-- response of untagged data, tagged (with mu-veto), gj and gb MC with
different delta_phi cuts. Needed for relative Rj/Rb(D) / Rj/Rb(MC) 


Untagged data, 2.6
------------------
Here is the error matrix:
  7.440987752e-07   5.299062061e-07  -3.261652234e-14 0                 0
  5.299062061e-07   3.996912804e-07   4.074553938e-14 0                 0
 -3.261652234e-14   4.074553938e-14    8.70703256e-16 0                 0
                0                 0                 0 0.2352                 0
                0                 0                 0 0            0.2288

And here is the covariance matrix:
         1   0.971676 -0.00128141          0          0
  0.971676          1 0.00218415          0          0
-0.00128141 0.00218415          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.795651 +- 0.000862611
p1 = 0.0843141 +- 0.000632211
p2 = -2.51646e-12 +- 8.6496e-05
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 89.7712
Total number of entries = 1.65076e+06
Tagged number of entries = 1.65076e+06
Total number of entries in CC = 1.05977e+06
Tagged number of entries in CC = 1.05977e+06
Total number of entries in ECN = 293788
Tagged number of entries in ECN = 293788
Total number of entries in ECS = 297211
Tagged number of entries in ECS = 297211

NCC, NECN, NECS = 0  0  0

EC same sign = 66441
EC oppo sign = 19011

0  E_mean_CC= 19.063981   E_mean_err_CC= 0.014523
1  E_mean_CC= 24.103377   E_mean_err_CC= 0.016649
2  E_mean_CC= 31.649806   E_mean_err_CC= 0.032136
3  E_mean_CC= 41.896503   E_mean_err_CC= 0.056061
4  E_mean_CC= 58.778225   E_mean_err_CC= 0.161305
5  E_mean_CC= 75.191318   E_mean_err_CC= 0.349703
6  E_mean_CC= 100.267151   E_mean_err_CC= 0.636688


0  mean_CC= 0.658110   mean_err_CC= 0.000385   sigma_CC= 0.188338 sigma_err_CC= 0.000371
1  mean_CC= 0.673828   mean_err_CC= 0.000337   sigma_CC= 0.175849 sigma_err_CC= 0.000329
2  mean_CC= 0.698361   mean_err_CC= 0.000462   sigma_CC= 0.157772 sigma_err_CC= 0.000410
3  mean_CC= 0.722259   mean_err_CC= 0.000586   sigma_CC= 0.144528 sigma_err_CC= 0.000523
4  mean_CC= 0.751516   mean_err_CC= 0.001191   sigma_CC= 0.130808 sigma_err_CC= 0.001065
5  mean_CC= 0.775065   mean_err_CC= 0.002101   sigma_CC= 0.121022 sigma_err_CC= 0.001959
6  mean_CC= 0.808664   mean_err_CC= 0.002648   sigma_CC= 0.109654 sigma_err_CC= 0.002503
0  mean_ECN= 0.732634   mean_err_ECN= 0.000501   sigma_ECN= 0.176812 sigma_err_ECN= 0.000455
1  mean_ECN= 0.751379   mean_err_ECN= 0.000623   sigma_ECN= 0.158389 sigma_err_ECN= 0.000560
0  mean_ECS= 0.703838   mean_err_ECS= 0.000481   sigma_ECS= 0.168914 sigma_err_ECS= 0.000450
1  mean_ECS= 0.726296   mean_err_ECS= 0.000617   sigma_ECS= 0.152924 sigma_err_ECS= 0.000576

sum_eff_b_CC = 0   num_CC = 1.05977e+06
sum_eff_b_ECN = 0   num_ECN = 293788
sum_eff_b_ECS = 0   num_ECS = 297211


Tagged data, 2.6
------------------
Masstagged data, 2.6
--------------------

Here is the error matrix:
  7.753208472e-07   5.647765871e-07  -9.397557368e-14                 0                 0
  5.647765871e-07    4.39198132e-07   -1.38483076e-14                 0                 0
 -9.397557368e-14   -1.38483076e-14   2.217722462e-16                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.967845 -0.00716672          0          0
  0.967845          1 -0.00140318          0          0
-0.00716672 -0.00140318          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.79843 +- 0.000880522
p1 = 0.0834032 +- 0.000662719
p2 = -5.04198e-13 +- 0.000109955
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 64.5995
 Data points CC,ECN,ECS  = 7,  1,  1
 FCN=13866.9 FROM MIGRAD    STATUS=CONVERGED      77 CALLS          78 TOTAL

Total number of entries = 1.36322e+06
Tagged number of entries = 1.36322e+06
Total number of entries in CC = 878393
Tagged number of entries in CC = 878393
Total number of entries in ECN = 241117
Tagged number of entries in ECN = 241117
Total number of entries in ECS = 243710
Tagged number of entries in ECS = 243710

NCC, NECN, NECS = 0  0  0

EC same sign = 55710
EC oppo sign = 14666

0  E_mean_CC= 19.304809   E_mean_err_CC= 0.015742
1  E_mean_CC= 24.441632   E_mean_err_CC= 0.017855
2  E_mean_CC= 32.128165   E_mean_err_CC= 0.034064
3  E_mean_CC= 42.561335   E_mean_err_CC= 0.058949
4  E_mean_CC= 59.687507   E_mean_err_CC= 0.167826
5  E_mean_CC= 76.367895   E_mean_err_CC= 0.355581
6  E_mean_CC= 101.843610   E_mean_err_CC= 0.651310


