CMS 3D CMS Logo
PileupJetIDParams_cfi.py
Go to the documentation of this file.
1 import FWCore.ParameterSet.Config as cms
2 from RecoJets.JetProducers.PileupJetIDCutParams_cfi import *
3 
4 
5 full_81x_chs = cms.PSet(
6  impactParTkThreshold = cms.double(1.),
7  cutBased = cms.bool(False),
8  etaBinnedWeights = cms.bool(True),
9  tmvaMethod = cms.string("JetIDMVAHighPt"),
10  version = cms.int32(-1),
11  nEtaBins = cms.int32(4),
12  trainings = cms.VPSet(
13  cms.PSet(
14  jEtaMin = cms.double(0.),
15  jEtaMax = cms.double(2.5),
16  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80XvarFix_Eta0to2p5_BDT.weights.xml.gz"),
17  tmvaVariables = cms.vstring(
18  "nvtx",
19  "dR2Mean" ,
20  "nParticles" ,
21  "nCharged" ,
22  "majW" ,
23  "minW",
24  "frac01" ,
25  "frac02" ,
26  "frac03" ,
27  "frac04" ,
28  "ptD" ,
29  "beta" ,
30  "pull" ,
31  "jetR" ,
32  "jetRchg" ,
33  )
34  ),
35  cms.PSet(
36  jEtaMin = cms.double(2.5),
37  jEtaMax = cms.double(2.75),
38  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80XvarFix_Eta2p5to2p75_BDT.weights.xml.gz"),
39  tmvaVariables = cms.vstring(
40  "nvtx",
41  "dR2Mean" ,
42  "nParticles" ,
43  "nCharged" ,
44  "majW" ,
45  "minW",
46  "frac01" ,
47  "frac02" ,
48  "frac03" ,
49  "frac04" ,
50  "ptD" ,
51  "beta" ,
52  "pull" ,
53  "jetR" ,
54  "jetRchg" ,
55  )
56  ),
57  cms.PSet(
58  jEtaMin = cms.double(2.75),
59  jEtaMax = cms.double(3.),
60  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80XvarFix_Eta2p75to3_BDT.weights.xml.gz"),
61  tmvaVariables = cms.vstring(
62  "nvtx",
63  "dR2Mean" ,
64  "nParticles" ,
65  "nCharged" ,
66  "majW" ,
67  "minW",
68  "frac01" ,
69  "frac02" ,
70  "frac03" ,
71  "frac04" ,
72  "ptD" ,
73  "beta" ,
74  "pull" ,
75  "jetR" ,
76  "jetRchg" ,
77  )
78  ),
79  cms.PSet(
80  jEtaMin = cms.double(3.),
81  jEtaMax = cms.double(5.),
82  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80XvarFix_Eta3to5_BDT.weights.xml.gz"),
83  tmvaVariables = cms.vstring(
84  "nvtx",
85  "dR2Mean" ,
86  "nParticles" ,
87  "majW" ,
88  "minW",
89  "frac01" ,
90  "frac02" ,
91  "frac03" ,
92  "frac04" ,
93  "ptD" ,
94  "pull" ,
95  "jetR" ,
96  )
97  ),
98  ),
99  tmvaSpectators = cms.vstring(
100  "jetPt" ,
101  "jetEta" ,
102  ),
103  JetIdParams = full_81x_chs_wp,
104  label = cms.string("full")
105 )
106 
107 
108 trainingVariables_102X_Eta0To3 = [
109  "nvtx" ,
110  "beta" ,
111  "dR2Mean" ,
112  "frac01" ,
113  "frac02" ,
114  "frac03" ,
115  "frac04" ,
116  "majW" ,
117  "minW" ,
118  "jetR" ,
119  "jetRchg" ,
120  "nParticles",
121  "nCharged" ,
122  "ptD" ,
123  "pull" ,
124  ]
125 trainingVariables_102X_Eta3To5 = list(trainingVariables_102X_Eta0To3)
126 trainingVariables_102X_Eta3To5.remove('beta')
127 trainingVariables_102X_Eta3To5.remove('jetRchg')
128 trainingVariables_102X_Eta3To5.remove('nCharged')
129 
130 full_102x_chs = full_81x_chs.clone(JetIdParams = full_102x_chs_wp)
