0.40753828081548144, 0.0007256184898972863], 'sr_4l_bdt_sf_3': [0.6974612144374788, 0.000994642947242629], 'sr_4l_bdt_sf_4': [12.923913478299886, 0.015758504452540206], 'sr_4l_bdt_sf_5': [0.12993160919170088, 0.0007562881297418557], 'sr_4l_bdt_sf_6': [0.9720066106322376, 0.03625469184507582], 'sr_4l_bdt_sf_7': [0.8659755620861873, 0.0029510077814535506], 'sr_4l_bdt_sf_8': [12.915232810352407, 0.040975989469508575], 'sr_4l_bdt_of_1': [0.07537945358999427, 0.00016212715229873724], 'sr_4l_bdt_of_2': [0.4927748503042655, 0.0018403563004701637], 'sr_4l_bdt_of_3': [0.8417442378745952, 0.005357476349902958], 'sr_4l_bdt_of_4': [0.9571674915160039, 0.006418192520023375], 'sr_4l_bdt_of_5': [0.0028883077776976165, 1.2282212149987158e-06], 'sr_4l_bdt_of_6': [0.19395104613173286, 0.0011595132989653816], 'sr_4l_bdt_of_7': [0.40609320171174196, 0.0011153385541193036], 'sr_4l_bdt_of_8': [3.6820703716749215, 0.03409828877709368], 'sr_4l_bdt_sf_coarse_1': [0.22594630599846469, 0.0010064688510117517], 'sr_4l_bdt_sf_coarse_2': [14.631912209114983, 0.02520825657431064], 'sr_4l_bdt_sf_coarse_3': [0.3837911582486222, 0.0030865252661219198], 'sr_4l_bdt_sf_coarse_4': [14.499355434013909, 0.07785145195965787], 'sr_4l_bdt_of_coarse_1': [0.33169866253182123, 0.0013193775695695576], 'sr_4l_bdt_of_coarse_2': [2.035367370753038, 0.012458774753125675], 'sr_4l_bdt_of_coarse_3': [0.2659636433690051, 0.0013025480438250343], 'sr_4l_bdt_of_coarse_4': [4.019039283927089, 0.03507182080756833], 'cr_4l_btag_of': [12.140859704581791, 0.15499150830012937], 'cr_4l_btag_sf_offZ_met80': [6.186938320006732, 0.03640639364360222], 'cr_4l_sf': [413.65389694555404, 0.36211745278611496], 'sr_sf_all_cutbased': [4.293661555292649, 0.06979490438104173], 'sr_of_all_cutbased': [2.1856129993292557, 0.011030636478691593], 'sr_all_cutbased': [6.479274554621906, 0.08082554085973331], 'sr_sf_all_bdt': [29.741005107375983, 0.10715270265110219], 'sr_of_all_bdt': [6.652068960580952, 0.050152521174088596], 'sr_all_bdt': [36.39307406795693, 0.15730522382519077], 'sr_sf_all_bdtCoarse': [29.741005107375976, 0.10715270265110217], 'sr_of_all_bdtCoarse': [6.652068960580953, 0.050152521174088596], 'sr_all_bdtCoarse': [36.39307406795693, 0.15730522382519077]}, 'Zmetric': {'sr_4l_sf_A': [0.678903269554625, None], 'sr_4l_sf_B': [0.46064203975446205, None], 'sr_4l_sf_C': [0.24594261046717386, None], 'sr_4l_of_1': [1.0749957733820081, None], 'sr_4l_of_2': [0.656670799986509, None], 'sr_4l_of_3': [0.5047113038362856, None], 'sr_4l_of_4': [0.8950118166709773, None], 'sr_4l_bdt_sf_1': [0.6669492666134906, None], 'sr_4l_bdt_sf_2': [0.15383907777648265, None], 'sr_4l_bdt_sf_3': [0.11473884979936778, None], 'sr_4l_bdt_sf_4': [0.04565661944856014, None], 'sr_4l_bdt_sf_5': [0.649110870385481, None], 'sr_4l_bdt_sf_6': [0.4368067975331468, None], 'sr_4l_bdt_sf_7': [0.1405021835512225, None], 'sr_4l_bdt_sf_8': [0.07766413490381194, None], 'sr_4l_bdt_of_1': [0.7214186794426432, None], 'sr_4l_bdt_of_2': [0.853311186309597, None], 'sr_4l_bdt_of_3': [0.5149871873673367, None], 'sr_4l_bdt_of_4': [0.21270335542236035, None], 'sr_4l_bdt_of_5': [0.7070228858025783, None], 'sr_4l_bdt_of_6': [1.3696093727465362, None], 'sr_4l_bdt_of_7': [0.7330784497074053, None], 'sr_4l_bdt_of_8': [0.183441130912247, None], 'sr_4l_bdt_sf_coarse_1': [0.6324950069206052, None], 'sr_4l_bdt_sf_coarse_2': [0.17651317596943153, None], 'sr_4l_bdt_sf_coarse_3': [0.6990139685879736, None], 'sr_4l_bdt_sf_coarse_4': [0.1730310392465787, None], 'sr_4l_bdt_of_coarse_1': [1.0275891673133695, None], 'sr_4l_bdt_of_coarse_2': [0.6312502177532269, None], 'sr_4l_bdt_of_coarse_3': [1.5846257955752265, None], 'sr_4l_bdt_of_coarse_4': [0.3389227022932383, None], 'cr_4l_btag_of': [0.17626674642921966, None], 'cr_4l_btag_sf_offZ_met80': [0.11018961718429497, None], 'cr_4l_sf': [0.011021495243408725, None], 'sr_sf_all_cutbased': [0.8564978142672164, None], 'sr_of_all_cutbased': [1.625611301801544, None], 'sr_all_cutbased': [1.8374440427913523, None], 'sr_sf_all_bdt': [1.0590821490785893, None], 'sr_of_all_bdt': [2.122688217612246, None], 'sr_all_bdt': [2.3722268583941917, None], 'sr_sf_all_bdtCoarse': [0.9745599539762403, None], 'sr_of_all_bdtCoarse': [2.0199811494975517, None], 'sr_all_bdtCoarse': [2.242786425012338, None]}} +EWK_REF_2023 = {'WWZ': {'sr_4l_sf_A': [0.4342583143877373, 2.0942999845731955e-05], 'sr_4l_sf_B': [0.37958127075449033, 1.824830938903704e-05], 'sr_4l_sf_C': [0.11761741642687977, 5.742143204392712e-06], 'sr_4l_of_1': [0.13073397155888383, 6.3152659845529395e-06], 'sr_4l_of_2': [0.14907055240155168, 7.096872812911352e-06], 'sr_4l_of_3': [0.2894424706701968, 1.3770187990702151e-05], 'sr_4l_of_4': [0.9477344468208838, 4.5499485908831874e-05], 'all_events': [7.352029079243215, 0.00037472344645026845], '4l_presel': [5.133037356853411, 0.00025940880728515467], 'sr_4l_sf': [0.9314570015691068, 4.4933452439161695e-05], 'sr_4l_of': [1.5169814414515153, 7.268181269699837e-05], 'sr_4l_sf_incl': [0.9680000937414058, 4.666708588918112e-05], 'sr_4l_of_incl': [1.7652415420031804, 8.459993522827508e-05], 'cr_4l_btag_of': [0.3969943347030239, 