0  mean_CC= 0.663343   mean_err_CC= 0.000429   sigma_CC= 0.189092   sigma_err_CC= 0.000412
1  mean_CC= 0.679237   mean_err_CC= 0.000370   sigma_CC= 0.176326   sigma_err_CC= 0.000361
2  mean_CC= 0.703356   mean_err_CC= 0.000503   sigma_CC= 0.158027   sigma_err_CC= 0.000444
3  mean_CC= 0.727231   mean_err_CC= 0.000629   sigma_CC= 0.144519   sigma_err_CC= 0.000559
4  mean_CC= 0.755849   mean_err_CC= 0.001262   sigma_CC= 0.130441   sigma_err_CC= 0.001124
5  mean_CC= 0.778449   mean_err_CC= 0.002197   sigma_CC= 0.120748   sigma_err_CC= 0.002047
6  mean_CC= 0.811702   mean_err_CC= 0.002775   sigma_CC= 0.110142   sigma_err_CC= 0.002653
0  mean_ECN= 0.739922   mean_err_ECN= 0.000551   sigma_ECN= 0.176114   sigma_err_ECN= 0.000495
1  mean_ECN= 0.759004   mean_err_ECN= 0.000676   sigma_ECN= 0.157562   sigma_err_ECN= 0.000603
0  mean_ECS= 0.710568   mean_err_ECS= 0.000528   sigma_ECS= 0.168168   sigma_err_ECS= 0.000490
1  mean_ECS= 0.732789   mean_err_ECS= 0.000667   sigma_ECS= 0.151737   sigma_err_ECS= 0.000617

sum_eff_b_CC = 0   num_CC = 878393
sum_eff_b_ECN = 0   num_ECN = 241117
sum_eff_b_ECS = 0   num_ECS = 243710





Tagged data, 2.8
------------------
Here is the error matrix:
  2.447251705e-05   1.988469236e-05   2.041221795e-09                 0                 0
  1.988469236e-05   1.802757389e-05   2.011392691e-09                 0                 0
  2.041221795e-09   2.011392691e-09   6.938617165e-11                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.946697  0.0495353          0          0
  0.946697          1  0.0568711          0          0
 0.0495353  0.0568711          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.786019 +- 0.00494685
p1 = 0.0821833 +- 0.00424567
p2 = -8.11923e-09 +- 0.00213344
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 6.3754
Total number of entries = 1.36322e+06
Tagged number of entries = 17091
Total number of entries in CC = 878393
Tagged number of entries in CC = 15084
Total number of entries in ECN = 241117
Tagged number of entries in ECN = 979
Total number of entries in ECS = 243710
Tagged number of entries in ECS = 1028

NCC, NECN, NECS = 0  0  0

EC same sign = 260
EC oppo sign = 52

0  E_mean_CC= 21.260192   E_mean_err_CC= 0.145629
1  E_mean_CC= 26.587725   E_mean_err_CC= 0.145818
2  E_mean_CC= 33.964717   E_mean_err_CC= 0.230582
3  E_mean_CC= 44.458605   E_mean_err_CC= 0.353286
4  E_mean_CC= 60.991258   E_mean_err_CC= 0.838841
5  E_mean_CC= 78.546887   E_mean_err_CC= 1.680126
6  E_mean_CC= 105.585593   E_mean_err_CC= 2.686571


0  mean_CC= 0.665120   mean_err_CC= 0.003914   sigma_CC= 0.201208   sigma_err_CC= 0.003659
1  mean_CC= 0.675267   mean_err_CC= 0.002817   sigma_CC= 0.180209   sigma_err_CC= 0.002614
2  mean_CC= 0.693242   mean_err_CC= 0.003388   sigma_CC= 0.160291   sigma_err_CC= 0.003193
3  mean_CC= 0.719864   mean_err_CC= 0.003708   sigma_CC= 0.144611   sigma_err_CC= 0.003497
4  mean_CC= 0.749688   mean_err_CC= 0.006905   sigma_CC= 0.128431   sigma_err_CC= 0.006746
5  mean_CC= 0.761035   mean_err_CC= 0.009359   sigma_CC= 0.105192   sigma_err_CC= 0.007823
6  mean_CC= 0.801300   mean_err_CC= 0.009964   sigma_CC= 0.085246   sigma_err_CC= 0.008106
0  mean_ECN= 0.727999   mean_err_ECN= 0.007774   sigma_ECN= 0.156350   sigma_err_ECN= 0.006686
1  mean_ECN= 0.744396   mean_err_ECN= 0.009671   sigma_ECN= 0.160079   sigma_err_ECN= 0.009296
0  mean_ECS= 0.710820   mean_err_ECS= 0.008048   sigma_ECS= 0.163995   sigma_err_ECS= 0.006899
1  mean_ECS= 0.741149   mean_err_ECS= 0.010208   sigma_ECS= 0.165548   sigma_err_ECS= 0.009913

sum_eff_b_CC = 0   num_CC = 15084
sum_eff_b_ECN = 0   num_ECN = 979
sum_eff_b_ECS = 0   num_ECS = 1028


