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How to use filter_event method in localstack
Best Python code snippet using localstack_python
ConfFilter.py
Source:ConfFilter.py 
1from core import Filter2import inspect3import sys4def get_remove_filter() :5 """ Define list of regex strings to filter input branches to remove from the output.6 Defining a non-empty list does not apply the filter, 7 you must also supply --enableRemoveFilter on the command line.8 If both filters are used, all branches in keep_filter are used9 except for those in remove_filter """10 return []11def get_keep_filter() :12 """ Define list of regex strings to filter input branches to retain in the output. 13 Defining a non-empty list does not apply the filter, 14 you must also supply --enableKeepFilter on the command line15 If both filters are used, all branches in keep_filter are used16 except for those in remove_filter """17 return []18def config_analysis( alg_list, args ) :19 """ Configure analysis modules. Order is preserved """20 # run on the function provided through21 # the args22 for s in inspect.getmembers(sys.modules[__name__]) :23 if s[0] == args['function'] :24 print '*********************************'25 print 'RUN %s' %( args['function'] )26 print '*********************************'27 s[1]( alg_list, args )28def make_final_mu( alg_list, args ) :29 looseobj = args.get('looseobj', False )30 print 'looseobj = ', looseobj31 notrig = args.get('notrig', False )32 print 'notrig = ', notrig33 mtvar = args.get('mtvar', 'mt_lep_met')34 print 'mtvar = ', mtvar35 mtcut = args.get('mtcut', ' > 40')36 print 'mtcut = ', mtcut37 phpt = args.get('phpt', ' > 25 ' )38 print 'phpt = ', phpt39 filter_photon = Filter( 'FilterPhoton' )40 filter_photon.cut_ph_medium = ' == True '41 if not looseobj :42 filter_photon.cut_ph_pt = phpt43 alg_list.append(filter_photon)44 if not looseobj :45 filter_muon = Filter( 'FilterMuon' )46 filter_muon.cut_mu_pt = ' > 10 '47 alg_list.append(filter_muon)48 filter_ele = Filter( 'FilterElectron' )49 filter_ele.cut_el_pt = ' > 10 '50 alg_list.append(filter_ele)51 alg_list.append( Filter('CalcEventVars') )52 filter_event = Filter('FilterEvent')53 if looseobj :54 filter_event.cut_nPh = ' > 1 '55 filter_event.cut_nMu = ' > 0 '56 else :57 filter_event.cut_nPh = ' == 2 '58 filter_event.cut_nMu = ' == 1 '59 filter_event.cut_nEl = ' == 0 '60 if not notrig :61 filter_event.cut_nMuTrig = ' > 0 '62 #filter_event.cut_dr_lep_ph1 = ' > 0.4 '63 #filter_event.cut_dr_lep_ph2 = ' > 0.4 '64 if not looseobj :65 filter_event.cut_dr_ph1_ph2 = ' > 0.4 '66 filter_event.cut_leadPhot_trigMuDR = ' > 0.4 '67 filter_event.cut_sublPhot_trigMuDR = ' > 0.4 '68 if not looseobj :69 filter_event.cut_MuTrig = ' == True '70 filter_event.cut_isEEEE = ' == False '71 # remove diphoton mass cut72 #filter_event.cut_mgg = ' > 15 '73 setattr( filter_event, 'cut_%s' %mtvar, mtcut )74 alg_list.append( filter_event )75 blind_pt = args.get('blind_pt', None )76 if blind_pt == 'None' :77 blind_pt = None78 if blind_pt is not None :79 isData = args.pop('isData', 