2.446852734165628e-05], 'cr_4l_btag_sf_offZ_met80': [0.19738303070693483, 1.223367743840557e-05], 'cr_4l_sf': [0.20764441628886585, 1.0066498438776516e-05], 'cr_4l_sf_higgs': [0.006685777080529842, 3.339950857188045e-07], 'cr_4l_btag_of_1b': [0.3448341568356238, 2.0392553363306936e-05], 'cr_4l_btag_of_2b': [0.052160177867399994, 4.075973978349347e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.16917894190609015, 1.0127948849400648e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.028204088800844646, 2.105728589004923e-06], 'sr_4l_bdt_sf_1': [0.5806253654080499, 2.8493423528560208e-05], 'sr_4l_bdt_sf_2': [0.08749425884736232, 4.13757793352984e-06], 'sr_4l_bdt_sf_3': [0.07849582704392023, 3.6737695665581894e-06], 'sr_4l_bdt_sf_4': [0.14104089369156253, 6.561156924470437e-06], 'sr_4l_bdt_sf_5': [0.03697968323327315, 1.8356689157910285e-06], 'sr_4l_bdt_sf_6': [0.07693146168974006, 3.729437156453623e-06], 'sr_4l_bdt_sf_7': [0.02511413906308256, 1.2275832958530058e-06], 'sr_4l_bdt_sf_8': [0.04338065510173926, 2.090359583597405e-06], 'sr_4l_bdt_sf_coarse_1': [0.32468055840467297, 1.621144189060266e-05], 'sr_4l_bdt_sf_coarse_2': [0.5629757865862218, 2.6654486062516014e-05], 'sr_4l_bdt_sf_coarse_3': [0.07018077961514838, 3.4600492499487287e-06], 'sr_4l_bdt_sf_coarse_4': [0.11222515947268659, 5.422999701746333e-06], 'sr_4l_bdt_of_1': [0.2511712452815297, 1.2582012823870176e-05], 'sr_4l_bdt_of_2': [0.6409176482279195, 3.120612913170189e-05], 'sr_4l_bdt_of_3': [0.41909426246039144, 1.9386901164714805e-05], 'sr_4l_bdt_of_4': [0.15734941850959128, 7.1122386865813325e-06], 'sr_4l_bdt_of_5': [0.0057565128049533645, 2.7763234084142966e-07], 'sr_4l_bdt_of_6': [0.10639206419051567, 5.239720742881501e-06], 'sr_4l_bdt_of_7': [0.10806275833830513, 5.123185223053476e-06], 'sr_4l_bdt_of_8': [0.07649763218997761, 3.6721151146303432e-06], 'sr_4l_bdt_of_coarse_1': [0.6847430546450012, 3.390185387128946e-05], 'sr_4l_bdt_of_coarse_2': [0.7837895198344308, 3.6385427935578776e-05], 'sr_4l_bdt_of_coarse_3': [0.14861208860872108, 7.255887787089747e-06], 'sr_4l_bdt_of_coarse_4': [0.14809687891503062, 7.056765634317005e-06], 'sr_4l_bdt_sf_wwz': [0.8876563449908947, 4.286592795311867e-05], 'sr_4l_bdt_sf_zh': [0.182405939087835, 8.883048951695068e-06], 'sr_4l_bdt_of_wwz': [1.4685325744794306, 7.028728180686829e-05], 'sr_4l_bdt_of_zh': [0.296708967523752, 1.4312653421406747e-05], 'sr_4l_bdt_sf_presel': [1.6309698411430058, 7.898936811831388e-05], 'sr_4l_bdt_sf_trn': [1.0700622840787293, 5.1748976904813716e-05], 'sr_4l_bdt_of_presel': [1.7652415420031804, 8.459993522827508e-05], 'sr_4l_bdt_of_trn': [1.7652415420031804, 8.459993522827508e-05], 'sr_sf_all_cutbased': [0.9314570015691074, 4.493345243916171e-05], 'sr_of_all_cutbased': [1.5169814414515161, 7.268181269699833e-05], 'sr_all_cutbased': [2.4484384430206236, 0.00011761526513616002], 'sr_sf_all_bdt': [1.07006228407873, 5.174897690481373e-05], 'sr_of_all_bdt': [1.7652415420031833, 8.459993522827494e-05], 'sr_all_bdt': [2.8353038260819132, 0.0001363489121330887], 'sr_sf_all_bdtCoarse': [1.0700622840787297, 5.1748976904813737e-05], 'sr_of_all_bdtCoarse': [1.7652415420031835, 8.4599935228275e-05], 'sr_all_bdtCoarse': [2.8353038260819137, 0.00013634891213308873]}, 'ZH': {'sr_4l_sf_A': [0.19142286972159323, 3.262255744035714e-05], 'sr_4l_sf_B': [0.3356610852075937, 6.257838066782129e-05], 'sr_4l_sf_C': [0.16455792565497934, 3.3937875689168765e-05], 'sr_4l_of_1': [0.6502151559689966, 0.00012962597299268712], 'sr_4l_of_2': [0.2843461552722724, 5.6861013412850654e-05], 'sr_4l_of_3': [0.07144637929814235, 1.388576099309417e-05], 'sr_4l_of_4': [0.03262210551276886, 5.9788462457570156e-06], 'all_events': [6.614256802318091, 0.0013539204671991125], '4l_presel': [4.597437121252999, 0.0009298271008285983], 'sr_4l_sf': [0.6916418805841662, 0.00012913881379734721], 'sr_4l_of': [1.0386297960521815, 0.00020635159364438895], 'sr_4l_sf_incl': [0.7334458052799319, 0.00013679767980241938], 'sr_4l_of_incl': [1.693553036189423, 0.0003363209802812041], 'cr_4l_btag_of': [0.29075447902868773, 6.712375781316083e-05], 'cr_4l_btag_sf_offZ_met80': [0.10592585331587014, 2.2212024420295725e-05], 'cr_4l_sf': [0.016207477595964633, 3.2270391833812433e-06], 'cr_4l_sf_higgs': [0.03669881731629359, 8.09147079804942e-06], 'cr_4l_btag_of_1b': [0.25447133284847484, 5.81952204002968e-05], 'cr_4l_btag_of_2b': [0.03628314618021289, 8.928537412864044e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.09237222999810815, 1.8983980734868785e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.013553623317761984, 3.2280436854269336e-06], 'sr_4l_bdt_sf_1': [0.05112154537127493, 8.346229106575441e-06], 'sr_4l_bdt_sf_2': [0.008593472233457865, 1.2649066094952143e-06], 'sr_4l_bdt_sf_3': [0.007515322543938801, 9.957497184703487e-07], 'sr_4l_bdt_sf_4': [0.018028944074704605, 3.278039593395883e-06], 'sr_4l_bdt_sf_5': [0.2618050482953112, 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[0.7065836549973039, None], 'sr_of_all_cutbased': [1.1999468646347673, None], 'sr_all_cutbased': [1.392527536336771, None], 