Annotation of ttbar/p20_taujets_note/b_and_tau.tex, revision 1.1.1.1

1.1       uid12904    1: \newpage
                      2: \section{\label{sub:Results-of-the}\boldmath$b$ and \boldmath$\tau$ selections}
                      3: 
                      4: In the next step we applied the requirements of tight $\tau$- and $b$-tagging.
                      5: Table \ref{cap:btaggingandtau} shows the selection criteria that
                      6: we applied to data and MC. The b-tag operating point used was TIGHT, which corresponds
                      7: to NNbtag $>$ 0.775. We chose the $\tau$ with the highest $NN_{\tau}$ as \textit{the} $\tau$ candidate.
                      8: At this stage of the analysis we separated the events dataset we deal with into parts, 
                      9: according to which type of $\tau$ the candidate with highest NN belongs. 
                     10: This was done primarily to separate the type 3 tau events (which are 
                     11: expected to have much higher fake rate and thus weaker $\ttbar$ cross section result) from the 
                     12: type 2 events. The separate measurement channels were later combined to get the final result 
                     13: (Section \ref{sub:xsect}). In principle, types 1 and 2 should be separated as well
                     14: but as there exists a considerable 
                     15: cross-migration between them \cite{tau-id} and type 1 is a small fraction of
                     16: the total (10\% of type 1, 54.5\% of type 2 and 35.5\% of type 3), they were taken togetther in this analysis. 
                     17: The topological NN used to enhance the signal content is described in section \ref{sub:NN-variables} .
                     18: 
                     19: %Table \ref{b and tau type 3} shows the same efficiencies for 
                     20: %type 3. We see that for type 3 $\tau$ candidates (which are more jet-like then other types) twice more 
                     21: %candidate events are selected due to high $\tau$ fake rate.
                     22: 
                     23: 
                     24: At this point, we used these ID algorithms to define 3 mutually exclusive and
                     25: exhastive subsamples out of the original preselected data sample:
                     26: 
                     27: \begin{itemize}
                     28: \item The {}``non-$b$ veto'' or {}``signal'' sample - the $\tau$ candidate has $NN_{\tau}>0.90$ ($NN_{\tau}$ denotes the NN cut commonly applied to all taus)
                     29: for taus types 1 and 2 and $NN(\tau)>0.95$ for taus type 3, and at least one NN b-tag (as in Table \ref{cap:btaggingandtau}).
                     30: These $NN(\tau)$ cuts were chosen based on previous studies involving hadronic decays of taus \cite{tes,higgs_tau}.
                     31: This is the sample used to extract the cross section. Jets matched to $\tau$ candidates are not $b$-tagged,
                     32: althought they still count as jets.
                     33: \item The {}``$\tau$ veto sample'' or ``loose-tight $\tau$ sample'' - Same selection, but with
                     34: $0.3<NN_{\tau}<0.7$ for all taus. $\tau$ NN lower cut of 0.3 
                     35: instead of 0.0 was chosen to bias their jet properties closer to those of tight tau candidates, 
                     36: in particular, so they have narrow showers. The upper cut is at 0.7 and not 0.95 or 0.90 to reduce signal contamination. 
                     37: In this sample, 1400000 events were used for NN training for taus type 1 and 2 and 600000 events were used 
                     38: in the case of type 3 taus. In both cases, the rest of the samples served as QCD template.
                     39: \item The {}``$b$ veto'' sample - Require exactly 0 tight $b$-tags. This is 
                     40: the control sample used to verify the validity of the QCD modelling method. The b veto requirement
                     41: implies this sample is almost purely background.
                     42: \end{itemize}
                     43: %
                     44: 
                     45: Along with the $NN_{\tau}$ 
                     46: cut described above, we also applied the cut NNelec $>$ 0.9 only 
                     47: to type 2 taus since these are more likely to be faked by electrons. The cut NNelec $>$ 0.9 was chosen in 
                     48: order to match the lowest cut of $NN_{\tau}$ $>$ 0.9 applied to type 2 taus (Section \ref{sub:Results-of-the}).