'False')80 filter_blind = Filter( 'FilterBlind' )81 filter_blind.cut_ph_pt_lead = ' < %d ' %int(blind_pt)82 filter_blind.add_var( 'isData', isData )83 alg_list.append(filter_blind)84def make_final_el( alg_list, args ) :85 looseobj = args.get('looseobj', False )86 print 'looseobj = ', looseobj87 nozmass = args.get('nozmass', False )88 print 'nozmass = ', nozmass89 zmasscr = args.get('zmasscr', False )90 print 'zmasscr = ', zmasscr91 notrig = args.get('notrig', False )92 print 'notrig = ', notrig93 csev = args.get('csev', False )94 print 'csev = ', csev95 overlap_veto = args.get('overlap_veto', False )96 print 'overlap_veto = ', overlap_veto97 invpixlead = args.get('invpixlead', False )98 print 'invpixlead = ', invpixlead99 invpixsubl = args.get('invpixsubl', False )100 print 'invpixsubl = ', invpixsubl101 mtvar = args.get('mtvar', 'mt_lep_met')102 print 'mtvar = ', mtvar103 mtcut = args.get('mtcut', ' > 40')104 print 'mtcut = ', mtcut105 mass_cut = args.get('mass_cut', 10)106 print 'mass_cut = ', mass_cut107 phpt = args.get('phpt', ' > 25 ' )108 print 'phpt = ', phpt109 nelcut = args.get('nelcut', ' == 1 ' )110 print 'nelcut= ', nelcut111 filter_photon = Filter( 'FilterPhoton' )112 filter_photon.cut_ph_medium = ' == True '113 if not looseobj :114 filter_photon.cut_ph_pt = phpt115 alg_list.append(filter_photon)116 if not looseobj :117 filter_muon = Filter( 'FilterMuon' )118 filter_muon.cut_mu_pt = ' > 10 '119 alg_list.append(filter_muon)120 121 filter_ele = Filter( 'FilterElectron' )122 filter_ele.cut_el_pt = ' > 10 '123 alg_list.append(filter_ele)124 alg_list.append( Filter('CalcEventVars') )125 filter_event = Filter('FilterEvent')126 if looseobj :127 filter_event.cut_nPh = ' > 1 '128 filter_event.cut_nEl = ' > 0 '129 else :130 filter_event.cut_nPh = ' == 2 '131 filter_event.cut_nMu = ' == 0 '132 filter_event.cut_nEl = nelcut133 if not notrig :134 filter_event.cut_nElTrig = ' > 0 '135 if csev :136 if invpixlead :137 filter_event.cut_csev_leadph12 = ' == True '138 else :139 filter_event.cut_csev_leadph12 = ' == False '140 if invpixsubl :141 filter_event.cut_csev_sublph12 = ' == True '142 else :143 filter_event.cut_csev_sublph12 = ' == False '144 elif overlap_veto :145 if invpixlead :146 filter_event.cut_overlapVeto_leadph12 = ' == True '147 else :148 filter_event.cut_overlapVeto_leadph12 = ' == False '149 if invpixsubl :150 filter_event.cut_overlapVeto_sublph12 = ' == True '151 else :152 filter_event.cut_overlapVeto_sublph12 = ' == False '153 else :154 if invpixlead :155 filter_event.cut_hasPixSeed_leadph12 = ' == True '156 else :157 filter_event.cut_hasPixSeed_leadph12 = ' == False '158 if invpixsubl :159 filter_event.cut_hasPixSeed_sublph12 = ' == True '160 else :161 filter_event.cut_hasPixSeed_sublph12 = ' == False '162 #filter_event.cut_dr_lep_ph1 = ' > 0.4 '163 #filter_event.cut_dr_lep_ph2 = ' > 0.4 '164 #filter_event.cut_dr_trigele_ph1 = ' > 0.4 '165 #filter_event.cut_dr_trigele_ph2 = ' > 0.4 '166 if not looseobj :167 filter_event.cut_dr_ph1_ph2 = ' > 0.4 '168 #filter_event.cut_leadPhot_trigElDR = ' > 0.4 '169 #filter_event.cut_sublPhot_trigElDR = ' > 0.4 '170 if not looseobj :171 filter_event.cut_ElTrig = ' == True '172 filter_event.cut_isEEEE = ' == False '173 setattr( filter_event, 'cut_%s' %mtvar, mtcut )174 # remove mgg Cut175 #filter_event.cut_mgg = ' > 15 '176 mass_min = 91.2 - mass_cut177 mass_max = 91.2 + mass_cut178 if not nozmass :179 if zmasscr :180 #filter_event.cut_m_lepphph= ' > 86.2 & < 96.2 '181 filter_event.cut_m_trigelphph= ' > %.1f & < %.1f ' %(mass_min, mass_max )182 else :183 #filter_event.cut_m_lepphph= ' > 86.2 & < 96.2 '184 #filter_event.cut_m_lepph1= ' > 86.2 & < 96.2 '185 #filter_event.cut_m_lepph2= ' > 86.2 & < 96.2 '186 #filter_event.invert( 'cut_m_lepphph' )187 #filter_event.invert( 'cut_m_lepph1' )188 #filter_event.invert( 'cut_m_lepph2' )189 filter_event.cut_m_trigelphph = ' > %.1f & < %.1f ' %(mass_min, mass_max )190 filter_event.cut_m_trigelph1 = ' > %.1f & < %.1f ' %(mass_min, mass_max )191 filter_event.cut_m_trigelph2 = ' > %.1f & < %.1f ' %(mass_min, mass_max )192 filter_event.invert( 'cut_m_trigelphph' )193 filter_event.invert( 'cut_m_trigelph1' )194 filter_event.invert( 'cut_m_trigelph2' )195 alg_list.append( filter_event )196 blind_pt = args.get('blind_pt', None )197 if blind_pt == 'None' :198 blind_pt = None199 print 'BLIND PT = ', blind_pt200 if blind_pt is not None :201 isData = args.pop('isData', 'False')202 filter_blind = Filter( 'FilterBlind' )203 filter_blind.cut_ph_pt_lead = ' < %d ' %int(blind_pt)204 filter_blind.add_var( 'isData', isData )205 alg_list.append(filter_blind)206def make_nominal_unblind( alg_list, args ) :207 208 filter_photon = Filter( 'FilterPhoton' )209 filter_photon.cut_ph_medium = ' == True '210 alg_list.append(filter_photon)211 filter_muon = Filter( 'FilterMuon' )212 filter_muon.cut_mu_pt = ' > 10 '213 alg_list.append(filter_muon)214 alg_list.append( Filter('CalcEventVars') )215 filter_event = Filter('FilterEvent')216 filter_event.cut_nPh = ' > 1 '217 filter_event.cut_hasPixSeed_leadph12 = ' == False '218 filter_event.cut_hasPixSeed_sublph12 = ' == False '219 alg_list.append( filter_event )220 blind_pt = args.get('blind_pt', None )221 if blind_pt == 'None' :222 blind_pt = None223 if blind_pt is not None :224 isData = args.pop('isData', 'False')225 filter_blind = Filter( 'FilterBlind' )226 filter_blind.cut_ph_pt_lead = ' < %d ' %int(blind_pt)227 filter_blind.add_var( 'isData', isData )228 alg_list.append(filter_blind)229def make_nominal_unblind_noEleVeto( alg_list, args ) :230 231 filter_photon = Filter( 'FilterPhoton' )232 filter_photon.cut_ph_medium = ' == True '233 alg_list.append(filter_photon)234 filter_muon = Filter( 'FilterMuon' )235 filter_muon.cut_mu_pt = ' > 10 '236 alg_list.append(filter_muon)237 alg_list.append( Filter('CalcEventVars') )238 filter_event = Filter('FilterEvent')239 filter_event.cut_nPh = ' > 1 '240 alg_list.append( filter_event )241 blind_pt = args.get('blind_pt', None )242 if blind_pt == 'None' :243 blind_pt = None244 if blind_pt is not None :245 isData = args.pop('isData', 'False')246 filter_blind = Filter( 'FilterBlind' )247 filter_blind.cut_ph_pt_lead = ' < %d ' %int(blind_pt)248 filter_blind.add_var( 'isData', isData )249 alg_list.append(filter_blind)250def make_nominal_unbzrej( alg_list, args ) :251 filter_photon = Filter( 'FilterPhoton' )252 filter_photon.cut_ph_medium = ' == True '253 alg_list.append(filter_photon)254 filter_muon = Filter( 'FilterMuon' )255 filter_muon.cut_mu_pt = ' > 10 '256 alg_list.append(filter_muon)257 alg_list.append( Filter('CalcEventVars') )258 filter_event = Filter('FilterEvent')259 filter_event.cut_nPh = ' > 1 '260 filter_event.cut_hasPixSeed_leadph12 = ' == False '261 filter_event.cut_hasPixSeed_sublph12 = ' == False '262 alg_list.append( filter_event )263 isData = args.pop('isData', 'False')264 filter_blind = Filter( 'FilterBlind' )265 filter_blind.add_var( 'isData', isData )266 filter_blind.cut_m_lepphph= ' > 86.2 & < 96.2 '267 filter_blind.cut_m_lepph1= ' > 86.2 & < 96.2 '268 filter_blind.cut_m_lepph2= ' > 86.2 & < 96.2 '269 alg_list.append(filter_blind)270def make_looseID_noEleVeto( alg_list, args ) :271 filter_photon = Filter( 'FilterPhoton' )272 filter_photon.cut_ph_mediumNoSIEIE = ' == True '273 alg_list.append(filter_photon)274 filter_muon = Filter( 'FilterMuon' )275 filter_muon.cut_mu_pt = ' > 10 '276 alg_list.append(filter_muon)277 alg_list.append( Filter('CalcEventVars') )278 filter_event = Filter('FilterEvent')279 filter_event.cut_nPh = ' > 1 '280 alg_list.append( filter_event )281def make_looseID_bothVetoPSV( alg_list, args ) :282 filter_muon = Filter( 'FilterMuon' )283 filter_muon.cut_mu_pt = ' > 10 '284 alg_list.append(filter_muon)285 alg_list.append( Filter('CalcEventVars') )286 filter_event = Filter('FilterEvent')287 filter_event.cut_nPh = ' > 1 '288 filter_event.cut_hasPixSeed_leadph12 = ' == False '289 filter_event.cut_hasPixSeed_sublph12 = ' == False '290 alg_list.append( filter_event )291def make_looseID_invPSVSubl( alg_list, args ) :292 filter_muon = Filter( 'FilterMuon' )293 filter_muon.cut_mu_pt = ' > 10 '294 alg_list.append(filter_muon)295 alg_list.append( Filter('CalcEventVars') )296 filter_event = Filter('FilterEvent')297 filter_event.cut_nPh = ' > 1 '298 filter_event.cut_hasPixSeed_leadph12 = ' == False '299 filter_event.cut_hasPixSeed_sublph12 = ' == True '300 alg_list.append( filter_event )301def make_looseID_invPSVLead( alg_list, args ) :302 filter_muon = Filter( 'FilterMuon' )303 filter_muon.cut_mu_pt = ' > 10 '304 alg_list.append(filter_muon)305 alg_list.append( Filter('CalcEventVars') )306 filter_event = Filter('FilterEvent')307 filter_event.cut_nPh = ' > 1 '308 filter_event.cut_hasPixSeed_leadph12 = ' == True '309 filter_event.cut_hasPixSeed_sublph12 = ' == False '310 alg_list.append( filter_event )311def make_looseID_bothVetoCSEV( alg_list, args ) :312 filter_muon = Filter( 'FilterMuon' )313 filter_muon.cut_mu_pt = ' > 10 '314 alg_list.append(filter_muon)315 alg_list.append( Filter('CalcEventVars') )316 filter_event = Filter('FilterEvent')317 filter_event.cut_nPh = ' > 1 '318 filter_event.cut_csev_leadph12 = ' == False '319 