131 full_102x_chs.trainings[0].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_102X_Eta0p0To2p5_chs_BDT.weights.xml.gz"
132 full_102x_chs.trainings[0].tmvaVariables = trainingVariables_102X_Eta0To3
133 full_102x_chs.trainings[1].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_102X_Eta2p5To2p75_chs_BDT.weights.xml.gz"
134 full_102x_chs.trainings[1].tmvaVariables = trainingVariables_102X_Eta0To3
135 full_102x_chs.trainings[2].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_102X_Eta2p75To3p0_chs_BDT.weights.xml.gz"
136 full_102x_chs.trainings[2].tmvaVariables = trainingVariables_102X_Eta0To3
137 full_102x_chs.trainings[3].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_102X_Eta3p0To5p0_chs_BDT.weights.xml.gz"
138 full_102x_chs.trainings[3].tmvaVariables = trainingVariables_102X_Eta3To5
139 
140 
141 trainingVariables_94X_Eta0To3 = list(trainingVariables_102X_Eta0To3)
142 trainingVariables_94X_Eta3To5 = list(trainingVariables_102X_Eta3To5)
143 full_94x_chs = full_81x_chs.clone(JetIdParams = full_94x_chs_wp)
144 full_94x_chs.trainings[0].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_94X_Eta0p0To2p5_chs_BDT.weights.xml.gz"
145 full_94x_chs.trainings[0].tmvaVariables = trainingVariables_94X_Eta0To3
146 full_94x_chs.trainings[1].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_94X_Eta2p5To2p75_chs_BDT.weights.xml.gz"
147 full_94x_chs.trainings[1].tmvaVariables = trainingVariables_94X_Eta0To3
148 full_94x_chs.trainings[2].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_94X_Eta2p75To3p0_chs_BDT.weights.xml.gz"
149 full_94x_chs.trainings[2].tmvaVariables = trainingVariables_94X_Eta0To3
150 full_94x_chs.trainings[3].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_94X_Eta3p0To5p0_chs_BDT.weights.xml.gz"
151 full_94x_chs.trainings[3].tmvaVariables = trainingVariables_94X_Eta3To5
152 
153 
154 trainingVariables_106X_Eta0To3 = list(trainingVariables_102X_Eta0To3)
155 trainingVariables_106X_Eta3To5 = list(trainingVariables_102X_Eta3To5)
156 full_106x_UL17_chs = full_81x_chs.clone(JetIdParams = full_106x_UL17_chs_wp)
157 full_106x_UL17_chs.trainings[0].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_UL17_Eta0p0To2p5_chs_BDT.weights.xml.gz"
158 full_106x_UL17_chs.trainings[0].tmvaVariables = trainingVariables_106X_Eta0To3
159 full_106x_UL17_chs.trainings[1].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_UL17_Eta2p5To2p75_chs_BDT.weights.xml.gz"
160 full_106x_UL17_chs.trainings[1].tmvaVariables = trainingVariables_106X_Eta0To3
161 full_106x_UL17_chs.trainings[2].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_UL17_Eta2p75To3p0_chs_BDT.weights.xml.gz"
162 full_106x_UL17_chs.trainings[2].tmvaVariables = trainingVariables_106X_Eta0To3
163 full_106x_UL17_chs.trainings[3].tmvaWeights = "RecoJets/JetProducers/data/pileupJetId_UL17_Eta3p0To5p0_chs_BDT.weights.xml.gz"
164 full_106x_UL17_chs.trainings[3].tmvaVariables = trainingVariables_106X_Eta3To5
165 
166 