                     49: 
                     50: As both b and $\tau$ ID is the step immediately after the preselection, the number of events available is 
                     51: 2800000 million events. As explained above 1400000 events were used for taus type 1 and 2 NN training 
                     52: and 600000 for type 3 taus NN training. Thus, there are 1400000 events available in each sample for the
                     53: measurement in the case of types 1 and 2 and 2200000 in the case of type 3. Details on NN training are given
                     54: in Section \ref{sub:NN-variables}.
                     55: 
                     56: 
                     57: The QCD modelling method used here is the same as used in p17 and is described in Section IXA of \cite{p17_note}.
                     58: 
                     59: The final number of events in each channel for both signal and $b$ veto samples is shown
                     60: on Tables \ref{b_and_tau_type1_2}, \ref{b_and_tau_type_3}, \ref{bveto_type1_2} and \ref{b_veto_type_3} 
                     61: (only statistical uncertainties are shown).
                     62: 
                     63: As important as determining the subsamples to be used in this analysis, a determination as precise as possible 
                     64: of both signal and electroweak contamination in the ``loose-tight $\tau$ sample'' had be done in order to 
                     65: know whether this sample is totally QCD dominated or not. 
                     66: Numbers showing the composition of such sample are shown on Tables \ref{loosetight1_2} and \ref{loosetight_3}
                     67: with their respective statistical uncertainties. From the $t\bar{t}$ content in each case we are able
                     68: estimate the signal contamination in the loose-tight sample. Such contaminations are 5.4\% 
                     69: and 3.0\% for taus type 1 and 2 and type 3 respectively when a cross section of 7.46 pb is assumed 
                     70: (Section \ref{sub:mcsample}). Likewise we see that electroweak contaminations
                     71: are 2.2\% and 0.9\%. As this is the sample used to model the QCD background
                     72: both signal and electroweak contaminations were taken into account when measuring the 
                     73: cross section in Section \ref{sub:xsect}.
                     74: 
                     75: 
                     76: \begin{table}[h]
                     77: \begin{tabular}{ccc}
                     78: \hline 
                     79: &
                     80: {\scriptsize data}&
                     81: {\scriptsize taggingMC}\\
                     82: &
                     83: {\scriptsize $\geq1$ $\tau$ with $|\eta|<2.5$ and $p_{T}>20$ GeV}&
                     84: {\scriptsize $\geq1$ $\tau$ with $|\eta|<2.5$ and $p_{T}>20$ GeV}\\
                     85: &
                     86: {\scriptsize $\geq1$ NN b-tag}&
                     87: {\scriptsize $mcweight \cdot TrigWeight \cdot bTagProb \cdot lumiReWeight \cdot PVzReWeight \cdot bFragWeight$ }\\
                     88: &
                     89: {\scriptsize }&
                     90: %{\scriptsize $\cdot WZPtReweight \cdot tau$\_$nnout$\_$corr$\_$p20 \cdot tau$\_$track$\_$corr$\_$p20$ }\\
                     91: {\scriptsize $\cdot WZPtReweight $ }\\
                     92: &
                     93: {\scriptsize $\geq4$ jets with $|\eta|<2.5$ and $p_{T}>20$ GeV}&
                     94: {\scriptsize $\geq4$ jets with $|\eta|<2.5$ and $p_{T}>20$ GeV}\\
                     95: \end{tabular}
                     96: \caption{$b$-tagging and $\tau$ ID. In the MC, we use the $b$-tagging certified
                     97: parameterization rather than actual $b$-tagging, that is, we applied the
                     98: $b$-tagging weight. We also used the triggering weight
                     99: as computed by the trigger efficiency parameterization as well as luminosity profile and $PV_Z$ reweighting weights. $