'sr_sf_all_bdt': [0.8042421825923735, None], 'sr_of_all_bdt': [1.384272151428034, None], 'sr_all_bdt': [1.6009418719866573, None], 'sr_sf_all_bdtCoarse': [0.7248737829928513, None], 'sr_of_all_bdtCoarse': [1.328973863826939, None], 'sr_all_bdtCoarse': [1.5138076271460226, None]}, 'Sig': {'sr_4l_sf_A': [0.6256811841093306, 5.3565557286089095e-05], 'sr_4l_sf_B': [0.715242355962084, 8.082669005685832e-05], 'sr_4l_sf_C': [0.2821753420818591, 3.968001889356148e-05], 'sr_4l_of_1': [0.7809491275278804, 0.00013594123897724006], 'sr_4l_of_2': [0.4334167076738241, 6.3957886225762e-05], 'sr_4l_of_3': [0.36088884996833914, 2.7655948983796322e-05], 'sr_4l_of_4': [0.9803565523336527, 5.147833215458889e-05], 'sr_4l_bdt_sf_1': [0.6317469107793248, 3.683965263513565e-05], 'sr_4l_bdt_sf_2': [0.0960877310808202, 5.402484543025054e-06], 'sr_4l_bdt_sf_3': [0.08601114958785903, 4.6695192850285386e-06], 'sr_4l_bdt_sf_4': [0.15906983776626712, 9.83919651786632e-06], 'sr_4l_bdt_sf_5': [0.29878473152858437, 5.488938553117702e-05], 'sr_4l_bdt_sf_6': [0.4533318189244404, 8.151690081956714e-05], 'sr_4l_bdt_sf_7': [0.1242922548802586, 2.0985518137733985e-05], 'sr_4l_bdt_sf_8': [0.2776378864861288, 4.954596032682274e-05], 'sr_4l_bdt_of_1': [0.2617922313264162, 1.441589197620742e-05], 'sr_4l_bdt_of_2': [0.6849551549103596, 3.917116156851215e-05], 'sr_4l_bdt_of_3': [0.4670356974775159, 2.731209664237646e-05], 'sr_4l_bdt_of_4': [0.19854954087187987, 1.4100443872011853e-05], 'sr_4l_bdt_of_5': [0.10286344570935181, 2.1465992635833968e-05], 'sr_4l_bdt_of_6': [0.8497138568454574, 0.00015643390580991217], 'sr_4l_bdt_of_7': [0.539146717961909, 8.74579224920323e-05], 'sr_4l_bdt_of_8': [0.3547379330897174, 6.0563500512593044e-05], 'sr_4l_bdt_sf_coarse_1': [0.34938184700948177, 2.0343509959454484e-05], 'sr_4l_bdt_sf_coarse_2': [0.6235337822047893, 3.640734302160107e-05], 'sr_4l_bdt_sf_coarse_3': [0.5104040685043107, 9.304723544127824e-05], 'sr_4l_bdt_sf_coarse_4': [0.6436426233151012, 0.00011389052937402261], 'sr_4l_bdt_of_coarse_1': [0.7230289215768841, 4.0935645879049435e-05], 'sr_4l_bdt_of_coarse_2': [0.8893037030092875, 5.4063948180058477e-05], 'sr_4l_bdt_of_coarse_3': [1.1484501278764176, 0.00020937875110955463], 'sr_4l_bdt_of_coarse_4': [0.6980118257300195, 0.0001165425703408167], 'cr_4l_btag_of': [0.6877488137317116, 9.159228515481712e-05], 'cr_4l_btag_sf_offZ_met80': [0.303308884022805, 3.44457018587013e-05], 'cr_4l_sf': [0.22385189388483048, 1.329353762215776e-05], 'sr_sf_all_cutbased': [1.6230988821532737, 0.0001740722662365089], 'sr_of_all_cutbased': [2.5556112375036966, 0.0002790334063413873], 'sr_all_cutbased': [4.17871011965697, 0.00045310567257789613], 'sr_sf_all_bdt': [2.126962321033683, 0.0002636886177963565], 'sr_of_all_bdt': [3.4587945781926077, 0.00042092091550947935], 'sr_all_bdt': [5.585756899226291, 0.0006846095333058359], 'sr_sf_all_bdtCoarse': [2.126962321033683, 0.00026368861779635643], 'sr_of_all_bdtCoarse': [3.4587945781926086, 0.00042092091550947924], 'sr_all_bdtCoarse': [5.5857568992262925, 0.0006846095333058358]}, 'Bkg': {'sr_4l_sf_A': [0.9416724110124156, 0.02282635739900514], 'sr_4l_sf_B': [1.8867460801675333, 0.027967115568743352], 'sr_4l_sf_C': [1.2234643287416969, 0.016802533175344785], 'sr_4l_of_1': [0.38115189711954767, 0.00252295162182958], 'sr_4l_of_2': [0.3554251573993096, 0.003967765420719695], 'sr_4l_of_3': [0.45791012708234735, 0.0033950312598419897], 'sr_4l_of_4': [0.8755271681285983, 0.005164433963139717], 'sr_4l_bdt_sf_1': [0.8495002246740034, 0.01781097573125207], 'sr_4l_bdt_sf_2': [0.34736376453960743, 0.0008436643164823329], 'sr_4l_bdt_sf_3': [0.5189628465658283, 0.0010504094617431005], 'sr_4l_bdt_sf_4': [11.428843324461235, 0.02125523492142111], 'sr_4l_bdt_sf_5': [0.172392079761913, 0.004351898993811071], 'sr_4l_bdt_sf_6': [1.130057515942418, 0.028326650511556386], 'sr_4l_bdt_sf_7': [0.8251209660266654, 0.0012670220712452775], 'sr_4l_bdt_sf_8': [11.391636570049856, 0.019771793887421688], 'sr_4l_bdt_of_1': [0.1317984020006184, 0.0008751697520164393], 'sr_4l_bdt_of_2': [0.46949988347884475, 0.0027573475547116007], 'sr_4l_bdt_of_3': [0.5727136680464646, 0.004046241632574315], 'sr_4l_bdt_of_4': [1.000307985940557, 0.00687969405510919], 'sr_4l_bdt_of_5': [0.0037356895128343973, 2.5783899449749105e-06], 'sr_4l_bdt_of_6': [0.1592774501317773, 0.0014557652172118886], 'sr_4l_bdt_of_7': [0.6268526850168264, 0.004304762670551381], 'sr_4l_bdt_of_8': [4.001603270766036, 0.010969218371063034], 'sr_4l_bdt_sf_coarse_1': [0.2554435905999966, 0.0018034868496593353], 'sr_4l_bdt_sf_coarse_2': [12.889226569640678, 0.03915679758123928], 'sr_4l_bdt_sf_coarse_3': [0.47421281266900694, 0.012358333136747592], 'sr_4l_bdt_sf_coarse_4': [13.044994319111854, 0.04135903232728683], 'sr_4l_bdt_of_coarse_1': [0.4085035013594649, 0.002742776611661737], 'sr_4l_bdt_of_coarse_2': [1.7658164381070198, 0.011815676382749808], 'sr_4l_bdt_of_coarse_3': [0.2970015543897971, 0.002362564474063761], 'sr_4l_bdt_of_coarse_4': [4.494467541037677, 0.014369760174707518], 'cr_4l_btag_of': [12.298449379196311, 0.12798972611584736], 