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The previous section discusses the χ2 testing method that helps users identify vari-ables and distributions that are problematic in new releases. The test is not 100%

accurate and it is possible that some smaller problems could go unseen. As discussed before, thousands of plots are produced for each validation. With this number of distributions being investigated it is not surprising that certain distributions would be considered less important than others. A list of core variables were identified that need to be manually investigated for every validation regardless of the auto-matic grading. Most of these core variables are those used in the identification and reconstruction algorithms of the taus [80]. These differ from other distributions in the thousands that are plotted which investigate only various results of the recon-struction and identification algorithms. Since these core variables are used as inputs to the identification algorithms then it is likely that the output will be consistent if these inputs are consistent.

A list of 28 new core variables were chosen that needed to be validated. These variables include common variables and discriminating variables. The variables im-plemented are listed and explained here.

• Charge: The charge of the tau candidate calculated as the sum of the charge of tracks associated with the tau candidate.

• ET: The transverse component of the energy of the tau candidate.

• E: The energy of the tau candidate.

• η: The pseudo-rapidity of the tau candidate.

• φ: The azimuthal angle of the tau candidate.

• m: The mass of the tau candidate.

• pT: The transverse component of the momentum of the tau candidate.

• Nπ0: The number of reconstructed neutral pions.

• Number of wide tracks: This variable stores the number of wide tracks that are associated with the tau candidate. Wide tracks are tracks that are contained within the isolation annulus of 0.2 < ∆R ≤ 0.4.

• Track width: The angular separation ∆R between the track and the tau can-didate.

• Lead Track pη

T: The quotient of the tau candidate’s leading track pseudo-rapidity and transverse momentum.

• Slead track: The impact significance of the leading track associated with the tau candidate defined as

Slead track = d0

δd0. (5.2)

Here d0 is the distance of the closest approach of the track to the tau vertex in the transverse plane and δd0 is the estimated uncertainty in d0.

• Slead loose track: similar to Slead track except that the tracks are identified using looser requirements.

• Lead track z0sin θ: The transverse longitudinal distance of the closest approach the leading track made to the reconstructed primary vertex.

• Ntrackiso : The number of tracks in the isolation annulus of 0.2 < ∆R ≤ 0.4.

• mtracks: The invariant mass of the track system calculated using both core and isolation tracks.

• STf light: The transverse flight path significance. This is the decay-length sig-nificance of the secondary vertex for multi-track tau candidates calculated in the transverse plane. It is defined as

STf light = Lf lightT

δLf lightT . (5.3)

Here Lf lightT is the reconstructed signed decay length with δLf lightT being the estimated uncertainty in Lf lightT .

• Rtrack: The average track distance or track radius which is defined as the pT-weighted track width. It is calculated using

Rtrack =

P∆Ri≤0.4

i pT ,i∆Ri P∆Ri≤0.4

i pT ,i . (5.4)

The sum here has i run over all core and isolation tracks with ∆Ri ≤ 0.4.

• REM: The electromagnetic radius of the shower associated with the tau

The sum runs over all cells in Layer 1 and 2 of the EM calorimeter within

∆Ri ≤ 0.2. ET ,iEM is the transverse energy deposited in Cell i.

• Rhad: The hadronic radius of the shower associated with the tau candidate. It is defined as

The sum runs over all cells in the hadronic calorimeter and Layer 3 of the EM calorimeter within ∆Ri ≤ 0.2. ET ,iEM is the transverse energy deposited in Cell i and is calibrated at the EM energy scale.

• StripWidth2: The energy weighted width in the calorimeter strips associated with the hadronic tau.

• ETiso: The cluster isolation energy of the tau candidate. It is defined as the transverse energy of the clusters in the isolation annulus and is calculated using

ETiso =

0.2<∆Ri<0.4

X

i

ET,i. (5.7)

• ETiso: The corrected cluster isolation energy. It is calculated using

ET ,corriso = ETiso− δETiso=

0.2<∆Ri<0.4

X

i

ET,i− δETiso. (5.8)

Here δETiso is a pileup correction term and is defined as δETiso = (1 − fJ V F) ×X

pT,trk. (5.9)

fJ V F is the jet-vertex fraction which is the fraction of the pT from tracks associated to the tau candidates primary vertex to the pT from all associated tracks.

• fcore: The core energy fraction. This is the fraction of transverse energy in the region ∆Ri < 0.1 for the tau candidate. It is defined as

fcore=

P∆Ri<0.x1

i∈{all} ET ,i

P∆Rj<0.x2

j∈{all} ET ,j. (5.10)

The sum for i runs over all cells in the calorimeters within ∆R < 0.1 with the sum for j running cells in the range ∆R < 0.2. ET ,iEM (ET ,jEM) is the transverse energy deposited in Cell i(j) and is calibrated at the EM energy scale.

• fiso: The ring isolation of the tau candidate. This is defined as

fiso =

P0.1<∆Ri<0.2 i∈{EM0-2} ET,i

P∆Rj<0.2

j∈{EM0-2}ET ,j . (5.11)

The sum for i runs over all cells in the calorimeters within the annulus 0.1 <

∆R < 0.2 with the sum for j running cells in the range ∆R < 0.2. ET ,iEM (ET ,jEM) is the transverse energy deposited in Cell i(j) and is calibrated at the EM energy scale.

• f2(3) lead clusters: The ratio of the two (three) leading cluster energies to the total energy of all clusters associated with the tau candidate.

• nstrip: The number of calorimeter strips with energy deposited in them asso-ciated with the hadronic tau.