                    100: mcweight$ is the MC normalization factors (to luminosity), which are different for MC 
                    101: samples with different parton multiplicities in ALPGEN MC samples.}%\end{ruledtabular}
                    102: \label{cap:btaggingandtau} 
                    103: \end{table}
                    104: 
                    105: 
                    106: 
                    107: %
                    108: \begin{table}[h]
                    109: %\begin{ruledtabular}
                    110: \begin{tabular}{cccc}
                    111: \hline 
                    112: Sample & &
                    113: \# events\\
                    114: \hline 
                    115: data&
                    116: &
                    117: 386\\
                    118: $t\overline{t}\rightarrow\tau+jets$&
                    119: &
                    120: 48.03 $\pm$ 0.53&\\
                    121: $t\overline{t}\rightarrow e+jets$&
                    122: &
                    123: 25.57 $\pm$ 0.36&\\
                    124: $t\overline{t}\rightarrow\mu+jets$&
                    125: &
                    126: 3.21 $\pm$ 0.14&\\
                    127: $t\overline{t}\rightarrow l+l$&
                    128: &
                    129: 4.01 $\pm$ 0.07&\\
                    130: $Wbb+jets\rightarrow$ $l\nu+bb+jets$&
                    131: &
                    132: 7.48 $\pm$ 0.30\\
                    133: $Wcc+jets\rightarrow$ $l\nu+cc+jets$&
                    134: &
                    135: 4.68 $\pm$ 0.17\\
                    136: $Wjj+jets\rightarrow$ $l\nu+jj+jets$&
                    137: &
                    138: 5.66 $\pm$ 0.11 \\
                    139: $Zbb+jets\rightarrow$ $\tau\tau+bb+jets$&
                    140: &
                    141: 0.93 $\pm$ 0.08\\
                    142: $Zcc+jets\rightarrow$ $\tau\tau+cc+jets$&
                    143: &
                    144: 0.51 $\pm$ 0.04\\
                    145: $Zjj+jets\rightarrow$ $\tau\tau+jj+jets$&
                    146: &
                    147: 1.07 $\pm$ 0.10 \\
                    148: $Zbb+jets\rightarrow$ $ee+bb+jets$&
                    149: &
                    150: 0.03 $\pm$ 0.01\\
                    151: $Zcc+jets\rightarrow$ $ee+cc+jets$&
                    152: &
                    153: 0.00 $\pm$ 0.00\\
                    154: $Zjj+jets\rightarrow$ $ee+jj+jets$&
                    155: &
                    156: 0.02 $\pm$ 0.01 \\
                    157: $Zbb+jets\rightarrow$ $\mu\mu+bb+jets$&
                    158: &
                    159: 0.07 $\pm$ 0.02\\
                    160: $Zcc+jets\rightarrow$ $\mu\mu+cc+jets$&
                    161: &
                    162: 0.02 $\pm$ 0.01\\
                    163: $Zjj+jets\rightarrow$ $\mu\mu+jj+jets$&
                    164: &
                    165: 0.01 $\pm$ 0.01 \\ 
                    166: $Zbb+jets\rightarrow$ $\nu\nu+bb+jets$&
                    167: &
                    168: 0.08 $\pm$ 0.03\\
                    169: $Zcc+jets\rightarrow$ $\nu\nu+cc+jets$&
                    170: &
                    171: 0.00 $\pm$ 0.00\\
                    172: $Zjj+jets\rightarrow$ $\nu\nu+jj+jets$&
                    173: &
                    174: 0.04 $\pm$ 0.01\\ \hline
                    175: \end{tabular}
                    176: \caption{Final number of events in each channel for taus types 1 and 2 $\tau$ after b-tagging, $\tau$ ID and trigger
                    177: in the signal sample when the assumed cross section is 7.46 pb. An estimate of QCD background is not included.}
                    178: %\end{ruledtabular}
                    179: \label{b_and_tau_type1_2} 
                    180: \end{table}
                    181: %
                    182: 
                    183: %\clearpage
                    184: 
                    185: \begin{table}[t]
                    186: %\begin{ruledtabular}
                    187: \begin{tabular}{cccc}
                    188: \hline 
                    189: Sample & &
