Two-Dimensional simultaneous fits

Look here

General

Currently (2020-08-24) the two dimensional fits are set up as follows.

1. Binning in BDT and η is chosen. Example: 2 bins in BDT with edges {0.1439, 0.2455, 1} times 2 bins in η with edges {0, 0.75, 2.5}

2. Evolution prototypes are fited individually, taking into account binning in one variable at a time. Example: BDT evolution prototype with datasets binned in BDT as {0.1439, 0.2455, 1} and full-range in η and vice versa for an η prototype.

3. Evolution parameters for BDT/η evolution in the simultaneous fit are initiated with values obtained from these prototypes (i.e. evolution in one variable is not affected by binning in the other). The constant term of a 2D evolution is introduced as a single variable initiated with and average of constant terms of BDT and η evolutions.

4. Simultaneous fit is performed with all desired dependecies.

5. Evolution of a parameter is projected on the initializing prototype.

UPDATE October 2020 - point 3. no longer holds

The plane-evolution parameters are now obtained by fitting a plane to the two prototype lines. This means translating the a +b*avBDT, c + d*avEta lines into a plane parametrized as alpha + beta*BDT + gamma*eta. It is fitted by minimizing chi2 between the prototype lines in the points avBDT, avEta in the bdt/eta prototype bins and the average of the plane values for all entries of the respective bin, as a function of alpha, beta, gamma. The x error is the error on the prototype bin mean.

Background unblinded MC: 2 BDT X 2 η Bins, constant evolutions

Fit Log: fitLog_2Dev_constExpConst_constSlope_2BDT2ETA.txt

  BDT Bins
η Bins
massPlot BDT1ETA1 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
Mass fit BDT1 Eta1
massPlot BDT2ETA1 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
Mass fit BDT2 Eta1
massPlot BDT1ETA2 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
Mass fit BDT1 Eta2
massPlot BDT2ETA2 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
Mass fit BDT2 Eta2

Prototype Evolution plots
evPlot expConst bdt 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
expConst vs. BDT
evPlot slope bdt 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
slope vs. BDT
evPlot expConst eta 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
expConst vs. Eta
evPlot slope eta 2Dev constExpConst constSlope 2BDT2ETA FIXED.png
expConst vs. Eta

Background unblinded MC: 4 BDT X 2 η Bins, both constant in η, slope linear in BDT

Fit Log: fitLog_2Dev_constExpConst_constSlope_4BDT2ETA.txt

  BDT Bins
η Bins
massPlot BDT1ETA1 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT1 Eta1
massPlot BDT2ETA1 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT2 Eta1
massPlot BDT3ETA1 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT3 Eta1
massPlot BDT4ETA1 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT4 Eta1
massPlot BDT1ETA2 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT1 Eta2
massPlot BDT2ETA2 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT2 Eta2
massPlot BDT3ETA2 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT3 Eta2
massPlot BDT4ETA2 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
Mass fit BDT4 Eta2

Prototype Evolution plots
evPlot expConst bdt 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
expConst vs. BDT
evPlot slope bdt 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
slope vs. BDT
evPlot expConst eta 2Dev constExpConst constSlope 4BDT2ETA FIXED.png
expConst vs. Eta
 
AFTER plane-initialization update

Fit Log: fitLog.txt

  BDT Bins
η Bins
massPlot BDT1ETA1 plane check 2EtaX4BDT.png
Mass fit BDT1 Eta1
massPlot BDT2ETA1 plane check 2EtaX4BDT.png
Mass fit BDT2 Eta1
massPlot BDT3ETA1 plane check 2EtaX4BDT.png
Mass fit BDT3 Eta1
massPlot BDT4ETA1 plane check 2EtaX4BDT.png
Mass fit BDT4 Eta1
massPlot BDT1ETA2 plane check 2EtaX4BDT.png
Mass fit BDT1 Eta2
massPlot BDT2ETA2 plane check 2EtaX4BDT.png
Mass fit BDT2 Eta2
massPlot BDT3ETA2 plane check 2EtaX4BDT.png
Mass fit BDT3 Eta2
massPlot BDT4ETA2 plane check 2EtaX4BDT.png
Mass fit BDT4 Eta2

Prototype Evolution plots
expConst bdtEv plane check 2EtaX4BDT.png
expConst vs. BDT
slope bdtEv plane check 2EtaX4BDT.png
slope vs. BDT
expConst etaEv plane check 2EtaX4BDT.png
expConst vs. Eta
 

Background unblinded MC: 4 BDT X 3 Eta Bins

The evolutions are chosen based on the evolution plots. Wherever the linear fit to the parameter of interest has larger p-value than constant, it is used, and vice versa. When the fit does not converge, the parameters with reasonable constant evolution are used instead of the linear one.