167 full_106x_UL18_chs = full_106x_UL17_chs.clone(JetIdParams = full_106x_UL18_chs_wp)
168 for train in full_106x_UL18_chs.trainings:
169  train.tmvaWeights = train.tmvaWeights.value().replace("UL17", "UL18")
170 
171 
172 full_80x_chs = cms.PSet(
173  impactParTkThreshold = cms.double(1.),
174  cutBased = cms.bool(False),
175  etaBinnedWeights = cms.bool(True),
176  tmvaMethod = cms.string("JetIDMVAHighPt"),
177  version = cms.int32(-1),
178  nEtaBins = cms.int32(4),
179  trainings = cms.VPSet(
180  cms.PSet(
181  jEtaMin = cms.double(0.),
182  jEtaMax = cms.double(2.5),
183  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80X_Eta0to2p5_BDT.weights.xml.gz"),
184  tmvaVariables = cms.vstring(
185  "nvtx",
186  "dR2Mean" ,
187  "nParticles" ,
188  "nCharged" ,
189  "majW" ,
190  "minW",
191  "frac01" ,
192  "frac02" ,
193  "frac03" ,
194  "frac04" ,
195  "ptD" ,
196  "beta" ,
197  "pull" ,
198  "jetR" ,
199  "jetRchg" ,
200  )
201  ),
202  cms.PSet(
203  jEtaMin = cms.double(2.5),
204  jEtaMax = cms.double(2.75),
205  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80X_Eta2p5to2p75_BDT.weights.xml.gz"),
206  tmvaVariables = cms.vstring(
207  "nvtx",
208  "dR2Mean" ,
209  "nParticles" ,
210  "nCharged" ,
211  "majW" ,
212  "minW",
213  "frac01" ,
214  "frac02" ,
215  "frac03" ,
216  "frac04" ,
217  "ptD" ,
218  "beta" ,
219  "pull" ,
220  "jetR" ,
221  "jetRchg" ,
222  )
223  ),
224  cms.PSet(
225  jEtaMin = cms.double(2.75),
226  jEtaMax = cms.double(3.),
227  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80X_Eta2p75to3_BDT.weights.xml.gz"),
228  tmvaVariables = cms.vstring(
229  "nvtx",
230  "dR2Mean" ,
231  "nParticles" ,
232  "nCharged" ,
233  "majW" ,
234  "minW",
235  "frac01" ,
236  "frac02" ,
237  "frac03" ,
238  "frac04" ,
239  "ptD" ,
240  "beta" ,
241  "pull" ,
242  "jetR" ,
243  "jetRchg" ,
244  )
245  ),
246  cms.PSet(
247  jEtaMin = cms.double(3.),
248  jEtaMax = cms.double(5.),
249  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_80X_Eta3to5_BDT.weights.xml.gz"),
250  tmvaVariables = cms.vstring(
251  "nvtx",
252  "dR2Mean" ,
253  "nParticles" ,
254  "majW" ,
255  "minW",
256  "frac01" ,
257  "frac02" ,
258  "frac03" ,
259  "frac04" ,
260  "ptD" ,
261  "pull" ,
262  "jetR" ,
263  )
264  ),
265  ),
266  tmvaSpectators = cms.vstring(
267  "jetPt" ,
268  "jetEta" ,
269  ),
270  JetIdParams = full_80x_chs_wp,
271  label = cms.string("full")
272 )
273 
274 
275 full_76x_chs = cms.PSet(
276  impactParTkThreshold = cms.double(1.) ,
277  cutBased = cms.bool(False),
278  etaBinnedWeights = cms.bool(True),
279  nEtaBins = cms.int32(4),
280  trainings = cms.VPSet(
281  cms.PSet(
282  jEtaMin = cms.double(0.),
283  jEtaMax = cms.double(2.5),
284  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_76x_Eta0to2p5_BDT.weights.xml.gz"),
285  tmvaVariables = cms.vstring(
286  "nvtx",
287  "dR2Mean" ,
288  "nParticles" ,
289  "nCharged" ,
290  "majW" ,
291  "minW",
292  "frac01" ,
293  "frac02" ,