                    190: \# of events\\
                    191: \hline 
                    192: data&
                    193: &
                    194: 459\\
                    195: $t\overline{t}\rightarrow\tau+jets$&
                    196: &
                    197: 25.88 $\pm$ 0.39&\\
                    198: $t\overline{t}\rightarrow e+jets$&
                    199: &
                    200: 4.35 $\pm$ 0.16&\\
                    201: $t\overline{t}\rightarrow\mu+jets$&
                    202: &
                    203: 3.43 $\pm$ 0.14&\\
                    204: $t\overline{t}\rightarrow l+l$&
                    205: &
                    206: 2.80 $\pm$ 0.06&\\
                    207: $Wbb+jets\rightarrow$ $l\nu+bb+jets$&
                    208: &
                    209: 3.92 $\pm$ 0.17\\
                    210: $Wcc+jets\rightarrow$ $l\nu+cc+jets$&
                    211: &
                    212: 3.26 $\pm$ 0.15\\
                    213: $Wjj+jets\rightarrow$ $l\nu+jj+jets$&
                    214: &
                    215: 4.08 $\pm$ 0.11\\
                    216: $Zbb+jets\rightarrow$ $\tau\tau+bb+jets$&
                    217: &
                    218: 0.74 $\pm$ 0.07\\
                    219: $Zcc+jets\rightarrow$ $\tau\tau+cc+jets$&
                    220: &
                    221: 0.41 $\pm$ 0.03\\
                    222: $Zjj+jets\rightarrow$ $\tau\tau+jj+jets$&
                    223: &
                    224: 0.80 $\pm$ 0.10        \\
                    225: $Zbb+jets\rightarrow$ $ee+bb+jets$&
                    226: &
                    227: 0.00 $\pm$ 0.00\\
                    228: $Zcc+jets\rightarrow$ $ee+cc+jets$&
                    229: &
                    230: 0.01 $\pm$ 0.01\\
                    231: $Zjj+jets\rightarrow$ $ee+jj+jets$&
                    232: &
                    233: 0.01 $\pm$ 0.01 \\
                    234: $Zbb+jets\rightarrow$ $\mu\mu+bb+jets$&
                    235: &
                    236: 0.04 $\pm$ 0.02\\
                    237: $Zcc+jets\rightarrow$ $\mu\mu+cc+jets$&
                    238: &
                    239: 0.01 $\pm$ 0.01\\
                    240: $Zjj+jets\rightarrow$ $\mu\mu+jj+jets$&
                    241: &
                    242: 0.00 $\pm$ 0.00 \\ 
                    243: $Zbb+jets\rightarrow$ $\nu\nu+bb+jets$&
                    244: &
                    245: 0.12 $\pm$ 0.04\\
                    246: $Zcc+jets\rightarrow$ $\nu\nu+cc+jets$&
                    247: &
                    248: 0.19 $\pm$ 0.04\\
                    249: $Zjj+jets\rightarrow$ $\nu\nu+jj+jets$&
                    250: &
                    251: 0.06 $\pm$ 0.01 \\ \hline
                    252: \end{tabular}
                    253: \caption{Final number of events in each channel for taus type 3 $\tau$ After b-tagging, $\tau$ ID and trigger
                    254: in the signal sample when the assumed cross section is 7.46 pb. An estimate of QCD background is not included.}%\end{ruledtabular}
                    255: \label{b_and_tau_type_3} 
                    256: \end{table}
                    257: 
                    258: \newpage
                    259: 
                    260: \begin{table}[t]
                    261: %\begin{ruledtabular}
                    262: \begin{tabular}{cccc}
                    263: \hline 
                    264: Sample & &
                    265: \# of events\\
                    266: \hline 
                    267: data&
                    268: &
                    269: 2494 \\
                    270: $t\overline{t}\rightarrow\tau+jets$&
                    271: &
                    272: 33.57 $\pm$ 0.34\\
                    273: $t\overline{t}\rightarrow e+jets$&
                    274: &
                    275: 15.67 $\pm$ 0.23&\\
                    276: $t\overline{t}\rightarrow\mu+jets$&
                    277: &
                    278: 2.30 $\pm$ 0.09&\\
                    279: $t\overline{t}\rightarrow l+l$&
                    280: &
                    281: 2.69 $\pm$ 0.04&\\