'cr_4l_btag_sf_offZ_met80': [6.025201749134198, 0.069715593862415], 'cr_4l_sf': [391.92182977323324, 0.5006922219077956], 'sr_sf_all_cutbased': [4.051882819921646, 0.06759600614309327], 'sr_of_all_cutbased': [2.070014349729803, 0.015050182265530981], 'sr_all_cutbased': [6.121897169651449, 0.08264618840862425], 'sr_sf_all_bdt': [26.663877292021525, 0.09467764989493303], 'sr_of_all_bdt': [6.965789034893959, 0.031290777643182825], 'sr_all_bdt': [33.62966632691548, 0.12596842753811585], 'sr_sf_all_bdtCoarse': [26.66387729202154, 0.09467764989493303], 'sr_of_all_bdtCoarse': [6.965789034893959, 0.031290777643182825], 'sr_all_bdtCoarse': [33.6296663269155, 0.12596842753811585]}, 'Zmetric': {'sr_4l_sf_A': [0.5879866948992858, None], 'sr_4l_sf_B': [0.49212721697413375, None], 'sr_4l_sf_C': [0.24613878846912582, None], 'sr_4l_of_1': [1.0144415893478662, None], 'sr_4l_of_2': [0.6252813728845313, None], 'sr_4l_of_3': [0.4795185190213082, None], 'sr_4l_of_4': [0.9098906227816701, None], 'sr_4l_bdt_sf_1': [0.6193768718822388, None], 'sr_4l_bdt_sf_2': [0.15627007593558956, None], 'sr_4l_bdt_sf_3': [0.11630595391371991, None], 'sr_4l_bdt_sf_4': [0.04694441169581564, None], 'sr_4l_bdt_sf_5': [0.5915499115164196, None], 'sr_4l_bdt_sf_6': [0.4018559089805557, None], 'sr_4l_bdt_sf_7': [0.1335951771852098, None], 'sr_4l_bdt_sf_8': [0.08192863418182232, None], 'sr_4l_bdt_of_1': [0.5810521951861269, None], 'sr_4l_bdt_of_2': [0.8411017662785624, None], 'sr_4l_bdt_of_3': [0.5532049955004463, None], 'sr_4l_bdt_of_4': [0.19244181568599436, None], 'sr_4l_bdt_of_5': [0.7132538102980758, None], 'sr_4l_bdt_of_6': [1.4233364872931136, None], 'sr_4l_bdt_of_7': [0.6074512429798575, None], 'sr_4l_bdt_of_8': [0.1748056439679945, None], 'sr_4l_bdt_sf_coarse_1': [0.5864134200155054, None], 'sr_4l_bdt_sf_coarse_2': [0.17230586907325154, None], 'sr_4l_bdt_sf_coarse_3': [0.646457267780016, None], 'sr_4l_bdt_sf_coarse_4': [0.17677009111279962, None], 'sr_4l_bdt_of_coarse_1': [0.9271543341216394, None], 'sr_4l_bdt_of_coarse_2': [0.6223472839379339, None], 'sr_4l_bdt_of_coarse_3': [1.5092316511552648, None], 'sr_4l_bdt_of_coarse_4': [0.3212344145998947, None], 'cr_4l_btag_of': [0.1943257257358766, None], 'cr_4l_btag_sf_offZ_met80': [0.12255053646594173, None], 'cr_4l_sf': [0.01130627935287249, None], 'sr_sf_all_cutbased': [0.8052961282996094, None], 'sr_of_all_cutbased': [1.5741370616897987, None], 'sr_all_cutbased': [1.7681655304975645, None], 'sr_sf_all_bdt': [0.9796725680677743, None], 'sr_of_all_bdt': [2.0790178532095793, None], 'sr_all_bdt': [2.2982762180792533, None], 'sr_sf_all_bdtCoarse': [0.9070417167192482, None], 'sr_of_all_bdtCoarse': [1.9047054961535779, None], 'sr_all_bdtCoarse': [2.1096510855936934, None]}} +EWK_REF_R3 = {'WWZ': {'sr_4l_sf_A': [0.9025141164592335, 4.058600408016149e-05], 'sr_4l_sf_B': [0.778890216143139, 3.454624180182388e-05], 'sr_4l_sf_C': [0.23868829846564676, 1.095919156312133e-05], 'sr_4l_of_1': [0.260170512938826, 1.1756226715103102e-05], 'sr_4l_of_2': [0.3021459229224202, 1.3269965987197744e-05], 'sr_4l_of_3': [0.5934418985107066, 2.60625634913696e-05], 'sr_4l_of_4': [1.9633675283839862, 8.820631412675247e-05], 'all_events': [15.774850947683005, 0.0007505961087332088], '4l_presel': [10.881427986369777, 0.0005102435989157486], 'sr_4l_sf': [1.9200926310680182, 8.609143744510674e-05], 'sr_4l_of': [3.119125862755936, 0.00013929507032042288], 'sr_4l_sf_incl': [1.997019100773499, 8.957188593625849e-05], 'sr_4l_of_incl': [3.6267915022678627, 0.00016336246812774407], 'cr_4l_btag_of': [0.7538364011263401, 4.275318366781984e-05], 'cr_4l_btag_sf_offZ_met80': [0.3767541309061414, 2.1467432115058792e-05], 'cr_4l_sf': [0.41699540900952686, 1.8583391612126538e-05], 'cr_4l_sf_higgs': [0.012783321146618063, 5.685725151669873e-07], 'cr_4l_btag_of_1b': [0.6583423816720481, 3.60098140341006e-05], 'cr_4l_btag_of_2b': [0.09549401945429188, 6.743369633719251e-06], 'cr_4l_btag_sf_offZ_met80_1b': [0.3246435836921095, 1.7902113363080708e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.052110547214031834, 3.5653187519780837e-06], 'sr_4l_bdt_sf_1': [1.1991424533119337, 5.4378080919255644e-05], 'sr_4l_bdt_sf_2': [0.178994293352372, 7.885653919668827e-06], 'sr_4l_bdt_sf_3': [0.16649542211001706, 7.2307793446527404e-06], 'sr_4l_bdt_sf_4': [0.2903446861827624, 1.2748160929871722e-05], 'sr_4l_bdt_sf_5': [0.07412575134356203, 3.348978345348847e-06], 'sr_4l_bdt_sf_6': [0.156003140792215, 6.962483165470054e-06], 'sr_4l_bdt_sf_7': [0.0483327137188839, 2.137507854881608e-06], 'sr_4l_bdt_sf_8': [0.0866857274035335, 3.8445311671429346e-06], 'sr_4l_bdt_sf_coarse_1': [0.6611978579984819, 3.0490742785190368e-05], 'sr_4l_bdt_sf_coarse_2': [1.173778996958603, 5.1751932328258555e-05], 'sr_4l_bdt_sf_coarse_3': [0.14126812811285228, 6.36758506220733e-06], 'sr_4l_bdt_sf_coarse_4': [0.22387920514534218, 9.925915470636114e-06], 'sr_4l_bdt_of_1': [0.5102416648229654, 2.3298960807870324e-05], 'sr_4l_bdt_of_2': [1.3079647957502114, 5.93337437826774e-05], 'sr_4l_bdt_of_3': [0.8791626202993115, 3.822842824397756e-05], 'sr_4l_bdt_of_4': [0.3314107725770522, 