Masstagged data, 2.8
--------------------
Here is the error matrix:
  9.870324478e-05   8.581808238e-05  -1.519609401e-08                 0                 0
  8.581808238e-05   9.202351115e-05   3.806496594e-08                 0                 0
 -1.519609401e-08   3.806496594e-08   1.091081099e-09                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.900458 -0.0463061          0          0
  0.900458          1   0.120129          0          0
-0.0463061   0.120129          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.768753 +- 0.00993403
p1 = 0.0732944 +- 0.00959013
p2 = -1.80568e-08 +- 0.0149547
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
Total number of entries = 1.36322e+06
Tagged number of entries = 3409
Total number of entries in CC = 878393
Tagged number of entries in CC = 3097
Total number of entries in ECN = 241117
Tagged number of entries in ECN = 160
Total number of entries in ECS = 243710
Tagged number of entries in ECS = 152

NCC, NECN, NECS = 0  0  0

EC same sign = 32
EC oppo sign = 6

0  E_mean_CC= 22.477688   E_mean_err_CC= 0.369348
1  E_mean_CC= 27.874759   E_mean_err_CC= 0.342062
2  E_mean_CC= 35.077733   E_mean_err_CC= 0.509004
3  E_mean_CC= 45.073700   E_mean_err_CC= 0.761366
4  E_mean_CC= 61.067803   E_mean_err_CC= 1.556410
5  E_mean_CC= 86.087036   E_mean_err_CC= 3.528737
6  E_mean_CC= 103.594736   E_mean_err_CC= 5.820236


0  mean_CC= 0.661592   mean_err_CC= 0.008750   sigma_CC= 0.193890   sigma_err_CC= 0.008077
1  mean_CC= 0.676415   mean_err_CC= 0.006375   sigma_CC= 0.185261   sigma_err_CC= 0.005785
2  mean_CC= 0.689423   mean_err_CC= 0.008043   sigma_CC= 0.172027   sigma_err_CC= 0.007541
3  mean_CC= 0.707693   mean_err_CC= 0.007372   sigma_CC= 0.139274   sigma_err_CC= 0.006755
4  mean_CC= 0.729645   mean_err_CC= 0.012889   sigma_CC= 0.130823   sigma_err_CC= 0.011976
5  mean_CC= 0.777439   mean_err_CC= 0.024091   sigma_CC= 0.113548   sigma_err_CC= 0.027355
6  mean_CC= 0.775337   mean_err_CC= 0.018903   sigma_CC= 0.075535   sigma_err_CC= 0.017241
0  mean_ECN= 0.738722   mean_err_ECN= 0.019278   sigma_ECN= 0.154006   sigma_err_ECN= 0.019232
1  mean_ECN= 0.765231   mean_err_ECN= 0.036958   sigma_ECN= 0.174161   sigma_err_ECN= 0.040450
0  mean_ECS= 0.710255   mean_err_ECS= 0.016345   sigma_ECS= 0.120800   sigma_err_ECS= 0.014394
1  mean_ECS= 0.728815   mean_err_ECS= 0.035775   sigma_ECS= 0.195859   sigma_err_ECS= 0.036536

sum_eff_b_CC = 0   num_CC = 3097
sum_eff_b_ECN = 0   num_ECN = 160
sum_eff_b_ECS = 0   num_ECS = 152


++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Untagged data, 2.9
------------------
Here is the error matrix:
   9.54407935e-07   6.950507585e-07   5.328193829e-13                 0                 0
  6.950507585e-07   5.398459249e-07   1.111516043e-12                 0                 0
  5.328193829e-13   1.111516043e-12   5.571151536e-15                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1    0.96831 0.00730702          0          0
   0.96831          1  0.0202679          0          0
0.00730702  0.0202679          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.80039 +- 0.000976937
p1 = 0.0826456 +- 0.000734741
p2 = -1.18753e-11 +- 0.000117275
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 51.3366
 Data points CC,ECN,ECS  = 7,  1,  1
Total number of entries = 1.11635e+06
Tagged number of entries = 1.11635e+06
Total number of entries in CC = 721171
Tagged number of entries in CC = 721171
Total number of entries in ECN = 196459
Tagged number of entries in ECN = 196459
Total number of entries in ECS = 198722
Tagged number of entries in ECS = 198722

NCC, NECN, NECS = 0  0  0

EC same sign = 46055
EC oppo sign = 11403

0  E_mean_CC= 19.490637   E_mean_err_CC= 0.017266
1  E_mean_CC= 24.724759   E_mean_err_CC= 0.019423
2  E_mean_CC= 32.508938   E_mean_err_CC= 0.036520
3  E_mean_CC= 43.077666   E_mean_err_CC= 0.062579
4  E_mean_CC= 60.420142   E_mean_err_CC= 0.176138
5  E_mean_CC= 77.524281   E_mean_err_CC= 0.369766
6  E_mean_CC= 102.775276   E_mean_err_CC= 0.666899