                    282: $Wbb+jets\rightarrow$ $l\nu+bb+jets$&
                    283: &
                    284: 9.29 $\pm$ 0.27\\
                    285: $Wcc+jets\rightarrow$ $l\nu+cc+jets$&
                    286: &
                    287: 31.63 $\pm$ 0.90\\
                    288: $Wjj+jets\rightarrow$ $l\nu+jj+jets$&
                    289: &
                    290: 169.95 $\pm$ 2.68\\
                    291: $Zbb+jets\rightarrow$ $\tau\tau+bb+jets$&
                    292: &
                    293: 1.30 $\pm$ 0.11\\
                    294: $Zcc+jets\rightarrow$ $\tau\tau+cc+jets$&
                    295: &
                    296: 3.15 $\pm$ 0.20\\
                    297: $Zjj+jets\rightarrow$ $\tau\tau+jj+jets$&
                    298: &
                    299: 16.86 $\pm$ 1.14 \\
                    300: $Zbb+jets\rightarrow$ $ee+bb+jets$&
                    301: &
                    302: 0.02 $\pm$ 0.01\\
                    303: $Zcc+jets\rightarrow$ $ee+cc+jets$&
                    304: &
                    305: 0.00 $\pm$ 0.00\\
                    306: $Zjj+jets\rightarrow$ $ee+jj+jets$&
                    307: &
                    308: 0.74 $\pm$ 0.33 \\
                    309: $Zbb+jets\rightarrow$ $\mu\mu+bb+jets$&
                    310: &
                    311: 0.08 $\pm$ 0.02\\
                    312: $Zcc+jets\rightarrow$ $\mu\mu+cc+jets$&
                    313: &
                    314: 0.07 $\pm$ 0.03\\
                    315: $Zjj+jets\rightarrow$ $\mu\mu+jj+jets$&
                    316: &
                    317: 0.38 $\pm$ 0.22 \\ 
                    318: $Zbb+jets\rightarrow$ $\nu\nu+bb+jets$&
                    319: &
                    320: 0.10 $\pm$ 0.03\\
                    321: $Zcc+jets\rightarrow$ $\nu\nu+cc+jets$&
                    322: &
                    323: 0.00 $\pm$ 0.00\\
                    324: $Zjj+jets\rightarrow$ $\nu\nu+jj+jets$&
                    325: &
                    326: 1.36 $\pm$ 0.49 \\ \hline
                    327: \end{tabular}
                    328: \caption{$b$-veto data set composition for types 1 and 2 $\tau$ when the assumed cross section is 7.46 pb.}%\end{ruledtabular}
                    329: \label{bveto_type1_2} 
                    330: \end{table}
                    331: 
                    332: %\clearpage
                    333: 
                    334: \begin{table}[t]
                    335: %\begin{ruledtabular}
                    336: \begin{tabular}{cccc}
                    337: \hline 
                    338: Sample & &
                    339: \# of events\\
                    340: \hline 
                    341: data&
                    342: &
                    343: 3688 \\
                    344: $t\overline{t}\rightarrow\tau+jets$&
                    345: &
                    346: 19.85 $\pm$ 0.27\\
                    347: $t\overline{t}\rightarrow e+jets$&
                    348: &
                    349: 3.53 $\pm$ 0.13\\
                    350: $t\overline{t}\rightarrow\mu+jets$&
                    351: &
                    352: 2.80 $\pm$ 0.10\\
                    353: $t\overline{t}\rightarrow l+l$&
                    354: &
                    355: 1.81 $\pm$ 0.03\\
                    356: $Wbb+jets\rightarrow$ $l\nu+bb+jets$&
                    357: &
                    358: 5.26 $\pm$ 0.19\\
                    359: $Wcc+jets\rightarrow$ $l\nu+cc+jets$&
                    360: &
                    361: 22.43 $\pm$ 0.80\\
                    362: $Wjj+jets\rightarrow$ $l\nu+jj+jets$&
                    363: &
                    364: 126.41  $\pm$ 2.60 \\
                    365: $Zbb+jets\rightarrow$ $\tau\tau+bb+jets$&
                    366: &
                    367: 0.92 $\pm$ 0.09\\
                    368: $Zcc+jets\rightarrow$ $\tau\tau+cc+jets$&
                    369: &
                    370: 2.86 $\pm$ 0.20\\
                    371: $Zjj+jets\rightarrow$ $\tau\tau+jj+jets$&
                    372: &
                    373: 14.53 $\pm$ 1.15 \\