filter_event.cut_csev_sublph12 = ' == False '320 alg_list.append( filter_event )321def make_looseID_invCSEVSubl( alg_list, args ) :322 filter_muon = Filter( 'FilterMuon' )323 filter_muon.cut_mu_pt = ' > 10 '324 alg_list.append(filter_muon)325 alg_list.append( Filter('CalcEventVars') )326 filter_event = Filter('FilterEvent')327 filter_event.cut_nPh = ' > 1 '328 filter_event.cut_csev_leadph12 = ' == False '329 filter_event.cut_csev_sublph12 = ' == True '330 alg_list.append( filter_event )331def make_looseID_invCSEVLead( alg_list, args ) :332 filter_muon = Filter( 'FilterMuon' )333 filter_muon.cut_mu_pt = ' > 10 '334 alg_list.append(filter_muon)335 alg_list.append( Filter('CalcEventVars') )336 filter_event = Filter('FilterEvent')337 filter_event.cut_nPh = ' > 1 '338 filter_event.cut_csev_leadph12 = ' == True '339 filter_event.cut_csev_sublph12 = ' == False '340 alg_list.append( filter_event )341def make_final_mumu( alg_list, args ) :342 invpixlead = args.get('invpixlead', False )343 print 'invpixlead = ', invpixlead344 invpixsubl = args.get('invpixsubl', False )345 print 'invpixsubl = ', invpixsubl346 looseobj = args.get('looseobj', False )347 print 'looseobj = ', looseobj348 notrig = args.get('notrig', False )349 print 'notrig = ', notrig350 filter_photon = Filter( 'FilterPhoton' )351 filter_photon.cut_ph_medium = ' == True '352 if not looseobj :353 filter_photon.cut_ph_pt = ' > 15 '354 filter_photon.cut_ph_csev = ' == False '355 alg_list.append(filter_photon)356 if not looseobj :357 filter_muon = Filter( 'FilterMuon' )358 filter_muon.cut_mu_pt = ' > 10 '359 alg_list.append(filter_muon)360 filter_ele = Filter( 'FilterElectron' )361 filter_ele.cut_el_pt = ' > 10 '362 alg_list.append(filter_ele)363 alg_list.append( Filter('CalcEventVars') )364 filter_event = Filter('FilterEvent')365 if looseobj :366 filter_event.cut_nPh = ' > 1 '367 filter_event.cut_nMu = ' > 1 '368 else :369 filter_event.cut_nPh = ' == 2 '370 filter_event.cut_nMu = ' == 2 '371 if not looseobj :372 filter_event.cut_dr_lep_ph1 = ' > 0.4 '373 filter_event.cut_dr_lep_ph2 = ' > 0.4 '374 filter_event.cut_dr_subllep_ph1 = ' > 0.4 '375 filter_event.cut_dr_subllep_ph2 = ' > 0.4 '376 filter_event.cut_dr_ph1_ph2 = ' > 0.4 '377 if not notrig :378 filter_event.cut_DiMuTrig = ' == True '379 if not looseobj :380 filter_event.cut_m_mumu = ' > 40 '381 filter_event.cut_isEEEE = ' == False '382 alg_list.append( filter_event )383def make_final_elel( alg_list, args ) :384 looseobj = args.get('looseobj', False )385 print 'looseobj = ', looseobj386 notrig = args.get('notrig', False )387 print 'notrig = ', notrig388 filter_photon = Filter( 'FilterPhoton' )389 filter_photon.cut_ph_medium = ' == True '390 if not looseobj :391 filter_photon.cut_ph_pt = ' > 15 '392 filter_photon.cut_ph_csev= ' == False '393 #filter_photon.cut_hasPixSeed = ' == False '394 alg_list.append(filter_photon)395 if not looseobj :396 filter_muon = Filter( 'FilterMuon' )397 filter_muon.cut_mu_pt = ' > 10 '398 alg_list.append(filter_muon)399 400 filter_ele = Filter( 'FilterElectron' )401 