This only converged with slope being linear in BDT. Moreover, NLL minimization through MIGRAD had to be utilized, otherwise the fit had nonzero exit statuses from minimize and hesse.

Fit Log:

  BDT Bins
η Bins
massPlot BDT1ETA1 plane check 3EtaX4BDT.png
Mass fit BDT1 Eta1
massPlot BDT2ETA1 plane check 3EtaX4BDT.png
Mass fit BDT2 Eta1
massPlot BDT3ETA1 plane check 3EtaX4BDT.png
Mass fit BDT3 Eta1
massPlot BDT4ETA1 plane check 3EtaX4BDT.png
Mass fit BDT4 Eta1
massPlot BDT1ETA2 plane check 3EtaX4BDT.png
Mass fit BDT1 Eta2
massPlot BDT2ETA2 plane check 3EtaX4BDT.png
Mass fit BDT2 Eta2
massPlot BDT3ETA2 plane check 3EtaX4BDT.png
Mass fit BDT3 Eta2
massPlot BDT4ETA2 plane check 3EtaX4BDT.png
Mass fit BDT4 Eta2
massPlot BDT1ETA3 plane check 3EtaX4BDT.png
Mass fit BDT1 Eta3
massPlot BDT2ETA3 plane check 3EtaX4BDT.png
Mass fit BDT2 Eta3
massPlot BDT3ETA3 plane check 3EtaX4BDT.png
Mass fit BDT3 Eta3
massPlot BDT4ETA3 plane check 3EtaX4BDT.png
Mass fit BDT4 Eta3

Prototype Evolution plots
expConstEv bdt plane check 3EtaX4BDT.png
expConst vs. BDT
slopeEv bdt plane check 3EtaX4BDT.png
slope vs. BDT
expConstEv eta plane check 3EtaX4BDT.png
expConst vs. Eta
 

Candidate count initialization with a plane

The simultaneous fits in certain cases were failing due to wrong indiviual fits in the 2D binning, which propagated to the simultaneous fit starting values of the combinatorial/sssv candidate counts (extended parameters). These were the only remaining parameters still initialized by a result of the individual 2D fits, which, with lower statistics, tend to fail/behave unexpectedly more often. A similar approach as for the initialization of the shape parameter dependences was employed for this - based on the 1D binned prototypes. A fraction of nComb and nSSSV was studied in the BDT / eta binning, and a plane was fitted to these dependences. Then, with a fraction of nComb/nSSSV as a function of bdt and eta, the starting values of nComb and nSSSV for the simultaneous fit are calculated by multiplying these fractions by the total number of entries in a given 2D bin. This is only used for the initialization, and the counts are further unconstrained in the simultaneous fit. Should any of the components be initialized with a negative number, zero is used instead. With this initialization, the fit converges with both constant and linear dependences of the parameters in BDT and eta in the following 3x3 binning example.

2D linear ("pol1" in both bdt and eta) dependence of the SSSV/comb fractions was used for the intialization.