0  mean_CC= 0.667270   mean_err_CC= 0.000479   sigma_CC= 0.189520   sigma_err_CC= 0.000459
1  mean_CC= 0.683649   mean_err_CC= 0.000408   sigma_CC= 0.176598   sigma_err_CC= 0.000397
2  mean_CC= 0.706315   mean_err_CC= 0.000575   sigma_CC= 0.159504   sigma_err_CC= 0.000556
3  mean_CC= 0.730666   mean_err_CC= 0.000679   sigma_CC= 0.144229   sigma_err_CC= 0.000600
4  mean_CC= 0.759852   mean_err_CC= 0.001353   sigma_CC= 0.130479   sigma_err_CC= 0.001207
5  mean_CC= 0.782666   mean_err_CC= 0.002298   sigma_CC= 0.119417   sigma_err_CC= 0.002124
6  mean_CC= 0.814632   mean_err_CC= 0.002924   sigma_CC= 0.109917   sigma_err_CC= 0.002772
0  mean_ECN= 0.744379   mean_err_ECN= 0.000634   sigma_ECN= 0.177281   sigma_err_ECN= 0.000620
1  mean_ECN= 0.764722   mean_err_ECN= 0.000741   sigma_ECN= 0.157233   sigma_err_ECN= 0.000656
0  mean_ECS= 0.715713   mean_err_ECS= 0.000584   sigma_ECS= 0.167467   sigma_err_ECS= 0.000538
1  mean_ECS= 0.738110   mean_err_ECS= 0.000727   sigma_ECS= 0.151027   sigma_err_ECS= 0.000668

sum_eff_b_CC = 0   num_CC = 721171
sum_eff_b_ECN = 0   num_ECN = 196459
sum_eff_b_ECS = 0   num_ECS = 198722


Tagged data, 2.9
------------------
ere is the error matrix:
  2.413764946e-05    1.96162557e-05   5.291290072e-11                 0                 0
   1.96162557e-05   1.828970139e-05   5.917356072e-11                 0                 0
  5.291290072e-11   5.917356072e-11   6.135410326e-14                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1    0.93361  0.0434803          0          0
   0.93361          1  0.0558602          0          0
 0.0434803  0.0558602          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.789816 +- 0.00491289
p1 = 0.083539 +- 0.00427643
p2 = -8.21471e-12 +- 0.00186488
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 7.82423
Total number of entries = 1.11635e+06
Tagged number of entries = 14129
Total number of entries in CC = 721171
Tagged number of entries in CC = 12455
Total number of entries in ECN = 196459
Tagged number of entries in ECN = 815
Total number of entries in ECS = 198722
Tagged number of entries in ECS = 859

NCC, NECN, NECS = 0  0  0

EC same sign = 227
EC oppo sign = 45

0  E_mean_CC= 21.351089   E_mean_err_CC= 0.159530
1  E_mean_CC= 26.632851   E_mean_err_CC= 0.157427
2  E_mean_CC= 34.301801   E_mean_err_CC= 0.249320
3  E_mean_CC= 44.590981   E_mean_err_CC= 0.387465
4  E_mean_CC= 61.376571   E_mean_err_CC= 0.899745
5  E_mean_CC= 79.779795   E_mean_err_CC= 1.760554
6  E_mean_CC= 103.594416   E_mean_err_CC= 2.652217


0  mean_CC= 0.667428   mean_err_CC= 0.004416   sigma_CC= 0.204266   sigma_err_CC= 0.004115
1  mean_CC= 0.678941   mean_err_CC= 0.003119   sigma_CC= 0.179715   sigma_err_CC= 0.002838
2  mean_CC= 0.695750   mean_err_CC= 0.003745   sigma_CC= 0.161395   sigma_err_CC= 0.003545
3  mean_CC= 0.719327   mean_err_CC= 0.004158   sigma_CC= 0.147842   sigma_err_CC= 0.004006
4  mean_CC= 0.753499   mean_err_CC= 0.007357   sigma_CC= 0.133591   sigma_err_CC= 0.006825
5  mean_CC= 0.765813   mean_err_CC= 0.010437   sigma_CC= 0.108749   sigma_err_CC= 0.008986
6  mean_CC= 0.809601   mean_err_CC= 0.009925   sigma_CC= 0.081130   sigma_err_CC= 0.007703
0  mean_ECN= 0.730200   mean_err_ECN= 0.008500   sigma_ECN= 0.156047   sigma_err_ECN= 0.007370
1  mean_ECN= 0.743991   mean_err_ECN= 0.010478   sigma_ECN= 0.158751   sigma_err_ECN= 0.010254
0  mean_ECS= 0.718950   mean_err_ECS= 0.008949   sigma_ECS= 0.162621   sigma_err_ECS= 0.006957
1  mean_ECS= 0.749670   mean_err_ECS= 0.011127   sigma_ECS= 0.166580   sigma_err_ECS= 0.011291

sum_eff_b_CC = 0   num_CC = 12455
sum_eff_b_ECN = 0   num_ECN = 815
sum_eff_b_ECS = 0   num_ECS = 859


Masstagged data, 2.9
--------------------
Here is the error matrix:
  0.0001437265183   0.0001233818471   7.007468096e-10                 0                 0
  0.0001233818471   0.0001191538769    7.31807625e-10                 0                 0
  7.007468096e-10    7.31807625e-10   4.131138384e-12                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1    0.94282  0.0287579          0          0
   0.94282          1  0.0329844          0          0
 0.0287579  0.0329844          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.773202 +- 0.011987
p1 = 0.0760405 +- 0.0109118
p2 = -1.11251e-10 +- 0.00922604
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 2.27038
Total number of entries = 1.11635e+06
Tagged number of entries = 2816
Total number of entries in CC = 721171
Tagged number of entries in CC = 2553
Total number of entries in ECN = 196459
Tagged number of entries in ECN = 135
Total number of entries in ECS = 198722
Tagged number of entries in ECS = 128