1.415873526460965e-05], 'sr_4l_bdt_of_5': [0.011524733184656522, 5.361725564458156e-07], 'sr_4l_bdt_of_6': [0.21609274231660952, 9.836051301714001e-06], 'sr_4l_bdt_of_7': [0.21572395059259028, 1.123966047332003e-05], 'sr_4l_bdt_of_8': [0.1546702227244718, 6.730715697129143e-06], 'sr_4l_bdt_of_coarse_1': [1.393409968847468, 6.355582472114405e-05], 'sr_4l_bdt_of_coarse_2': [1.6353698846020723, 7.146404337799094e-05], 'sr_4l_bdt_of_coarse_3': [0.3022013911873563, 1.3611957245611195e-05], 'sr_4l_bdt_of_coarse_4': [0.2958102576309719, 1.4730642782997798e-05], 'sr_4l_bdt_sf_wwz': [1.8349768549570846, 8.224267511344893e-05], 'sr_4l_bdt_sf_zh': [0.36514733325819426, 1.629350053284345e-05], 'sr_4l_bdt_of_wwz': [3.028779853449537, 0.00013501986809913498], 'sr_4l_bdt_of_zh': [0.5980116488183281, 2.8342600028608994e-05], 'sr_4l_bdt_sf_presel': [3.347262417994007, 0.00015093594851343808], 'sr_4l_bdt_sf_trn': [2.2001241882152773, 9.853617564629233e-05], 'sr_4l_bdt_of_presel': [3.6267915022678627, 0.00016336246812774407], 'sr_4l_bdt_of_trn': [3.6267915022678627, 0.00016336246812774407], 'sr_sf_all_cutbased': [1.920092631068019, 8.60914374451067e-05], 'sr_of_all_cutbased': [3.119125862755939, 0.00013929507032042293], 'sr_all_cutbased': [5.039218493823958, 0.0002253865077655296], 'sr_sf_all_bdt': [2.2001241882152796, 9.853617564629238e-05], 'sr_of_all_bdt': [3.6267915022678685, 0.00016336246812774394], 'sr_all_bdt': [5.8269156904831485, 0.00026189864377403635], 'sr_sf_all_bdtCoarse': [2.200124188215279, 9.853617564629237e-05], 'sr_of_all_bdtCoarse': [3.626791502267869, 0.000163362468127744], 'sr_all_bdtCoarse': [5.826915690483148, 0.00026189864377403635]}, 'ZH': {'sr_4l_sf_A': [0.39586384627292825, 6.295618630680753e-05], 'sr_4l_sf_B': [0.6732363359178655, 0.0001155835055425103], 'sr_4l_sf_C': [0.3214399527094439, 6.079449134890686e-05], 'sr_4l_of_1': [1.3203902070198243, 0.00023878544957345739], 'sr_4l_of_2': [0.5733570631883531, 0.00010436449179069431], 'sr_4l_of_3': [0.14806854412154966, 2.7109669027195877e-05], 'sr_4l_of_4': [0.06524940085683031, 1.0704132784862205e-05], 'all_events': [14.089904733153562, 0.002656867407740367], '4l_presel': [9.637911006130212, 0.0017801484942090071], 'sr_4l_sf': [1.390540134900238, 0.00023933418319822475], 'sr_4l_of': [2.107065215186558, 0.00038096374317620976], 'sr_4l_sf_incl': [1.4901297900667725, 0.00025696524236137213], 'sr_4l_of_incl': [3.417040813566631, 0.0006177635613805506], 'cr_4l_btag_of': [0.5532484054049813, 0.00011549856494754483], 'cr_4l_btag_sf_offZ_met80': [0.20265176583689212, 3.85577969158518e-05], 'cr_4l_sf': [0.031037224816525644, 5.768377438376561e-06], 'cr_4l_sf_higgs': [0.07097391132226157, 1.421495873710998e-05], 'cr_4l_btag_of_1b': [0.4879443231072131, 0.0001011995748002352], 'cr_4l_btag_of_2b': [0.06530408229776813, 1.4298990147309611e-05], 'cr_4l_btag_sf_offZ_met80_1b': [0.17622235852868032, 3.268671336278416e-05], 'cr_4l_btag_sf_offZ_met80_2b': [0.026429407308211837, 5.8710835530676436e-06], 'sr_4l_bdt_sf_1': [0.11015429621406855, 1.7337631488297312e-05], 'sr_4l_bdt_sf_2': [0.019172232732049422, 3.0957647475854423e-06], 'sr_4l_bdt_sf_3': [0.017508818552268143, 2.441526345922961e-06], 'sr_4l_bdt_sf_4': [0.033207045034394415, 5.364415551648133e-06], 'sr_4l_bdt_sf_5': [0.5214807032219855, 9.753765204755172e-05], 'sr_4l_bdt_sf_6': [0.7587242124893181, 0.00014195238742960084], 'sr_4l_bdt_sf_7': [0.20995812234490097, 3.850434789927498e-05], 'sr_4l_bdt_sf_8': [0.47106322366429826, 8.80507233647589e-05], 'sr_4l_bdt_sf_coarse_1': [0.04992191931327747, 7.875734649606895e-06], 'sr_4l_bdt_sf_coarse_2': [0.13012047321950307, 2.0363603483846952e-05], 'sr_4l_bdt_sf_coarse_3': [0.8776236344590445, 0.00016400583821222952], 'sr_4l_bdt_sf_coarse_4': [1.0836026272614585, 0.0002020392725289571], 'sr_4l_bdt_of_1': [0.02451005133362233, 4.0368710789694815e-06], 'sr_4l_bdt_of_2': [0.08787855867873207, 1.4557627871071774e-05], 'sr_4l_bdt_of_3': [0.10274955099166048, 1.697757942431378e-05], 'sr_4l_bdt_of_4': [0.08264815360431865, 1.323071193643141e-05], 'sr_4l_bdt_of_5': [0.1863571244373875, 3.680481140212976e-05], 'sr_4l_bdt_of_6': [1.5018121815825023, 0.00027703518820194965], 'sr_4l_bdt_of_7': [0.8734525402474308, 0.00015144045842097514], 'sr_4l_bdt_of_8': [0.5576326526909741, 0.00010368031304470996], 'sr_4l_bdt_of_coarse_1': [0.07905704667374508, 1.318137510735792e-05], 'sr_4l_bdt_of_coarse_2': [0.2187292679345885, 3.562141520342852e-05], 'sr_4l_bdt_of_coarse_3': [2.018709711256024, 0.0003704014571689892], 'sr_4l_bdt_of_coarse_4': [1.100544787702272, 0.00019855931390077504], 'sr_4l_bdt_sf_wwz': 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'sr_4l_bdt_of_6': [1.1936997040320654, None], 'sr_4l_bdt_of_7': [0.7476753218116701, None], 'sr_4l_bdt_of_8': [0.24582672189933646, None], 'sr_4l_bdt_sf_coarse_1': [0.6511961163023482, None], 'sr_4l_bdt_sf_coarse_2': [0.24286177383702204, None], 'sr_4l_bdt_sf_coarse_3': [0.7437174603141176, None], 'sr_4l_bdt_sf_coarse_4': [0.24341591441648014, None], 'sr_4l_bdt_of_coarse_1': [0.9898908997921689, None], 