3 bins in eta, 3 in bdt, slope and expConst linear in both

fitLog: fitLog_3EtaX3BDT.txt

nComb/nSSSV initialization
combFrac evolution bdt 3x3.png
fraction of nComb in BDT
combFrac evolution eta 3x3.png
fraction of nComb in eta
SSSVFrac evolution 3x3.png
fractio of SSSV in BDT
SSSVFrac evolution eta 3x3.png
fractio of SSSV in BDT
  BDT Bins
η Bins
massPlot BDT1ETA1 plane check 3EtaX3BDT.png
Mass fit BDT1 Eta1
massPlot BDT2ETA1 plane check 3EtaX3BDT.png
Mass fit BDT2 Eta1
massPlot BDT3ETA1 plane check 3EtaX3BDT.png
Mass fit BDT3 Eta1
massPlot BDT1ETA2 plane check 3EtaX3BDT.png
Mass fit BDT1 Eta2
massPlot BDT2ETA2 plane check 3EtaX3BDT.png
Mass fit BDT2 Eta2
massPlot BDT3ETA2 plane check 3EtaX3BDT.png
Mass fit BDT3 Eta2
massPlot BDT1ETA3 plane check 3EtaX3BDT.png
Mass fit BDT1 Eta3
massPlot BDT2ETA3 plane check 3EtaX3BDT.png
Mass fit BDT2 Eta3
massPlot BDT3ETA3 plane check 3EtaX3BDT.png
Mass fit BDT3 Eta3
Prototype Evolution plots
expConstEv bdt 3EtaX3BDT.png
expConst vs. BDT
slopeEv bdt 3EtaX3BDT.png
slope vs. BDT
expConstEv eta 3EtaX3BDT.png
expConst vs. Eta
slopeEv eta 3EtaX3BDT.png
slope vs. Eta

4 bins in BDT, 3 bins in eta, parameters constant in both

In order to save space here, I'm not uploading the mass fits at the moment, only the evolution plots

Black points - individual fits, red line - constant fit to black points, green line - linear fit to black points, purple points - simultaneous fit evolution

fit log: fitLog_3x4_allconst.txt

Prototype Evolution plots
expConstEv bdt 3x4 allConst.png
expConst vs. BDT
slopeEv bdt 3x4 allConst.png
slope vs. BDT
expConstEv eta 3x4 allConst.png
expConst vs. ETA
slopeEv eta 3x4 allConst.png
slope vs. ETA

4 bins in BDT, 3 bins in eta, parameters linear in both - will supply pictures once it's clear how to plot them

The fit converges, but it's necessary to run migrad twice in this case to get exit status 0.

Black points - individual fits, red line - constant fit to black points, green line - linear fit to black points, purple points - simultaneous fit evolution

fit log: fitLog_3x4.txt

Prototype Evolution plots
expConstEv bdt 4BDTx3Eta allLin.png
expConst vs. BDT
slopeEv bdt allLin 4BDTx3ETA.png
slope vs. BDT
expConstEv eta 4BDTx3Eta allLin.png
expConst vs. ETA
slopeEv eta 4BDTx3Eta allLin.png
slope vs. ETA

4 bins in BDT, 3 bins in eta, expConst constant in BDT

In this setting, i.e. keeping expConst constant in BDT with other constraints linear, the fit converges gently in the first go.

Black points - individual fits, red line - constant fit to black points, green line - linear fit to black points, purple points - simultaneous fit evolution

fit log: fitLog_expConst-bdtconst.txt

Prototype Evolution plots
expConstEv bdt expConst-bdtconst 3EtaX4BDT.png
expConst vs. BDT
slopeEv bdt expConst-bdtconst 3EtaX4BDT.png
slope vs. BDT
expConstEv eta expConst-bdtconst 3EtaX4BDT.png
expConst vs. ETA
slopeEv eta expConst-bdtconst 3EtaX4BDT.png
slope vs. ETA
Mass plots: plotSheet_expConst-bdtConst_4BDTx3ETA.png
This particular setting was fitted also with the default RooFit "fitTo" method using Minimize to cross-check if it gives the same results as Migrad minimization through first building the NLL out of the simultaneous pdf instance RooSimultaneous. Same results were obtained. The latter approach seems to be more stable in certain cases and allows for multiple calls of Migrad, and therefore will be used preferentially. It was also used in the 15/16 analysis fit.

6 bins in BDT, 5 bins in eta, expConst constant in BDT

In this setting, i.e. keeping expConst constant in BDT with other constraints linear, the fit converges, but fits negative SSSV event number in BDT_1_ETA_2 bin.