NCC, NECN, NECS = 0  0  0

EC same sign = 29
EC oppo sign = 6

0  E_mean_CC= 22.566257   E_mean_err_CC= 0.406542
1  E_mean_CC= 27.724629   E_mean_err_CC= 0.376393
2  E_mean_CC= 35.371345   E_mean_err_CC= 0.554736
3  E_mean_CC= 45.876554   E_mean_err_CC= 0.850510
4  E_mean_CC= 61.779864   E_mean_err_CC= 1.645950
5  E_mean_CC= 86.793009   E_mean_err_CC= 3.756564
6  E_mean_CC= 100.371651   E_mean_err_CC= 4.776315


0  mean_CC= 0.663200   mean_err_CC= 0.010212   sigma_CC= 0.200490   sigma_err_CC= 0.009345
1  mean_CC= 0.678845   mean_err_CC= 0.007209   sigma_CC= 0.188167   sigma_err_CC= 0.006632
2  mean_CC= 0.689510   mean_err_CC= 0.009157   sigma_CC= 0.176598   sigma_err_CC= 0.008529
3  mean_CC= 0.707737   mean_err_CC= 0.008274   sigma_CC= 0.141838   sigma_err_CC= 0.008210
4  mean_CC= 0.736086   mean_err_CC= 0.014851   sigma_CC= 0.128709   sigma_err_CC= 0.014502
5  mean_CC= 0.782838   mean_err_CC= 0.023546   sigma_CC= 0.109391   sigma_err_CC= 0.025475
6  mean_CC= 0.793798   mean_err_CC= 0.032098   sigma_CC= 0.078498   sigma_err_CC= 0.030755
0  mean_ECN= 0.743051   mean_err_ECN= 0.019576   sigma_ECN= 0.142784   sigma_err_ECN= 0.018057
1  mean_ECN= 0.753397   mean_err_ECN= 0.041235   sigma_ECN= 0.163320   sigma_err_ECN= 0.049785
0  mean_ECS= 0.715031   mean_err_ECS= 0.018764   sigma_ECS= 0.128776   sigma_err_ECS= 0.018256
1  mean_ECS= 0.706331   mean_err_ECS= 0.042140   sigma_ECS= 0.212803   sigma_err_ECS= 0.044925

sum_eff_b_CC = 0   num_CC = 2553
sum_eff_b_ECN = 0   num_ECN = 135
sum_eff_b_ECS = 0   num_ECS = 128



++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Untagged data, 3.0
------------------
Here is the error matrix:
   1.28720229e-06   9.447071782e-07    2.63373033e-14                 0                 0
  9.447071782e-07   7.444330687e-07   7.488291748e-14                 0                 0
   2.63373033e-14   7.488291748e-14   1.454660373e-16                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.965075 0.00192472          0          0
  0.965075          1 0.00719597          0          0
0.00192472 0.00719597          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.803973 +- 0.00113455
p1 = 0.0817577 +- 0.000862804
p2 = -2.79389e-13 +- 0.000130153
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 55.3531
Total number of entries = 757426
Tagged number of entries = 757426
Total number of entries in CC = 490310
Tagged number of entries in CC = 490310
Total number of entries in ECN = 132816
Tagged number of entries in ECN = 132816
Total number of entries in ECS = 134300
Tagged number of entries in ECS = 134300

NCC, NECN, NECS = 0  0  0

EC same sign = 31705
EC oppo sign = 7431

0  E_mean_CC= 19.683537   E_mean_err_CC= 0.020802
1  E_mean_CC= 25.057314   E_mean_err_CC= 0.023150
2  E_mean_CC= 32.982885   E_mean_err_CC= 0.042870
3  E_mean_CC= 43.846953   E_mean_err_CC= 0.071836
4  E_mean_CC= 61.458966   E_mean_err_CC= 0.194425
5  E_mean_CC= 79.004773   E_mean_err_CC= 0.408553
6  E_mean_CC= 104.472366   E_mean_err_CC= 0.705437


0  mean_CC= 0.673697   mean_err_CC= 0.000575   sigma_CC= 0.192396   sigma_err_CC= 0.000535
1  mean_CC= 0.689092   mean_err_CC= 0.000492   sigma_CC= 0.175966   sigma_err_CC= 0.000475
2  mean_CC= 0.712218   mean_err_CC= 0.000682   sigma_CC= 0.158726   sigma_err_CC= 0.000655
3  mean_CC= 0.735742   mean_err_CC= 0.000840   sigma_CC= 0.145205   sigma_err_CC= 0.000822
4  mean_CC= 0.766308   mean_err_CC= 0.001542   sigma_CC= 0.129423   sigma_err_CC= 0.001372
5  mean_CC= 0.789343   mean_err_CC= 0.002598   sigma_CC= 0.119402   sigma_err_CC= 0.002364
6  mean_CC= 0.819860   mean_err_CC= 0.003312   sigma_CC= 0.111440   sigma_err_CC= 0.003183
0  mean_ECN= 0.750189   mean_err_ECN= 0.000765   sigma_ECN= 0.176356   sigma_err_ECN= 0.000743
1  mean_ECN= 0.771965   mean_err_ECN= 0.000920   sigma_ECN= 0.156198   sigma_err_ECN= 0.000874
0  mean_ECS= 0.721005   mean_err_ECS= 0.000706   sigma_ECS= 0.166383   sigma_err_ECS= 0.000648
1  mean_ECS= 0.743876   mean_err_ECS= 0.000867   sigma_ECS= 0.149929   sigma_err_ECS= 0.000788

sum_eff_b_CC = 0   num_CC = 490310
sum_eff_b_ECN = 0   num_ECN = 132816
sum_eff_b_ECS = 0   num_ECS = 134300