filter_ele.cut_el_pt = ' > 10 '402 alg_list.append(filter_ele)403 alg_list.append( Filter('CalcEventVars') )404 filter_event = Filter('FilterEvent')405 if looseobj :406 filter_event.cut_nPh = ' > 1 '407 filter_event.cut_nEl = ' > 1 '408 else :409 filter_event.cut_nPh = ' == 2 '410 filter_event.cut_nEl = ' == 2 '411 #filter_event.cut_nMu = ' == 0 '412 if not looseobj :413 filter_event.cut_dr_lep_ph1 = ' > 0.4 '414 filter_event.cut_dr_lep_ph2 = ' > 0.4 '415 filter_event.cut_dr_subllep_ph1 = ' > 0.4 '416 filter_event.cut_dr_subllep_ph2 = ' > 0.4 '417 filter_event.cut_dr_ph1_ph2 = ' > 0.4 '418 if not notrig :419 filter_event.cut_DiElTrig = ' == True '420 if not looseobj :421 filter_event.cut_m_elel = ' > 40 '422 filter_event.cut_isEEEE = ' == False '423 alg_list.append( filter_event )424def make_lep_gamma( alg_list, args ) :425 invpix = args.get('invpix', False )426 print 'invpix = ', invpix427 filter_photon = Filter( 'FilterPhoton' )428 filter_photon.cut_ph_medium = ' == True '429 filter_photon.cut_ph_pt = ' > 15 '430 if invpix :431 filter_photon.cut_hasPixSeed = ' == True '432 else :433 filter_photon.cut_hasPixSeed = ' == False '434 alg_list.append( filter_photon )435 alg_list.append( Filter('CalcEventVars') )436 filter_event = Filter('FilterEvent')437 filter_event.cut_nElTrig = ' > 0 '438 filter_event.cut_nPh = ' > 0 '439 alg_list.append( filter_event )440def make_leplep_gamma( alg_list, args ) :441 filter_photon = Filter( 'FilterPhoton' )442 filter_photon.cut_ph_medium = ' == True '443 filter_photon.cut_ph_pt = ' > 15 '444 eleOlap = args.get( 'eleOlap', False )445 print 'eleOlap = ', eleOlap446 if eleOlap :447 filter_photon.cut_el_ph_dr = ' > 0.4 '448 alg_list.append( filter_photon )449 alg_list.append( Filter('CalcEventVars') )450 filter_event = Filter('FilterEvent')451 filter_event.cut_nLep = ' > 1 '452 filter_event.cut_nPh = ' > 0 '453 alg_list.append( filter_event )454def make_wgjj( alg_list, args ) :455 filter_muon = Filter( 'FilterMuon' )456 filter_muon.cut_mu_pt = ' > 10 '457 alg_list.append(filter_muon)458 filter_jet = Filter( 'FilterJet' )459 filter_jet.cut_jet_pt = ' > 30 '460 alg_list.append(filter_jet)461 alg_list.append( Filter('CalcEventVars') )462 filter_event = Filter('FilterEvent')463 filter_event.cut_nPh = ' == 1 '464 filter_event.cut_nLepTrig = ' > 0 '465 filter_event.cut_nLep = ' == 1 '466 filter_event.cut_nJet30 = ' > 1 '467 filter_event.cut_nJet40 = ' > 0 '468 filter_event.cut_mt_lep_met = ' > 30 '469 alg_list.append( filter_event )470 alg_list.append( Filter( 'CalcDiJetVars' ) )471def make_zgjj( alg_list, args ) :472 filter_muon = Filter( 'FilterMuon' )473 filter_muon.cut_mu_pt = ' > 10 '474 alg_list.append(filter_muon)475 filter_jet = Filter( 'FilterJet' )476 filter_jet.cut_jet_pt = ' > 30 '477 alg_list.append(filter_jet)478 alg_list.append( Filter('CalcEventVars') )479 filter_event = Filter('FilterEvent')480 filter_event.cut_nPh = ' == 1 '481 filter_event.cut_nLepTrig = ' > 0 '482 filter_event.cut_nLep = ' == 2 '483 filter_event.cut_nJet30 = ' > 1 '484 alg_list.append( filter_event )...