Black points - individual fits, red line - constant fit to black points, green line - linear fit to black points, purple points - simultaneous fit evolution

fit log: fitLog_bkg_6BDTx5ETA.txt

Prototype Evolution plots
expConstEv bdt 6BDTx5ETA.png
expConst vs. BDT
slopeEv bdt 6BDTx5ETA.png
slope vs. BDT
expConstEv eta 6BDTx5ETA.png
expConst vs. ETA
slopeEv eta 6BDTx5ETA.png
slope vs. ETA
Mass plots: plotSheet_bkg_6BDTx5ETA.png

Bs parameter evolution updated & revised

The signal model was up to now only fitted with a ROOT functional model in the individual fits. The RooFit step was then introduced to the signal fitting as well to be consistent in tools with the background fitting. The revised signal parameter evolutions with BDT and Eta of the RooFit step of the individual fits are summarized below:

evolution bdt signal all.png
BDT evolution of signal model parameters
evolution eta signal all.png
Eta evolution of signal model parameters
The evolutions are chosen based on the evolution plots. Wherever the linear fit to the parameter of interest has larger p-value than constant, it is used, and vice versa. When the fit does not converge, the parameters with reasonable constant evolution are used instead of the linear one.
signal evolution in BDT - M1 and M2 constant, rest linear

Based on the evolution plots above, these evolutions were tested in the fit in BDT bins only.

Fit log: fitLog_signalSim_bdt.txt

massPlot BDT1ETA1 signalSim 4BDT.png
Mass fit BDT1 Eta1
massPlot BDT2ETA1 signalSim 4BDT.png
Mass fit BDT2 Eta1
massPlot BDT3ETA1 signalSim 4BDT.png
Mass fit BDT3 Eta1
massPlot BDT4ETA1 signalSim 4BDT.png
Mass fit BDT4 Eta1
evolution bdt signalSim 4BDT.png
bdt evolution of signal model parameters

signal evolution in ETA - M1 and M2 constant, rest linear

the M1 and M2 parameters are again made constant, rest of the parameters is linear

Based on the evolution plots above, these evolutions were tested in the fit in BDT bins only.

Fit log: signal_1BDTx3ETA.txt

massPlot BDT1ETA1 signal 1BDTx3ETA.png
Mass fit BDT1 Eta1
massPlot BDT1ETA2 signal 1BDTx3ETA.png
Mass fit BDT2 Eta1
massPlot BDT1ETA3 signal 1BDTx3ETA.png
Mass fit BDT3 Eta1
 
evolution eta signal 1BDTx3ETA.png
eta evolution of signal model parameters

2D signal fits

3 BDT bins 3 ETA bins, M1 and M2 constant in both, rest linear in both

This fit converged properly after merging the top two BDT bins

Fit log: fitLog_signal_3BDTx3ETA.txt

plotSheet signal 3BDTx3ETA.png
Mass fits
evolution bdt signal 3BDTx3ETA.png
parameter evolution in BDT
evolution eta signal 3BDTx3ETA.png
parameter evolution in ETA
evPlot S1 bdt 3BDTx3ETA.png
S1 evolution in BDT - wrongly plotted in previous picture
THE SAME SETTING FAILS WITH TOP 2 BDT BINS NOT MERGED INTO ONE

4 BDT bins 3 ETA bins, M1 and M2 constant in both, S1, S2, f1 constant in bdt only, rest linear in both

With stricter constraints, this converges in 4BDTx3ETA default binning

Fit log: fitLog_signal_4BDTx3ETA.txt

plotSheet signal 4BDTx3ETA.png
Mass fits
evolution bdt signal 4BDTx3ETA.png
parameter evolution in BDT
evolution eta signal 4BDTx3ETA.png
parameter evolution in ETA

4 BDT bins 4 ETA bins, M1 and M2 constant in both, S1, S2, f1 constant in bdt only, rest linear in both

The same constraints were tested also in 4-by-4 binning:

EtaBins = {0,0.75,1.5,2.,2.5}

BDTBins = {0.1439,0.2455,0.3312,0.4163,1}

Fit log: fitLog_signal_4BDTx4ETA.txt

plotSheet signal 4BDTx4ETA.png
Mass fits
evolution bdt signal 4BDTx4ETA.png
parameter evolution in BDT
evolution eta signal 4BDTx4ETA.png
parameter evolution in ETA

6 BDT bins 5 ETA bins, M1 and M2 constant in both, S1, S2, f1 constant in bdt only, rest linear in both

To check stability wrt. binning, the same constraints were tested also in 6-by-5 binning:

EtaBins = {0,0.75,1.25,1.6,2.,2.5}

BDTBins = {0.1439,0.2,0.2455,0.3,0.3312,0.4163,1};

Fit log: fitLog_signal_6BDTx5ETA.txt

plotSheet signal 6BDTx5ETA.png
Mass fits
evolution bdt signal 6BDTx5ETA.png
parameter evolution in BDT
evolution eta signal 6BDTx5ETA.png
parameter evolution in ETA