Tagged data, 3.0
------------------

Here is the error matrix:
  3.252848303e-05   2.657649879e-05   4.493351393e-09                 0                 0
  2.657649879e-05   2.529620481e-05   5.223496969e-09                 0                 0
  4.493351393e-09   5.223496969e-09   7.847188697e-11                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.926485  0.0889368          0          0
  0.926485          1    0.11724          0          0
 0.0889368    0.11724          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.796626 +- 0.00570318
p1 = 0.0860769 +- 0.00502919
p2 = -6.77701e-09 +- 0.0028892
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 6.64077
Total number of entries = 757426
Tagged number of entries = 9598
Total number of entries in CC = 490310
Tagged number of entries in CC = 8418
Total number of entries in ECN = 132816
Tagged number of entries in ECN = 583
Total number of entries in ECS = 134300
Tagged number of entries in ECS = 597

NCC, NECN, NECS = 0  0  0

EC same sign = 170
EC oppo sign = 29

0  E_mean_CC= 21.280156   E_mean_err_CC= 0.192839
1  E_mean_CC= 26.884272   E_mean_err_CC= 0.189198
2  E_mean_CC= 34.621059   E_mean_err_CC= 0.302501
3  E_mean_CC= 45.005886   E_mean_err_CC= 0.434928
4  E_mean_CC= 61.528385   E_mean_err_CC= 0.975017
5  E_mean_CC= 83.622123   E_mean_err_CC= 2.013869
6  E_mean_CC= 104.792480   E_mean_err_CC= 2.850903


0  mean_CC= 0.664468   mean_err_CC= 0.005420   sigma_CC= 0.203538   sigma_err_CC= 0.005024
1  mean_CC= 0.687132   mean_err_CC= 0.003888   sigma_CC= 0.178022   sigma_err_CC= 0.003705
2  mean_CC= 0.702125   mean_err_CC= 0.004434   sigma_CC= 0.158015   sigma_err_CC= 0.004014
3  mean_CC= 0.722901   mean_err_CC= 0.004899   sigma_CC= 0.147372   sigma_err_CC= 0.004838
4  mean_CC= 0.753888   mean_err_CC= 0.008811   sigma_CC= 0.136887   sigma_err_CC= 0.008426
5  mean_CC= 0.771312   mean_err_CC= 0.012132   sigma_CC= 0.107503   sigma_err_CC= 0.012476
6  mean_CC= 0.820337   mean_err_CC= 0.010499   sigma_CC= 0.078116   sigma_err_CC= 0.007484
0  mean_ECN= 0.735529   mean_err_ECN= 0.010027   sigma_ECN= 0.151408   sigma_err_ECN= 0.009543
1  mean_ECN= 0.743122   mean_err_ECN= 0.011541   sigma_ECN= 0.145177   sigma_err_ECN= 0.010736
0  mean_ECS= 0.712285   mean_err_ECS= 0.010254   sigma_ECS= 0.159535   sigma_err_ECS= 0.008763
1  mean_ECS= 0.757226   mean_err_ECS= 0.011899   sigma_ECS= 0.155459   sigma_err_ECS= 0.009098

sum_eff_b_CC = 0   num_CC = 8418
sum_eff_b_ECN = 0   num_ECN = 583
sum_eff_b_ECS = 0   num_ECS = 597

Masstagged data, 3.0
--------------------
Here is the error matrix:
  0.0001524275956    0.000130484491   4.054960778e-08                 0                 0
   0.000130484491   0.0001313599551   4.179978868e-08                 0                 0
  4.054960778e-08   4.179978868e-08   4.440727807e-10                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.922137   0.155858          0          0
  0.922137          1   0.173067          0          0
  0.155858   0.173067          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.77517 +- 0.0123444
p1 = 0.0743696 +- 0.0114566
p2 = -1.71417e-08 +- 0.00644858
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 8.95228
Total number of entries = 757426
Tagged number of entries = 1922
Total number of entries in CC = 490310
Tagged number of entries in CC = 1738
Total number of entries in ECN = 132816
Tagged number of entries in ECN = 97
Total number of entries in ECS = 134300
Tagged number of entries in ECS = 87

NCC, NECN, NECS = 0  0  0

EC same sign = 20
EC oppo sign = 4

0  E_mean_CC= 22.510590   E_mean_err_CC= 0.496301
1  E_mean_CC= 28.374272   E_mean_err_CC= 0.465597
2  E_mean_CC= 35.227878   E_mean_err_CC= 0.695874
3  E_mean_CC= 46.067894   E_mean_err_CC= 0.962968
4  E_mean_CC= 61.078342   E_mean_err_CC= 1.939117
5  E_mean_CC= 90.760803   E_mean_err_CC= 4.173002
6  E_mean_CC= 103.531204   E_mean_err_CC= 4.585951