'sr_4l_bdt_of_coarse_2': [0.7796609550546858, None], 'sr_4l_bdt_of_coarse_3': [1.366690551747253, None], 'sr_4l_bdt_of_coarse_4': [0.44356988992553514, None], 'cr_4l_btag_of': [0.2575998239536373, None], 'cr_4l_btag_sf_offZ_met80': [0.16200237926711894, None], 'cr_4l_sf': [0.015781043843927096, None], 'sr_sf_all_cutbased': [1.0177948720360643, None], 'sr_of_all_cutbased': [1.716594223075854, None], 'sr_all_cutbased': [1.9956457922788562, None], 'sr_sf_all_bdt': [1.1672826646930474, None], 'sr_of_all_bdt': [1.980439674765196, None], 'sr_all_bdt': [2.2988453894677168, None], 'sr_sf_all_bdtCoarse': [1.0466160667818063, None], 'sr_of_all_bdtCoarse': [1.911112898238065, None], 'sr_all_bdtCoarse': [2.1789349923891064, None]}, 'Sig': {'sr_4l_sf_A': [1.2983779627321619, 0.00010354219038696903], 'sr_4l_sf_B': [1.4521265520610045, 0.0001501297473443342], 'sr_4l_sf_C': [0.5601282511750907, 7.17536829120282e-05], 'sr_4l_of_1': [1.5805607199586502, 0.0002505416762885605], 'sr_4l_of_2': [0.8755029861107733, 0.00011763445777789206], 'sr_4l_of_3': [0.7415104426322563, 5.3172232518565476e-05], 'sr_4l_of_4': [2.0286169292408167, 9.891044691161468e-05], 'sr_4l_bdt_sf_1': [1.3092967495260022, 7.171571240755295e-05], 'sr_4l_bdt_sf_2': [0.19816652608442142, 1.0981418667254269e-05], 'sr_4l_bdt_sf_3': [0.1840042406622852, 9.672305690575702e-06], 'sr_4l_bdt_sf_4': [0.3235517312171568, 1.8112576481519854e-05], 'sr_4l_bdt_sf_5': [0.5956064545655475, 0.00010088663039290057], 'sr_4l_bdt_sf_6': [0.9147273532815331, 0.00014891487059507088], 'sr_4l_bdt_sf_7': [0.2582908360637849, 4.064185575415658e-05], 'sr_4l_bdt_sf_8': [0.5577489510678317, 9.189525453190184e-05], 'sr_4l_bdt_of_1': [0.5347517161565878, 2.7335831886839804e-05], 'sr_4l_bdt_of_2': [1.3958433544289435, 7.389137165374917e-05], 'sr_4l_bdt_of_3': [0.981912171290972, 5.5206007668291335e-05], 'sr_4l_bdt_of_4': [0.41405892618137086, 2.7389447201041062e-05], 'sr_4l_bdt_of_5': [0.19788185762204402, 3.734098395857557e-05], 'sr_4l_bdt_of_6': [1.7179049238991118, 0.00028687123950366366], 'sr_4l_bdt_of_7': [1.089176490840021, 0.0001626801188942952], 'sr_4l_bdt_of_8': [0.7123028754154459, 0.0001104110287418391], 'sr_4l_bdt_sf_coarse_1': [0.7111197773117593, 3.836647743479726e-05], 'sr_4l_bdt_sf_coarse_2': [1.3038994701781061, 7.211553581210551e-05], 'sr_4l_bdt_sf_coarse_3': [1.0188917625718967, 0.00017037342327443685], 'sr_4l_bdt_sf_coarse_4': [1.3074818324068007, 0.0002119651879995932], 'sr_4l_bdt_of_coarse_1': [1.472467015521213, 7.673719982850197e-05], 'sr_4l_bdt_of_coarse_2': [1.8540991525366608, 0.00010708545858141946], 'sr_4l_bdt_of_coarse_3': [2.3209111024433806, 0.0003840134144146004], 'sr_4l_bdt_of_coarse_4': [1.396355045333244, 0.00021328995668377283], 'cr_4l_btag_of': [1.3070848065313214, 0.00015825174861536467], 'cr_4l_btag_sf_offZ_met80': [0.5794058967430336, 6.002522903091059e-05], 'cr_4l_sf': [0.4480326338260525, 2.4351769050503097e-05], 'sr_sf_all_cutbased': [3.3106327659682573, 0.0003254256206433314], 'sr_of_all_cutbased': [5.226191077942497, 0.0005202588134966327], 'sr_all_cutbased': [8.536823843910753, 0.0008456844341399641], 'sr_sf_all_bdt': [4.341392842468563, 0.0004928206245209326], 'sr_of_all_bdt': [7.043832315834497, 0.0007811260295082949], 'sr_all_bdt': [11.385225158303061, 0.0012739466540292275], 'sr_sf_all_bdtCoarse': [4.341392842468563, 0.0004928206245209328], 'sr_of_all_bdtCoarse': [7.043832315834498, 0.0007811260295082946], 'sr_all_bdtCoarse': [11.385225158303061, 0.0012739466540292275]}, 'Bkg': {'sr_4l_sf_A': [1.7227373481707784, 0.02971344347714125], 'sr_4l_sf_B': [4.211480379526908, 0.08585178526702852], 'sr_4l_sf_C': [2.411326647516609, 0.021825681779965248], 'sr_4l_of_1': [0.7219739826576584, 0.004486860268302776], 'sr_4l_of_2': [0.6825482018507467, 0.0050648814122311765], 'sr_4l_of_3': [0.9127702862614163, 0.005597290279515212], 'sr_4l_of_4': [1.9383348782892373, 0.010931786784173407], 'sr_4l_bdt_sf_1': [1.6784457662346082, 0.026546935266894327], 'sr_4l_bdt_sf_2': [0.7549020453550891, 0.0015692828063796193], 'sr_4l_bdt_sf_3': [1.2164240610033066, 0.0020450524089857297], 'sr_4l_bdt_sf_4': [24.352756802761128, 0.037013739373961324], 'sr_4l_bdt_sf_5': [0.30232368895361394, 0.005108187123552928], 'sr_4l_bdt_sf_6': [2.102064126574655, 0.06458134235663221], 'sr_4l_bdt_sf_7': [1.691096528112853, 0.004218029852698828], 'sr_4l_bdt_sf_8': [24.30686938040226, 0.06074778335693025], 'sr_4l_bdt_of_1': [0.20717785559061266, 0.0010372969043151768], 'sr_4l_bdt_of_2': [0.9622747337831103, 0.0045977038551817655], 'sr_4l_bdt_of_3': [1.4144579059210594, 0.00940371798247727], 'sr_4l_bdt_of_4': [1.9574754774565613, 0.013297886575132561], 'sr_4l_bdt_of_5': [0.006623997290532014, 3.8066111599736263e-06], 'sr_4l_bdt_of_6': [0.35322849626351016, 0.0026152785161772706], 'sr_4l_bdt_of_7': [1.0329458867285684, 0.005420101224670685], 'sr_4l_bdt_of_8': [7.683673642440958, 0.04506750714815673], 'sr_4l_bdt_sf_coarse_1': [0.4813898965984612, 0.0028099557006710874], 'sr_4l_bdt_sf_coarse_2': [27.521138778755653, 0.06436505415554991], 'sr_4l_bdt_sf_coarse_3': [0.8580039709176293, 0.01544485840286951], 