Bd component

Evolution of shape parameters in BDT/Eta prototypes

These are the evolutions (black - individual fit results, red - constant fit to black points, green - linear fit to black points)

evolution bdt BdCheck 4BDTx3Eta.png
BDT evolution of signal model parameters
evolution eta BdCheck 4BDTx3Eta.png
Eta evolution of signal model parameters

Based on these, let's try following evolutions:

  BDT ETA
M1 const const
S1 const lin
M2 const lin
S2 const lin
M3 lin const
S3 lin lin
f1 const const
f2 lin lin

4BDT x 3Eta default binning with the above evolutions

fitLog: fitLog_BdCheck_sim_4BDTx3Eta.txt

plotSheet BdCheck sim 4BDTx3Eta.png
Mass fits
evolution bdt BdCheck sim 4BDTx3Eta.png
parameter evolution in BDT
evolution eta BdCheck sim 4BDTx3Eta.png
parameter evolution in ETA

Revision of signal fit models

So far, a final step of the individual fitting was three gaussians with all parameters free. The before-final step is gaussian with common mean of two narrower gaussians. It could be viable to build the model with the pre-final step, i.e. with the common mean. The comparison of those two steps in the 4 BDT bin and 3 Eta bin prototypes follows.

Bs_modelComp_BDT.pdf, fitLog_individual_BDT.txt

Bs_modelComp_ETA.pdf, fitLog_individual_ETA.txt

Simultaneous fit to Bs MC in 4BDTx3Eta bins with common means of Gaussian 1 and 2

Based on the evolutions extracted from individual fits:

evolution bdt commonMeanCheck 4BDTx3Eta.png
BDT evolution
evolution eta commonMeanCheck 4BDTx3Eta.png
Eta evolution
The evolutions of all parameters were set to be linear except the evolution of the common mean in eta, which was set constant. The result:

Fit log: fitLog_commonMean_4BDTx3ETA.txt

plotSheet commonMeanCheck 4BDTx3Eta.png
Mass fits
evolution bdt sim commonMeanCheck 4BDTx3Eta.png
BDT evolution
evolution eta sim commonMeanCheck 4BDTx3Eta.png
Eta evolution

Updated evolution plots containing projections of all bins in the sample - blue points correspond to values of the respective parameter on the evolution plane in the point of the corresponding average BDT and Eta. Increasing bin number is represented by darker colour. Example: in BDT evolution plot of S2, there are three blue points in each BDT bin. The lightest blue corresponds to the S2 calculated in the considered BDT bin and first Eta bin, i.e. for say BDT bin 2 this is the value in bin [2, 1], etc. Black points still correspond to the prototype results of individual fits of sample binned in one direction only

evolution bdt commonMeanCheck update 4BDTx3Eta.png
BDT evolution
evolution eta commonMeanCheck update 4BDTx3Eta.png
Eta evolution

Simultaneous fit to Bs MC in 4BDTx3Eta bins with common means of G1&G2, all evolutions linear

The only constant parameter from above - the eta dependence of the common mean - has been allowed to evolve linearly.

Fit log: fitLog_evolution_bdt_commonMeanCheck_constraints_allLin_4BDTx3Eta.txt

plotSheet commonMeanCheck constraints allLin 4BDTx3Eta.png
Mass fits
evolution bdt commonMeanCheck constraints allLin 4BDTx3Eta.png
BDT evolution
evolution eta commonMeanCheck constraints allLin 4BDTx3Eta.png
Eta evolution

Simultaneous fits of signal components - aim for stability

The above setting with all parameters linear in both variables proved to be unstable when fitted to a different binning.

Releasing the dependencies one-by one, i.e. starting with several parameters constant and releasing them one by one to be linear in a given variable did not help.

A stable settings with minimal constant dependencies was found to have Sigma 2 and f2 constant in BDT.

Check on Bs:

binning mass plots evolution plots- BDT evolution plots - eta fit log
4 BDT X 3 ETA fitLog_Bs_stabilityShowcase_4BDTx3ETA.txt
6 BDT X 5 ETA fitLog_Bs_stabilityShowcase_6BDTx5ETA.txt
This fit model unfortunately doesn't work well for the 6x5 binning with Bd, despite being quite stable in Bs...