0  mean_CC= 0.658649   mean_err_CC= 0.012711   sigma_CC= 0.202711   sigma_err_CC= 0.010767
1  mean_CC= 0.694284   mean_err_CC= 0.008601   sigma_CC= 0.183592   sigma_err_CC= 0.007512
2  mean_CC= 0.692555   mean_err_CC= 0.011363   sigma_CC= 0.178778   sigma_err_CC= 0.009566
3  mean_CC= 0.703785   mean_err_CC= 0.010519   sigma_CC= 0.143959   sigma_err_CC= 0.010253
4  mean_CC= 0.719538   mean_err_CC= 0.016235   sigma_CC= 0.131404   sigma_err_CC= 0.014015
5  mean_CC= 0.806820   mean_err_CC= 0.022871   sigma_CC= 0.090638   sigma_err_CC= 0.023623
6  mean_CC= 0.794952   mean_err_CC= 0.027584   sigma_CC= 0.067422   sigma_err_CC= 0.022278
0  mean_ECN= 0.748126   mean_err_ECN= 0.019833   sigma_ECN= 0.125231   sigma_err_ECN= 0.017617
1  mean_ECN= 0.717376   mean_err_ECN= 0.080469   sigma_ECN= 0.218115   sigma_err_ECN= 0.090090
0  mean_ECS= 0.715639   mean_err_ECS= 0.022699   sigma_ECS= 0.134393   sigma_err_ECS= 0.020759
1  mean_ECS= 0.648246   mean_err_ECS= 0.157903   sigma_ECS= 0.373806   sigma_err_ECS= 0.204395

sum_eff_b_CC = 0   num_CC = 1738
sum_eff_b_ECN = 0   num_ECN = 97
sum_eff_b_ECS = 0   num_ECS = 87


++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Untagged data, 3.1
------------------
Here is the error matrix:
  3.398709147e-06   2.521869761e-06   6.073614954e-14                 0                 0
  2.521869761e-06   2.030691086e-06    6.19398282e-14                 0                 0
  6.073614954e-14    6.19398282e-14   3.497498536e-17                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.959939 0.00557072          0          0
  0.959939          1 0.00734969          0          0
0.00557072 0.00734969          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.811456 +- 0.00184355
p1 = 0.0845455 +- 0.00142502
p2 = -3.05506e-14 +- 0.000286151
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 32.5234
Total number of entries = 248399
Tagged number of entries = 248399
Total number of entries in CC = 160679
Tagged number of entries in CC = 160679
Total number of entries in ECN = 43369
Tagged number of entries in ECN = 43369
Total number of entries in ECS = 44351
Tagged number of entries in ECS = 44351

NCC, NECN, NECS = 0  0  0

EC same sign = 10603
EC oppo sign = 2356

0  E_mean_CC= 19.836603   E_mean_err_CC= 0.036581
1  E_mean_CC= 25.299988   E_mean_err_CC= 0.039985
2  E_mean_CC= 33.376718   E_mean_err_CC= 0.072921
3  E_mean_CC= 44.711200   E_mean_err_CC= 0.119282
4  E_mean_CC= 63.076212   E_mean_err_CC= 0.308196
5  E_mean_CC= 80.865327   E_mean_err_CC= 0.613566
6  E_mean_CC= 106.242136   E_mean_err_CC= 1.035260


0  mean_CC= 0.678352   mean_err_CC= 0.001018   sigma_CC= 0.191991   sigma_err_CC= 0.000939
1  mean_CC= 0.693092   mean_err_CC= 0.000867   sigma_CC= 0.176791   sigma_err_CC= 0.000842
2  mean_CC= 0.716224   mean_err_CC= 0.001188   sigma_CC= 0.160306   sigma_err_CC= 0.001147
3  mean_CC= 0.743117   mean_err_CC= 0.001413   sigma_CC= 0.145261   sigma_err_CC= 0.001374
4  mean_CC= 0.776582   mean_err_CC= 0.002681   sigma_CC= 0.129526   sigma_err_CC= 0.002598
5  mean_CC= 0.796468   mean_err_CC= 0.004090   sigma_CC= 0.118663   sigma_err_CC= 0.003575
6  mean_CC= 0.829235   mean_err_CC= 0.005100   sigma_CC= 0.111970   sigma_err_CC= 0.004958
0  mean_ECN= 0.756452   mean_err_ECN= 0.001347   sigma_ECN= 0.176487   sigma_err_ECN= 0.001309
1  mean_ECN= 0.777548   mean_err_ECN= 0.001575   sigma_ECN= 0.155776   sigma_err_ECN= 0.001480
0  mean_ECS= 0.724965   mean_err_ECS= 0.001232   sigma_ECS= 0.167616   sigma_err_ECS= 0.001169
1  mean_ECS= 0.751663   mean_err_ECS= 0.001538   sigma_ECS= 0.148419   sigma_err_ECS= 0.001503

sum_eff_b_CC = 0   num_CC = 160679
sum_eff_b_ECN = 0   num_ECN = 43369
sum_eff_b_ECS = 0   num_ECS = 44351

Tagged data, 3.1
------------------
Here is the error matrix:
  7.693488214e-05   0.0001400459582   6.189333749e-05                 0                 0
  0.0001400459582   0.0005294276493   0.0003213854061                 0                 0
  6.189333749e-05   0.0003213854061    0.000214779997                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.693914   0.481488          0          0
  0.693914          1   0.953072          0          0
  0.481488   0.953072          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.766784 +- 0.00877062
p1 = 0.0277303 +- 0.0229146
p2 = -0.0214948 +- 0.0146044
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 3.18774
Total number of entries = 248399
Tagged number of entries = 3177
Total number of entries in CC = 160679
Tagged number of entries in CC = 2803
Total number of entries in ECN = 43369
Tagged number of entries in ECN = 187
Total number of entries in ECS = 44351
Tagged number of entries in ECS = 187