'sr_4l_bdt_sf_coarse_4': [27.544349753125754, 0.11921048428694467], 'sr_4l_bdt_of_coarse_1': [0.7402021638912861, 0.004062154181231295], 'sr_4l_bdt_of_coarse_2': [3.801183808860058, 0.024274451135875483], 'sr_4l_bdt_of_coarse_3': [0.5629651977588023, 0.0036651125178887955], 'sr_4l_bdt_of_coarse_4': [8.513506824964765, 0.04944158098227586], 'cr_4l_btag_of': [24.439309083778113, 0.2829812344159767], 'cr_4l_btag_sf_offZ_met80': [12.21214006914093, 0.10612198750601723], 'cr_4l_sf': [805.5757267187875, 0.8628096746939103], 'sr_sf_all_cutbased': [8.345544375214295, 0.13739091052413502], 'sr_of_all_cutbased': [4.255627349059059, 0.02608081874422257], 'sr_all_cutbased': [12.601171724273355, 0.16347172926835762], 'sr_sf_all_bdt': [56.404882399397515, 0.2018303525460352], 'sr_of_all_bdt': [13.617857995474912, 0.08144329881727143], 'sr_all_bdt': [70.02274039487244, 0.2832736513633066], 'sr_sf_all_bdtCoarse': [56.40488239939749, 0.20183035254603518], 'sr_of_all_bdtCoarse': [13.61785799547491, 0.08144329881727143], 'sr_all_bdtCoarse': [70.0227403948724, 0.2832736513633066]}, 'Zmetric': {'sr_4l_sf_A': [0.8928801086186616, None], 'sr_4l_sf_B': [0.6718608744404562, None], 'sr_4l_sf_C': [0.3479461974022975, None], 'sr_4l_of_1': [1.476391183469857, None], 'sr_4l_of_2': [0.9060319183099736, None], 'sr_4l_of_3': [0.6959693299563748, None], 'sr_4l_of_4': [1.2746684155544636, None], 'sr_4l_bdt_sf_1': [0.9094883924647311, None], 'sr_4l_bdt_sf_2': [0.2190555472688348, None], 'sr_4l_bdt_sf_3': [0.16287307024190487, None], 'sr_4l_bdt_sf_4': [0.06542025258692795, None], 'sr_4l_bdt_sf_5': [0.8739278273898434, None], 'sr_4l_bdt_sf_6': [0.591880330567167, None], 'sr_4l_bdt_sf_7': [0.19386172217367603, None], 'sr_4l_bdt_sf_8': [0.11270051692777827, None], 'sr_4l_bdt_of_1': [0.9074255291264077, None], 'sr_4l_bdt_of_2': [1.198151140998866, None], 'sr_4l_bdt_of_3': [0.7503001465908846, None], 'sr_4l_bdt_of_4': [0.2863381772520575, None], 'sr_4l_bdt_of_5': [1.003545995755424, None], 'sr_4l_bdt_of_6': [1.9725027757581206, None], 'sr_4l_bdt_of_7': [0.936755746273951, None], 'sr_4l_bdt_of_8': [0.2531443250758727, None], 'sr_4l_bdt_sf_coarse_1': [0.8609887591577611, None], 'sr_4l_bdt_sf_coarse_2': [0.24662349668926728, None], 'sr_4l_bdt_sf_coarse_3': [0.9489762365419843, None], 'sr_4l_bdt_sf_coarse_4': [0.24719325604592013, None], 'sr_4l_bdt_of_coarse_1': [1.3787497422892283, None], 'sr_4l_bdt_of_coarse_2': [0.8861355235996033, None], 'sr_4l_bdt_of_coarse_3': [2.1865036720554647, None], 'sr_4l_bdt_of_coarse_4': [0.4663041639257207, None], 'cr_4l_btag_of': [0.2620929094961034, None], 'cr_4l_btag_sf_offZ_met80': [0.1645151376853024, None], 'cr_4l_sf': [0.015783968789399895, None], 'sr_sf_all_cutbased': [1.1703411807065007, None], 'sr_of_all_cutbased': [2.26048172774655, None], 'sr_all_cutbased': [2.545481510585672, None], 'sr_sf_all_bdt': [1.4388599175439056, None], 'sr_of_all_bdt': [2.956922767469448, None], 'sr_all_bdt': [3.2884206110371035, None], 'sr_sf_all_bdtCoarse': [1.328075749297168, None], 'sr_of_all_bdtCoarse': [2.7720795261417472, None], 'sr_all_bdtCoarse': [3.073794087951483, None]}} diff --git a/ewkcoffea/modules/yield_tools.py b/ewkcoffea/modules/yield_tools.py index 4e63ea15..eba9520c 100644 --- a/ewkcoffea/modules/yield_tools.py +++ b/ewkcoffea/modules/yield_tools.py @@ -34,7 +34,7 @@ def valvar_op(valvar_1, valvar_2, op): ############## Getting yields from a histo ############## # Get the yields (nested in the order: year,cat,syst,proc) -def get_yields(histo,sample_dict,blind=True,systematic_name=None): +def get_yields(histo,sample_dict,blind=True,zero_low_mc = False,systematic_name=None): yld_dict = {} @@ -51,8 +51,19 @@ def get_yields(histo,sample_dict,blind=True,systematic_name=None): # If this is data and we're not in a CR category, put placeholder numbers for now yld_dict[cat_name][syst_name][proc_name] = [-999,-999] else: + val_n = sum(sum(histo[{"category":cat_name,"process":sample_dict[proc_name],"systematic":"nominal" }].values(flow=True))) + var_n = sum(sum(histo[{"category":cat_name,"process":sample_dict[proc_name],"systematic":"nominal" }].variances(flow=True))) + val = sum(sum(histo[{"category":cat_name,"process":sample_dict[proc_name],"systematic":syst_name }].values(flow=True))) var = sum(sum(histo[{"category":cat_name,"process":sample_dict[proc_name],"systematic":syst_name }].variances(flow=True))) + + # Optionally zero out bins that are consistent with zero in the nominal + # Note we do not do this for data + if zero_low_mc and ("data" not in proc_name): + if (np.sqrt(var_n) >= val_n): + val = 0 + var = 0 + yld_dict[cat_name][syst_name][proc_name] = [val,var] return yld_dict diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_GluGluZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_GluGluZHTo2WTo2L2Nu.json index 05c7dc6b..9c677e97 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_GluGluZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_GluGluZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0033, + "xsec": 