Meanwhile - problems with generation in RooCategories - when it's supposed to generate 0, it generates the extended term-number of events.

Simultaneous fits of signal components: initialization finer binning with coarser - all parameters linear in both BDT and Eta

Another approach that could lead to more stable fits is to initialize finer binning with result of coarser. Since the model with all evolutions linear in both BDT and Eta converges in the "default" 4BDT X 3ETA binning, the result of this will be used to initialize evolutions in 6X5 binning.

This indeed converges in both Bs and Bd case:

sample mass plots evolution plots- BDT evolution plots - eta fit log
Bs - 6 BDT X 5 ETA fitLog_Bs_allLin_FRinit_6BDTX5ETA.txt
Bd - 6 BDT X 5 ETA fitLog_Bd_allLin_FRinit_6BDTx5ETA.txt

A cross-check has been performed: all the pdfs in the simultaneous pdf were added together into a single bin to be compared against the individual fit over the entire dataset. This was done for 1) all simFit evolutions constant (expecting to get the same result as from individual fit) 2) all simFit evolutions linear (expecting to get better agreement with the MC than the individual fit)

Bs
Bd

-- OndrejKovanda - 2020-08-24

Topic attachments
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PDFpdf Bs_modelComp_BDT.pdf r1 manage 1144.4 K 2020-11-23 - 17:57 OndrejKovanda  
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PNGpng evolution_eta_Bs_allLin_FRinit_6BDTx5Eta.png r1 manage 341.0 K 2021-01-18 - 17:16 OndrejKovanda  
PNGpng evolution_eta_Bs_stabilityShowcase_4BDTx3Eta.png r1 manage 328.0 K 2021-01-06 - 20:12 OndrejKovanda  
PNGpng evolution_eta_Bs_stabilityShowcase_6BDTx5Eta.png r1 manage 335.4 K 2021-01-06 - 20:12 OndrejKovanda  
PNGpng evolution_eta_commonMeanCheck_4BDTx3Eta.png r1 manage 292.8 K 2020-11-24 - 10:41 OndrejKovanda  
PNGpng evolution_eta_commonMeanCheck_constraints_allLin_4BDTx3Eta.png r1 manage 329.6 K 2020-12-18 - 11:01 OndrejKovanda  
PNGpng evolution_eta_commonMeanCheck_update_4BDTx3Eta.png r1 manage 328.1 K 2020-12-02 - 14:47 OndrejKovanda  
PNGpng evolution_eta_signal_1BDTx3ETA.png r1 manage 352.7 K 2020-11-11 - 16:11 OndrejKovanda  
PNGpng evolution_eta_signal_4BDTx3ETA.png r1 manage 353.8 K 2020-11-11 - 19:46 OndrejKovanda  
PNGpng evolution_eta_signal_4BDTx4ETA.png r1 manage 349.6 K 2020-11-12 - 09:40 OndrejKovanda  
PNGpng evolution_eta_signal_6BDTx5ETA.png r1 manage 353.1 K 2020-11-12 - 10:14 OndrejKovanda  
PNGpng evolution_eta_sim_commonMeanCheck_4BDTx3Eta.png r1 manage 334.8 K 2020-11-24 - 10:41 OndrejKovanda  
PNGpng expConstEv_bdt_3x4_allConst.png r1 manage 23.4 K 2020-11-02 - 17:52 OndrejKovanda  
PNGpng expConstEv_bdt_6BDTx5ETA.png r1 manage 22.2 K 2020-11-12 - 10:40 OndrejKovanda  
PNGpng expConstEv_bdt_expConst-bdtconst_3EtaX4BDT.png r1 manage 21.8 K 2020-11-09 - 14:38 OndrejKovanda  
PNGpng expConstEv_eta_3x4_allConst.png r1 manage 23.5 K 2020-11-02 - 17:52 OndrejKovanda  
PNGpng expConstEv_eta_6BDTx5ETA.png r1 manage 23.2 K 2020-11-12 - 10:40 OndrejKovanda  