Conf.py
Source:Conf.py
1from core import Filter2import inspect3import sys4import os5def get_remove_filter() :6 """ Define list of regex strings to filter input branches to remove from the output.7 Defining a non-empty list does not apply the filter, 8 you must also supply --enableRemoveFilter on the command line.9 If both filters are used, all branches in keep_filter are used10 except for those in remove_filter """11 return ['']12def get_keep_filter() :13 """ Define list of regex strings to filter input branches to retain in the output. 14 Defining a non-empty list does not apply the filter, 15 you must also supply --enableKeepFilter on the command line16 If both filters are used, all branches in keep_filter are used17 except for those in remove_filter """18 return []19def config_analysis( alg_list, args ) :20 """ Configure analysis modules. Order is preserved """21 # run on the function provided through22 # the args23 for s in inspect.getmembers(sys.modules[__name__]) :24 if s[0] == args['function'] :25 print '*********************************'26 print 'RUN %s' %( args['function'] )27 print '*********************************'28 s[1]( alg_list, args )29def filter_photon( alg_list, args ) :30 pt_cut = args.get('pt_cut' , ' > 10 ' )31 leadpt_cut = args.get('leadpt_cut' , None )32 aeta_cut = args.get('aeta_cut' , None )33 dr_cut = args.get('dr_cut' , None )34 nph_cut = args.get('nph_cut' , ' == 0 ' )35 isPromptFS_cut = args.get('isPromptFS_cut', None )36 fhpfs_cut = args.get('fhpfs_cut', None)37 isr_cut = args.get('isr_cut' , None)38 wg_cut = args.get('wg_cut', None)39 filter_event = Filter('FilterPhoton')40 filter_event.cut_genph_pt = pt_cut41 if wg_cut:42 filter_event.cut_genph_wg = wg_cut43 if leadpt_cut:44 filter_event.cut_lead_genph_pt = leadpt_cut45 if aeta_cut:46 filter_event.cut_genph_aeta = aeta_cut47 if dr_cut:48 filter_event.cut_genph_dr = dr_cut49 filter_event.cut_n_gen_phot = nph_cut50 if isPromptFS_cut:51 filter_event.cut_genph_isPromptFS = isPromptFS_cut52 if fhpfs_cut:53 filter_event.cut_genph_FHPFS = fhpfs_cut54 if isr_cut:55 filter_event.cut_genph_isr = isr_cut56 alg_list.append( filter_event )57def filter_genht( alg_list, args ) :58 trueht_cut = args.get('trueht_cut', None )59 if trueht_cut is not None :60 filter_event = Filter('FilterTrueHT')61 filter_event.cut_trueht = trueht_cut62 alg_list.append( filter_event )63def filter_mtres( alg_list, args ) :64 mtres_cut = args.get('mtres_cut', None )65 if mtres_cut is not None :66 filter_event = Filter('FilterMTRes')67 filter_event.cut_mtres = mtres_cut68 alg_list.append( filter_event )69def filter_wpt( alg_list, args ) :70 truewpt_cut = args.get('truewpt_cut', None )71 if truewpt_cut is not None :72 filter_event = Filter('FilterTrueWPt')73 filter_event.cut_truewpt = truewpt_cut74 alg_list.append( filter_event )75def filter_hlt( alg_list, args ) :76 hlt_cut = args.get('hlt_cut', None )77 if hlt_cut :78 filter_event = Filter('FilterHLT')79 alg_list.append( filter_event )80def apply_wpt_kneg( alg_list, args ) :81 82 truewpt_bound_lo = args.get('truewpt_bound_lo', 0. )83 truewpt_bound_hi = args.get('truewpt_bound_hi', 13000. )84 truewpt_kneg_lo = args.get('truewpt_kneg_lo', 1. )85 truewpt_kneg_hi = args.get('truewpt_kneg_hi', 1. )86 if (truewpt_kneg_lo != 1. or 87 truewpt_kneg_hi != 1.):88 filter_event = Filter('ApplyTrueWPtKNeg')89 filter_event.add_var( 'truewpt_bound_lo', truewpt_bound_lo )90 filter_event.add_var( 'truewpt_bound_hi', truewpt_bound_hi )91 filter_event.add_var( 'truewpt_kneg_lo', truewpt_kneg_lo )92 filter_event.add_var( 'truewpt_kneg_hi', truewpt_kneg_hi )93 alg_list.append( filter_event )94def filter_combined( alg_list, args ) :95 96 filter_photon( alg_list, args )97 filter_genht( alg_list, args )98 filter_mtres( alg_list, args )99 filter_wpt( alg_list, args )...