294  "frac03" ,
295  "frac04" ,
296  "ptD" ,
297  "beta" ,
298  "pull" ,
299  "jetR" ,
300  "jetRchg" ,
301  )
302  ),
303  cms.PSet(
304  jEtaMin = cms.double(2.5),
305  jEtaMax = cms.double(2.75),
306  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_76x_Eta2p5to2p75_BDT.weights.xml.gz"),
307  tmvaVariables = cms.vstring(
308  "nvtx",
309  "dR2Mean" ,
310  "nParticles" ,
311  "nCharged" ,
312  "majW" ,
313  "minW",
314  "frac01" ,
315  "frac02" ,
316  "frac03" ,
317  "frac04" ,
318  "ptD" ,
319  "beta" ,
320  "pull" ,
321  "jetR" ,
322  "jetRchg" ,
323  )
324  ),
325  cms.PSet(
326  jEtaMin = cms.double(2.75),
327  jEtaMax = cms.double(3.),
328  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_76x_Eta2p75to3_BDT.weights.xml.gz"),
329  tmvaVariables = cms.vstring(
330  "nvtx",
331  "dR2Mean" ,
332  "nParticles" ,
333  "nCharged" ,
334  "majW" ,
335  "minW",
336  "frac01" ,
337  "frac02" ,
338  "frac03" ,
339  "frac04" ,
340  "ptD" ,
341  "beta" ,
342  "pull" ,
343  "jetR" ,
344  "jetRchg" ,
345  )
346  ),
347  cms.PSet(
348  jEtaMin = cms.double(3.),
349  jEtaMax = cms.double(5.),
350  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/pileupJetId_76x_Eta3to5_BDT.weights.xml.gz"),
351  tmvaVariables = cms.vstring(
352  "nvtx",
353  "dR2Mean" ,
354  "nParticles" ,
355  "majW" ,
356  "minW",
357  "frac01" ,
358  "frac02" ,
359  "frac03" ,
360  "frac04" ,
361  "ptD" ,
362  "pull" ,
363  "jetR" ,
364  )
365  ),
366  ),
367  tmvaMethod = cms.string("JetIDMVAHighPt"),
368  version = cms.int32(-1),
369  tmvaSpectators = cms.vstring(
370  "jetPt" ,
371  "jetEta" ,
372  ),
373  JetIdParams = full_76x_chs_wp,
374  label = cms.string("full")
375  )
376 
377 full_74x_chs = cms.PSet(
378  impactParTkThreshold = cms.double(1.) ,
379  cutBased = cms.bool(False),
380  etaBinnedWeights = cms.bool(True),
381  nEtaBins = cms.int32(4),
382  trainings = cms.VPSet(
383  cms.PSet(
384  jEtaMin = cms.double(0.),
385  jEtaMax = cms.double(2.),
386  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_BDTG.weights_jteta_0_2_newNames.xml.gz"),
387  tmvaVariables = cms.vstring(
388  "dR2Mean" ,
389  "rho" ,
390  "nParticles" ,
391  "nCharged" ,
392  "majW" ,
393  "minW",
394  "frac01" ,
395  "frac02" ,
396  "frac03" ,
397  "frac04" ,
398  "ptD" ,
399  "beta" ,
400  "betaStar" ,
401  "pull" ,
402  "jetR" ,
403  "jetRchg" ,
404  )
405  ),
406  cms.PSet(
407  jEtaMin = cms.double(2.),
408  jEtaMax = cms.double(2.5),
409  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_BDTG.weights_jteta_2_2p5_newNames.xml.gz"),
410  tmvaVariables = cms.vstring(
411  "dR2Mean" ,
412  "rho" ,
413  "nParticles" ,
414  "nCharged" ,
415  "majW" ,
416  "minW",
417  "frac01" ,
418  "frac02" ,
419  "frac03" ,
420  "frac04" ,
421  "ptD" ,
422  "beta" ,
423  "betaStar" ,
424  "pull" ,
425  "jetR" ,
426  "jetRchg" ,
427  )
428  ),
429  cms.PSet(
430  jEtaMin = cms.double(2.5),
431  jEtaMax = cms.double(3.),