0.00312, "year": "2022EE", "treeName": "Events", "histAxisName": "2022EE_GluGluZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_qqToZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_qqToZHTo2WTo2L2Nu.json index 9dc9345e..fe2004ea 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_qqToZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022EE_qqToZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0195, + "xsec": 0.0217, "year": "2022EE", "treeName": "Events", "histAxisName": "2022EE_qqToZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_GluGluZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_GluGluZHTo2WTo2L2Nu.json index 1a64af08..7a1cda28 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_GluGluZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_GluGluZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0033, + "xsec": 0.00312, "year": "2022", "treeName": "Events", "histAxisName": "2022_GluGluZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_qqToZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_qqToZHTo2WTo2L2Nu.json index cba53790..b8885fe4 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_qqToZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2022_qqToZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0195, + "xsec": 0.0217, "year": "2022", "treeName": "Events", "histAxisName": "2022_qqToZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_GluGluZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_GluGluZHTo2WTo2L2Nu.json index 95e93947..ca5abfc1 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_GluGluZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_GluGluZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0033, + "xsec": 0.00312, "year": "2023BPix", "treeName": "Events", "histAxisName": "2023BPix_GluGluZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_qqToZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_qqToZHTo2WTo2L2Nu.json index fbacd217..13932330 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_qqToZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023BPix_qqToZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0195, + "xsec": 0.0217, "year": "2023BPix", "treeName": "Events", "histAxisName": "2023BPix_qqToZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_GluGluZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_GluGluZHTo2WTo2L2Nu.json index 339cad49..eb22193e 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_GluGluZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_GluGluZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0033, + "xsec": 0.00312, "year": "2023", "treeName": "Events", "histAxisName": "2023_GluGluZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_qqToZHTo2WTo2L2Nu.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_qqToZHTo2WTo2L2Nu.json index 10e117f8..0788fe09 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_qqToZHTo2WTo2L2Nu.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/2023_qqToZHTo2WTo2L2Nu.json @@ -1,5 +1,5 @@ { - "xsec": 0.0195, + "xsec": 0.0217, "year": "2023", "treeName": "Events", "histAxisName": "2023_qqToZHTo2WTo2L2Nu", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_GluGluZH.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_GluGluZH.json index 3ed33e35..ca9429cb 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_GluGluZH.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_GluGluZH.json @@ -1,5 +1,5 @@ { - "xsec": 0.00275, + "xsec": 0.00282, "year": "2016APV", "treeName": "Events", "histAxisName": "UL16APV_GluGluZH", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_qqToZHToZTo2L.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_qqToZHToZTo2L.json index 0fcd9928..c98b8812 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_qqToZHToZTo2L.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16APV_qqToZHToZTo2L.json @@ -1,5 +1,5 @@ { - "xsec": 0.0018639, + "xsec": 0.00205, "year": "2016APV", "treeName": "Events", "histAxisName": "UL16APV_qqToZHToZTo2L", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_GluGluZH.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_GluGluZH.json index a99ca8f3..ca509fee 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_GluGluZH.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_GluGluZH.json @@ -1,5 +1,5 @@ { - "xsec": 0.00275, + "xsec": 0.00282, "year": "2016", "treeName": "Events", "histAxisName": "UL16_GluGluZH", diff --git a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_qqToZHToZTo2L.json b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_qqToZHToZTo2L.json index fd3c1f4f..f5cb8459 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL16_qqToZHToZTo2L.json +++ 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b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL18_qqToZHToZTo2L.json index 3fef1c16..6ce68024 100644 --- a/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL18_qqToZHToZTo2L.json +++ b/input_samples/sample_jsons/wwz_analysis_4l_skims_v1/sig_samples/UL18_qqToZHToZTo2L.json @@ -1,5 +1,5 @@ { - "xsec": 0.0018639, + "xsec": 0.00205, "year": "2018", "treeName": "Events", "histAxisName": "UL18_qqToZHToZTo2L",