difficulty.py
Source:difficulty.py
1# function that handles fixtures difficulty data for each team2import pandas as pd 3import numpy as np4from fpl_import import *5# get current gameweek details for default values6gameweek = get_current_gameweek()7def team_difficulty(gameweek_A=gameweek+1, gameweek_B=gameweek+4):8 '''9 returns the difficulty of fixtures faced so far10 input: gameweek_A to gameweek_B are integers determing the range to be considered for difficulty11 output: dataframe showing each team and the total difficulty for the number of gameweeks specified12 '''13 raw_json = get_raw_fpl_tables()14 teams_df = combine_player_teams(raw_json)15 fixtures = get_team_fixtures()16 fixtures = fixtures[(fixtures.event <= gameweek_B) & (fixtures.event >= gameweek_A)] 17 18 index = 019 output_df = pd.DataFrame(columns = ["event","team_id","opponent_id", "home/away", "opponent_difficulty","number_games"])20 21 for event in list(fixtures.event.unique()): 22 23 filter_event = fixtures[fixtures["event"]== event].copy()24 teams_list = list(filter_event.team_a) + list(filter_event.team_h)25 teams = []26 [teams.append(x) for x in teams_list if x not in teams]27 28 29 for team in teams:30 # triple gameweek logic not accounted for yet here, to be improved31 if (team in list(filter_event.team_a)) and (team in list(filter_event.team_h)):32 opponent_id = [filter_event[filter_event["team_a"]==team].team_h.values, \33 filter_event[filter_event["team_h"]==team].team_a.values] 34 opponent_difficulty = [filter_event[filter_event["team_a"]==team].team_a_difficulty.values, \35 filter_event[filter_event["team_h"]==team].team_h_difficulty.values] 36 home = [False, True] 37 38 39 elif team in list(filter_event.team_a):40 opponent_id = filter_event[filter_event["team_a"]==team].team_h.values 41 opponent_difficulty = filter_event[filter_event["team_a"]==team].team_a_difficulty.values42 home = False43 44 else:45 opponent_id = filter_event[filter_event["team_h"]==team].team_a.values46 opponent_difficulty = filter_event[filter_event["team_h"]==team].team_h_difficulty.values47 home = True48 49 output_df.loc[index,"event"] = event50 output_df.loc[index,"team_id"] = team51 output_df.loc[index,"opponent_id"] = np.array(opponent_id).flatten().tolist()52 output_df.loc[index,"home/away"] = np.array(home).flatten()53 output_df.loc[index,"opponent_difficulty"] = np.array(opponent_difficulty).flatten().sum()54 output_df.loc[index,"number_games"] = len(output_df.loc[index,"opponent_id"])55 index += 156 57 58 # filter the dataframe59 output_df = output_df[(output_df.event <= gameweek_B) & (output_df.event >= gameweek_A)] 60 # Add team names61 output_df['team'] = output_df.team_id.map(teams_df['team_data'].set_index('id').name)62 output_df_sums = output_df.groupby("team", as_index = False).sum()63 output_df_sums = output_df_sums[["team","opponent_difficulty", "number_games"]]64 return {'teams_list': output_df, "totals": output_df_sums}65 66 ...
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