432  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_BDTG.weights_jteta_2p5_3_newNames.xml.gz"),
433  tmvaVariables = cms.vstring(
434  "dR2Mean" ,
435  "rho" ,
436  "nParticles" ,
437  "nCharged" ,
438  "majW" ,
439  "minW",
440  "frac01" ,
441  "frac02" ,
442  "frac03" ,
443  "frac04" ,
444  "ptD" ,
445  "beta" ,
446  "betaStar" ,
447  "pull" ,
448  "jetR" ,
449  "jetRchg" ,
450  )
451  ),
452  cms.PSet(
453  jEtaMin = cms.double(3.),
454  jEtaMax = cms.double(5.),
455  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_BDTG.weights_jteta_3_5_newNames.xml.gz"),
456  tmvaVariables = cms.vstring(
457  "dR2Mean" ,
458  "rho" ,
459  "nParticles" ,
460  "majW" ,
461  "minW",
462  "frac01" ,
463  "frac02" ,
464  "frac03" ,
465  "frac04" ,
466  "ptD" ,
467  "pull" ,
468  "jetR" ,
469  )
470  ),
471  ),
472  version = cms.int32(-1),
473  tmvaSpectators = cms.vstring(
474  "jetPt" ,
475  "jetEta" ,
476  "nTrueInt" ,
477  "dRMatch" ,
478  ),
479  JetIdParams = full_74x_chs_wp,
480  label = cms.string("full")
481  )
482 
483 full_53x = cms.PSet(
484  impactParTkThreshold = cms.double(1.) ,
485  cutBased = cms.bool(False),
486  etaBinnedWeights = cms.bool(False),
487  tmvaWeights = cms.FileInPath("CondFormats/JetMETObjects/data/TMVAClassificationCategory_JetID_53X_Dec2012.weights.xml"),
488  tmvaMethod = cms.string("JetIDMVAHighPt"),
489  version = cms.int32(-1),
490  tmvaVariables = cms.vstring(
491  "nvtx" ,
492  "dZ" ,
493  "beta" ,
494  "betaStar" ,
495  "nCharged" ,
496  "nNeutrals",
497  "dR2Mean" ,
498  "ptD" ,
499  "frac01" ,
500  "frac02" ,
501  "frac03" ,
502  "frac04" ,
503  "frac05" ,
504  ),
505  tmvaSpectators = cms.vstring(
506  "jetPt",
507  "jetEta",
508  "jetPhi"
509  ),
510  JetIdParams = full_53x_wp,
511  label = cms.string("full53x")
512  )
513 
514 full_53x_chs = cms.PSet(
515  impactParTkThreshold = cms.double(1.) ,
516  cutBased = cms.bool(False),
517  etaBinnedWeights = cms.bool(False),
518  tmvaWeights = cms.FileInPath("CondFormats/JetMETObjects/data/TMVAClassificationCategory_JetID_53X_chs_Dec2012.weights.xml"),
519  #tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_JetID_53X_chs_Dec2012.weights.xml"),
520  tmvaMethod = cms.string("JetIDMVAHighPt"),
521  version = cms.int32(-1),
522  tmvaVariables = cms.vstring(
523  "nvtx" ,
524  "dZ" ,
525  "beta" ,
526  "betaStar" ,
527  "nCharged" ,
528  "nNeutrals",
529  "dR2Mean" ,
530  "ptD" ,
531  "frac01" ,
532  "frac02" ,
533  "frac03" ,
534  "frac04" ,
535  "frac05" ,
536  ),
537  tmvaSpectators = cms.vstring(
538  "jetPt",
539  "jetEta",
540  "jetPhi"
541  ),
542  JetIdParams = full_53x_chs_wp,
543  label = cms.string("full")
544  )
545 
546 met_53x = cms.PSet(
547  impactParTkThreshold = cms.double(1.) ,
548  cutBased = cms.bool(False),
549  etaBinnedWeights = cms.bool(False),
550  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_JetID_MET_53X_Dec2012.weights.xml.gz"),
551  tmvaMethod = cms.string("JetIDMVAMET"),