                    374: $Zbb+jets\rightarrow$ $ee+bb+jets$&
                    375: &
                    376: 0.00 $\pm$ 0.00\\
                    377: $Zcc+jets\rightarrow$ $ee+cc+jets$&
                    378: &
                    379: 0.08 $\pm$ 0.04\\
                    380: $Zjj+jets\rightarrow$ $ee+jj+jets$&
                    381: &
                    382: 0.31 $\pm$ 0.18 \\
                    383: $Zbb+jets\rightarrow$ $\mu\mu+bb+jets$&
                    384: &
                    385: 0.04 $\pm$ 0.02\\
                    386: $Zcc+jets\rightarrow$ $\mu\mu+cc+jets$&
                    387: &
                    388: 0.05 $\pm$ 0.02\\
                    389: $Zjj+jets\rightarrow$ $\mu\mu+jj+jets$&
                    390: &
                    391: 0.05 $\pm$ 0.04 \\ 
                    392: $Zbb+jets\rightarrow$ $\nu\nu+bb+jets$&
                    393: &
                    394: 0.16 $\pm$ 0.05\\
                    395: $Zcc+jets\rightarrow$ $\nu\nu+cc+jets$&
                    396: &
                    397: 0.83 $\pm$ 0.15\\
                    398: $Zjj+jets\rightarrow$ $\nu\nu+jj+jets$&
                    399: &
                    400: 2.31 $\pm$ 0.46 \\ \hline
                    401: \end{tabular}
                    402: %\end{ruledtabular}
                    403: \caption{$b$-veto data set composition for type 3 $\tau$ when the assumed cross section is 7.46 pb.}
                    404: \label{b_veto_type_3} 
                    405: \end{table}
                    406: 
                    407: 
                    408: \begin{table}[t]
                    409: %\begin{ruledtabular}
                    410: \begin{tabular}{cccc}
                    411: \hline 
                    412: Sample & &
                    413: \# of events\\
                    414: \hline 
                    415: data&
                    416: &
                    417: 1217 \\
                    418: $t\overline{t}\rightarrow\tau+jets$&
                    419: &
                    420: 32.94 $\pm$ 0.48\\
                    421: $t\overline{t}\rightarrow e+jets$&
                    422: &
                    423: 17.02 $\pm$ 0.34&\\
                    424: $t\overline{t}\rightarrow\mu+jets$&
                    425: &
                    426: 14.37 $\pm$ 0.32&\\
                    427: $t\overline{t}\rightarrow l+l$&
                    428: &
                    429: 2.43 $\pm$ 0.06&\\
                    430: $Wbb+jets\rightarrow$ $l\nu+bb+jets$&
                    431: &
                    432: 6.33 $\pm$ 0.23\\
                    433: $Wcc+jets\rightarrow$ $l\nu+cc+jets$&
                    434: &
                    435: 4.63 $\pm$ 0.19\\
                    436: $Wjj+jets\rightarrow$ $l\nu+jj+jets$&
                    437: &
                    438: 11.34 $\pm$ 0.26\\
                    439: $Zbb+jets\rightarrow$ $\tau\tau+bb+jets$&
                    440: &
                    441: 0.50 $\pm$ 0.06\\
                    442: $Zcc+jets\rightarrow$ $\tau\tau+cc+jets$&
                    443: &
                    444: 0.58 $\pm$ 0.06\\
                    445: $Zjj+jets\rightarrow$ $\tau\tau+jj+jets$&
                    446: &
                    447: 1.10 $\pm$ 0.13 \\
                    448: $Zbb+jets\rightarrow$ $ee+bb+jets$&
                    449: &
                    450: 0.01 $\pm$ 0.01\\
                    451: $Zcc+jets\rightarrow$ $ee+cc+jets$&
                    452: &
                    453: 0.01 $\pm$ 0.01\\
                    454: $Zjj+jets\rightarrow$ $ee+jj+jets$&
                    455: &
                    456: 0.00 $\pm$ 0.00 \\
                    457: $Zbb+jets\rightarrow$ $\mu\mu+bb+jets$&
                    458: &
                    459: 0.03 $\pm$ 0.01\\
                    460: $Zcc+jets\rightarrow$ $\mu\mu+cc+jets$&
                    461: &
                    462: 0.04    $\pm$ 0.01\\
                    463: $Zjj+jets\rightarrow$ $\mu\mu+jj+jets$&
                    464: &
                    465: 0.02 $\pm$ 0.01 \\ 