PNGpng expConstEv_eta_expConst-bdtconst_3EtaX4BDT.png r1 manage 22.1 K 2020-11-09 - 14:38 OndrejKovanda  
PNGpng expConst_bdtEv_plane_check_2EtaX4BDT.png r1 manage 23.5 K 2020-10-28 - 17:08 OndrejKovanda  
PNGpng expConst_etaEv_plane_check_2EtaX4BDT.png r1 manage 23.2 K 2020-10-28 - 17:08 OndrejKovanda  
Texttxt fitLog_2Dev_constExpConst_constSlope_2BDT2ETA.txt r1 manage 118.2 K 2020-08-24 - 17:37 OndrejKovanda  
Texttxt fitLog_2Dev_constExpConst_constSlope_4BDT2ETA.txt r1 manage 463.5 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
Texttxt fitLog_3x4.txt r1 manage 2245.9 K 2020-11-02 - 17:52 OndrejKovanda  
Texttxt fitLog_3x4_allconst.txt r1 manage 575.1 K 2020-11-02 - 17:52 OndrejKovanda  
Texttxt fitLog_BdCheck_sim_4BDTx3Eta.txt r1 manage 42.8 K 2020-11-16 - 15:22 OndrejKovanda  
Texttxt fitLog_Bd_allLin_FRinit_6BDTx5ETA.txt r1 manage 1470.8 K 2021-01-18 - 17:45 OndrejKovanda  
Texttxt fitLog_Bs_allLin_FRinit_6BDTX5ETA.txt r1 manage 1470.9 K 2021-01-18 - 17:16 OndrejKovanda  
Texttxt fitLog_Bs_stabilityShowcase_4BDTx3ETA.txt r1 manage 239.4 K 2021-01-06 - 20:08 OndrejKovanda  
Texttxt fitLog_Bs_stabilityShowcase_6BDTx5ETA.txt r1 manage 1039.3 K 2021-01-06 - 20:08 OndrejKovanda  
Texttxt fitLog_bkg_6BDTx5ETA.txt r1 manage 1817.6 K 2020-11-12 - 10:40 OndrejKovanda  
Texttxt fitLog_commonMean_4BDTx3ETA.txt r1 manage 47.9 K 2020-11-24 - 10:47 OndrejKovanda  
Texttxt fitLog_evolution_bdt_commonMeanCheck_constraints_allLin_4BDTx3Eta.txt r1 manage 93.2 K 2020-12-18 - 11:01 OndrejKovanda  
Texttxt fitLog_expConst-bdtconst.txt r1 manage 1220.2 K 2020-11-09 - 14:38 OndrejKovanda  
Texttxt fitLog_individual_BDT.txt r1 manage 355.2 K 2020-11-23 - 17:57 OndrejKovanda  
Texttxt fitLog_individual_ETA.txt r1 manage 290.0 K 2020-11-23 - 17:57 OndrejKovanda  
Texttxt fitLog_signalSim_bdt.txt r1 manage 826.3 K 2020-11-09 - 18:44 OndrejKovanda  
Texttxt fitLog_signal_4BDTx3ETA.txt r1 manage 43.7 K 2020-11-11 - 19:46 OndrejKovanda  
Texttxt fitLog_signal_4BDTx4ETA.txt r1 manage 46.9 K 2020-11-12 - 09:40 OndrejKovanda  
Texttxt fitLog_signal_6BDTx5ETA.txt r1 manage 52.6 K 2020-11-12 - 10:14 OndrejKovanda  
Texttxt fitLog_stabilityShowcase_4BDTx3ETA.txt r1 manage 239.4 K 2021-01-06 - 19:40 OndrejKovanda  
PNGpng massPlot_BDT1ETA1_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 35.6 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT1ETA1_signalSim_4BDT.png r1 manage 29.6 K 2020-11-09 - 18:44 OndrejKovanda  
PNGpng massPlot_BDT1ETA1_signal_1BDTx3ETA.png r1 manage 27.3 K 2020-11-11 - 16:31 OndrejKovanda  
PNGpng massPlot_BDT1ETA2_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 34.7 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT1ETA2_signal_1BDTx3ETA.png r1 manage 28.9 K 2020-11-11 - 16:31 OndrejKovanda  
PNGpng massPlot_BDT1ETA3_signal_1BDTx3ETA.png r1 manage 29.6 K 2020-11-11 - 16:31 OndrejKovanda  
PNGpng massPlot_BDT2ETA1_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 35.7 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT2ETA1_signalSim_4BDT.png r1 manage 30.1 K 2020-11-09 - 18:44 OndrejKovanda  