552  version = cms.int32(-1),
553  tmvaVariables = cms.vstring(
554  "nvtx" ,
555  "jetPt" ,
556  "jetEta" ,
557  "jetPhi" ,
558  "dZ" ,
559  "beta" ,
560  "betaStar" ,
561  "nCharged" ,
562  "nNeutrals",
563  "dR2Mean" ,
564  "ptD" ,
565  "frac01" ,
566  "frac02" ,
567  "frac03" ,
568  "frac04" ,
569  "frac05" ,
570  ),
571  tmvaSpectators = cms.vstring(),
572  JetIdParams = met_53x_wp,
573  label = cms.string("met53x")
574  )
575 
576 full_5x = cms.PSet(
577  impactParTkThreshold = cms.double(1.) ,
578  cutBased = cms.bool(False),
579  etaBinnedWeights = cms.bool(False),
580  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassificationCategory_JetID_MET_53X_Dec2012.weights.xml.gz"),
581  tmvaMethod = cms.string("BDT_fullPlusRMS"),
582  version = cms.int32(-1),
583  tmvaVariables = cms.vstring(
584  "frac01",
585  "frac02",
586  "frac03",
587  "frac04",
588  "frac05",
589  "dR2Mean",
590  "nvtx",
591  "nNeutrals",
592  "beta",
593  "betaStar",
594  "dZ",
595  "nCharged",
596  ),
597  tmvaSpectators = cms.vstring(
598  "jetPt",
599  "jetEta",
600  ),
601  JetIdParams = full_5x_wp,
602  label = cms.string("full")
603  )
604 
605 
606 full_5x_chs = cms.PSet(
607  impactParTkThreshold = cms.double(1.) ,
608  cutBased = cms.bool(False),
609  etaBinnedWeights = cms.bool(False),
610  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/TMVAClassification_5x_BDT_chsFullPlusRMS.weights.xml.gz"),
611  tmvaMethod = cms.string("BDT_chsFullPlusRMS"),
612  version = cms.int32(-1),
613  tmvaVariables = cms.vstring(
614  "frac01",
615  "frac02",
616  "frac03",
617  "frac04",
618  "frac05",
619  "dR2Mean",
620  "nvtx",
621  "nNeutrals",
622  "beta",
623  "betaStar",
624  "dZ",
625  "nCharged",
626  ),
627  tmvaSpectators = cms.vstring(
628  "jetPt",
629  "jetEta",
630  ),
631  JetIdParams = full_5x_chs_wp,
632  label = cms.string("full")
633  )
634 
635 
636 cutbased = cms.PSet(
637  impactParTkThreshold = cms.double(1.),
638  cutBased = cms.bool(True),
639  JetIdParams = PuJetIdCutBased_wp,
640  label = cms.string("cutbased")
641  )
642 
643 
644 PhilV1 = cms.PSet(
645  impactParTkThreshold = cms.double(1.) ,
646  cutBased = cms.bool(False),
647  etaBinnedWeights = cms.bool(False),
648  tmvaWeights = cms.FileInPath("RecoJets/JetProducers/data/mva_JetID_v1.weights.xml.gz"),
649  tmvaMethod = cms.string("JetID"),
650  version = cms.int32(-1),
651  tmvaVariables = cms.vstring(
652  "nvtx",
653  "jetPt",
654  "jetEta",
655  "jetPhi",
656  "dZ",
657  "d0",
658  "beta",
659  "betaStar",
660  "nCharged",
661  "nNeutrals",
662  "dRMean",
663  "frac01",
664  "frac02",
665  "frac03",
666  "frac04",
667  "frac05",
668  ),
669  tmvaSpectators = cms.vstring(),
670  JetIdParams = JetIdParams,
671  label = cms.string("philv1")
672 )
673 
PileupJetIDCutParams_cfi
python.rootplot.root2matplotlib.replace
def replace(string, replacements)
Definition: root2matplotlib.py:444
Generated for CMSSW Reference Manual by doxygen 1.8.16