                    466: $Zbb+jets\rightarrow$ $\nu\nu+bb+jets$&
                    467: &
                    468: 1.07 $\pm$ 0.17\\
                    469: $Zcc+jets\rightarrow$ $\nu\nu+cc+jets$&
                    470: &
                    471: 0.57 $\pm$ 0.10\\
                    472: $Zjj+jets\rightarrow$ $\nu\nu+jj+jets$&
                    473: &
                    474: 0.36 $\pm$ 0.04 \\ \hline
                    475: \end{tabular}
                    476: \caption{loose-tight data set composition for types 1 and 2 $\tau$ when the assumed cross section is 7.46 pb.}%\end{ruledtabular}
                    477: \label{loosetight1_2} 
                    478: \end{table}
                    479: 
                    480: 
                    481: 
                    482: 
                    483: \begin{table}[t]
                    484: %\begin{ruledtabular}
                    485: \begin{tabular}{cccc}
                    486: \hline 
                    487: Sample & &
                    488: \# of events\\
                    489: \hline 
                    490: data&
                    491: &
                    492: 4733\\
                    493: $t\overline{t}\rightarrow\tau+jets$&
                    494: &
                    495: 51.16 $\pm$ 0.57\\
                    496: $t\overline{t}\rightarrow e+jets$&
                    497: &
                    498: 40.02 $\pm$ 0.50\\
                    499: $t\overline{t}\rightarrow\mu+jets$&
                    500: &
                    501: 48.00 $\pm$ 0.56\\
                    502: $t\overline{t}\rightarrow l+l$&
                    503: &
                    504: 2.16 $\pm$ 0.05\\
                    505: $Wbb+jets\rightarrow$ $l\nu+bb+jets$&
                    506: &
                    507: 8.95 $\pm$ 0.27\\
                    508: $Wcc+jets\rightarrow$ $l\nu+cc+jets$&
                    509: &
                    510: 7.80 $\pm$ 0.23\\
                    511: $Wjj+jets\rightarrow$ $l\nu+jj+jets$&
                    512: &
                    513: 16.32   $\pm$ 0.30 \\
                    514: $Zbb+jets\rightarrow$ $\tau\tau+bb+jets$&
                    515: &
                    516: 0.52 $\pm$ 0.05\\
                    517: $Zcc+jets\rightarrow$ $\tau\tau+cc+jets$&
                    518: &
                    519: 0.46 $\pm$ 0.04\\
                    520: $Zjj+jets\rightarrow$ $\tau\tau+jj+jets$&
                    521: &
                    522: 1.16 $\pm$ 0.12 \\
                    523: $Zbb+jets\rightarrow$ $ee+bb+jets$&
                    524: &
                    525: 0.00 $\pm$ 0.00\\
                    526: $Zcc+jets\rightarrow$ $ee+cc+jets$&
                    527: &
                    528: 0.00 $\pm$ 0.00\\
                    529: $Zjj+jets\rightarrow$ $ee+jj+jets$&
                    530: &
                    531: 0.01 $\pm$ 0.01 \\
                    532: $Zbb+jets\rightarrow$ $\mu\mu+bb+jets$&
                    533: &
                    534: 0.06 $\pm$ 0.01\\
                    535: $Zcc+jets\rightarrow$ $\mu\mu+cc+jets$&
                    536: &
                    537: 0.07 $\pm$ 0.01\\
                    538: $Zjj+jets\rightarrow$ $\mu\mu+jj+jets$&
                    539: &
                    540: 0.11 $\pm$ 0.02 \\ 
                    541: $Zbb+jets\rightarrow$ $\nu\nu+bb+jets$&
                    542: &
                    543: 2.49 $\pm$ 0.24\\
                    544: $Zcc+jets\rightarrow$ $\nu\nu+cc+jets$&
                    545: &
                    546: 1.90 $\pm$ 0.14\\
                    547: $Zjj+jets\rightarrow$ $\nu\nu+jj+jets$&
                    548: &
                    549: 1.28 $\pm$ 0.08 \\ \hline
                    550: \end{tabular}
                    551: %\end{ruledtabular}
                    552: \caption{loose-tight data set composition for type 3 $\tau$ when the assumed cross section is 7.46 pb.}
                    553: \label{loosetight_3} 
                    554: \end{table}
                    555: 
                    556: \clearpage

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