PNGpng massPlot_BDT2ETA2_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 34.7 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT3ETA1_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 33.9 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT3ETA1_signalSim_4BDT.png r1 manage 30.4 K 2020-11-09 - 18:44 OndrejKovanda  
PNGpng massPlot_BDT3ETA2_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 33.1 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT4ETA1_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 29.8 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng massPlot_BDT4ETA1_signalSim_4BDT.png r1 manage 29.7 K 2020-11-09 - 18:44 OndrejKovanda  
PNGpng massPlot_BDT4ETA2_2Dev_constExpConst_constSlope_4BDT2ETA.png r1 manage 30.8 K 2020-08-24 - 18:54 OndrejKovanda 2Dev_constExpConst_constSlope_4BDT2ETA
PNGpng plotSheet_BdCheck_sim_4BDTx3Eta.png r1 manage 240.9 K 2020-11-16 - 15:23 OndrejKovanda  
PNGpng plotSheet_Bd_allLin_FRinit_6BDTx5Eta.png r1 manage 569.2 K 2021-01-18 - 17:45 OndrejKovanda  
PNGpng plotSheet_Bs_allLin_FRinit_6BDTx5Eta.png r1 manage 568.3 K 2021-01-18 - 17:16 OndrejKovanda  
PNGpng plotSheet_Bs_stabilityShowcase_4BDTx3Eta.png r1 manage 250.2 K 2021-01-06 - 19:41 OndrejKovanda  
PNGpng plotSheet_Bs_stabilityShowcase_6BDTx5Eta.png r1 manage 564.0 K 2021-01-06 - 20:12 OndrejKovanda  
PNGpng plotSheet_bkg_6BDTx5ETA.png r1 manage 577.5 K 2020-11-12 - 10:40 OndrejKovanda  
PNGpng plotSheet_commonMeanCheck_4BDTx3Eta.png r1 manage 247.5 K 2020-11-24 - 10:41 OndrejKovanda  
PNGpng plotSheet_commonMeanCheck_constraints_allLin_4BDTx3Eta.png r1 manage 250.7 K 2020-12-18 - 11:01 OndrejKovanda  
PNGpng plotSheet_expConst-bdtConst_4BDTx3ETA.png r1 manage 250.3 K 2020-11-11 - 17:09 OndrejKovanda  
PNGpng plotSheet_signal_1BDTx3ETA.png r1 manage 84.0 K 2020-11-11 - 16:05 OndrejKovanda  
PNGpng plotSheet_signal_4BDTx3ETA.png r1 manage 248.7 K 2020-11-11 - 19:46 OndrejKovanda  
PNGpng plotSheet_signal_4BDTx4ETA.png r1 manage 331.1 K 2020-11-12 - 09:40 OndrejKovanda  
PNGpng plotSheet_signal_6BDTx5ETA.png r1 manage 567.1 K 2020-11-12 - 10:14 OndrejKovanda  
Texttxt signal_1BDTx3ETA.txt r1 manage 590.4 K 2020-11-11 - 16:05 OndrejKovanda  
PNGpng slopeEv_bdt_3x4_allConst.png r1 manage 22.8 K 2020-11-02 - 17:52 OndrejKovanda  
PNGpng slopeEv_bdt_6BDTx5ETA.png r1 manage 21.8 K 2020-11-12 - 10:40 OndrejKovanda  
PNGpng slopeEv_bdt_expConst-bdtconst_3EtaX4BDT.png r1 manage 21.0 K 2020-11-09 - 14:38 OndrejKovanda  
PNGpng slopeEv_eta_3x4_allConst.png r1 manage 24.3 K 2020-11-02 - 17:52 OndrejKovanda  
PNGpng slopeEv_eta_6BDTx5ETA.png r1 manage 23.1 K 2020-11-12 - 10:40 OndrejKovanda  
PNGpng slopeEv_eta_expConst-bdtconst_3EtaX4BDT.png r1 manage 22.1 K 2020-11-09 - 14:38 OndrejKovanda  
PNGpng slope_bdtEv_plane_check_2EtaX4BDT.png r1 manage 24.7 K 2020-10-28 - 17:08 OndrejKovanda  
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Topic revision: r25 - 2021-01-26 - OndrejKovanda
 
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