NCC, NECN, NECS = 0  0  0

EC same sign = 58
EC oppo sign = 8

0  E_mean_CC= 21.215015   E_mean_err_CC= 0.335366
1  E_mean_CC= 27.111118   E_mean_err_CC= 0.328445
2  E_mean_CC= 34.558231   E_mean_err_CC= 0.529584
3  E_mean_CC= 45.259748   E_mean_err_CC= 0.671614
4  E_mean_CC= 62.863521   E_mean_err_CC= 1.495974
5  E_mean_CC= 86.326138   E_mean_err_CC= 3.537665
6  E_mean_CC= 104.216172   E_mean_err_CC= 4.184391


0  mean_CC= 0.673383   mean_err_CC= 0.008965   sigma_CC= 0.191987   sigma_err_CC= 0.007991
1  mean_CC= 0.695497   mean_err_CC= 0.006472   sigma_CC= 0.180587   sigma_err_CC= 0.005783
2  mean_CC= 0.707279   mean_err_CC= 0.007999   sigma_CC= 0.153688   sigma_err_CC= 0.008033
3  mean_CC= 0.729589   mean_err_CC= 0.007835   sigma_CC= 0.143967   sigma_err_CC= 0.007427
4  mean_CC= 0.773681   mean_err_CC= 0.016465   sigma_CC= 0.129386   sigma_err_CC= 0.017243
5  mean_CC= 0.771566   mean_err_CC= 0.022809   sigma_CC= 0.121978   sigma_err_CC= 0.023301
6  mean_CC= 0.763593   mean_err_CC= 0.010118   sigma_CC= 0.041482   sigma_err_CC= 0.008172
0  mean_ECN= 0.728886   mean_err_ECN= 0.022177   sigma_ECN= 0.156703   sigma_err_ECN= 0.019158
1  mean_ECN= 0.698862   mean_err_ECN= 0.022520   sigma_ECN= 0.142192   sigma_err_ECN= 0.021602
0  mean_ECS= 0.696237   mean_err_ECS= 0.015581   sigma_ECS= 0.136541   sigma_err_ECS= 0.014901
1  mean_ECS= 0.751596   mean_err_ECS= 0.026404   sigma_ECS= 0.174085   sigma_err_ECS= 0.025989

sum_eff_b_CC = 0   num_CC = 2803
sum_eff_b_ECN = 0   num_ECN = 187
sum_eff_b_ECS = 0   num_ECS = 187


Masstagged data, 3.1
--------------------
Here is the error matrix:
  0.0005183748736   0.0004670863516   8.121897187e-08                 0                 0
  0.0004670863516    0.000477412905   1.040736597e-07                 0                 0
  8.121897187e-08   1.040736597e-07   3.378466832e-09                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.938919  0.0613728          0          0
  0.938919          1  0.0819472          0          0
 0.0613728  0.0819472          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.771605 +- 0.0227567
p1 = 0.0731891 +- 0.0218171
p2 = -4.3879e-08 +- 0.019003
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 3.79803
Total number of entries = 248399
Tagged number of entries = 619
Total number of entries in CC = 160679
Tagged number of entries in CC = 553
Total number of entries in ECN = 43369
Tagged number of entries in ECN = 32
Total number of entries in ECS = 44351
Tagged number of entries in ECS = 34

NCC, NECN, NECS = 0  0  0

EC same sign = 7
EC oppo sign = 1

0  E_mean_CC= 23.098575   E_mean_err_CC= 0.818823
1  E_mean_CC= 28.933650   E_mean_err_CC= 0.849692
2  E_mean_CC= 33.729799   E_mean_err_CC= 1.118853
3  E_mean_CC= 47.178877   E_mean_err_CC= 1.326674
4  E_mean_CC= 59.027710   E_mean_err_CC= 2.804988
5  E_mean_CC= 100.954367   E_mean_err_CC= 5.349649
6  E_mean_CC= 94.685364   E_mean_err_CC= 2.539495


0  mean_CC= 0.674676   mean_err_CC= 0.026900   sigma_CC= 0.212512   sigma_err_CC= 0.026431
1  mean_CC= 0.688426   mean_err_CC= 0.013763   sigma_CC= 0.163086   sigma_err_CC= 0.012581
2  mean_CC= 0.676073   mean_err_CC= 0.018692   sigma_CC= 0.147735   sigma_err_CC= 0.015776
3  mean_CC= 0.714653   mean_err_CC= 0.013454   sigma_CC= 0.118045   sigma_err_CC= 0.011035
4  mean_CC= 0.670441   mean_err_CC= 0.050916   sigma_CC= 0.172544   sigma_err_CC= 0.053872
5  mean_CC= 0.822784   mean_err_CC= 0.050547   sigma_CC= 0.114044   sigma_err_CC= 0.086238
6  mean_CC= 0.780312   mean_err_CC= 0.043506   sigma_CC= 0.074132   sigma_err_CC= 0.087453
0  mean_ECN= -1.241747   mean_err_ECN= 9.739742   sigma_ECN= 1.514555   sigma_err_ECN= 1.375824
1  mean_ECN= 0.670000   mean_err_ECN= 6.389404   sigma_ECN= 1.039230   sigma_err_ECN= 0.971448
0  mean_ECS= 0.692306   mean_err_ECS= 0.033380   sigma_ECS= 0.116915   sigma_err_ECS= 0.035835
1  mean_ECS= -3.761782   mean_err_ECS= 10.476938   sigma_ECS= 2.449490   sigma_err_ECS= 2.019520

sum_eff_b_CC = 0   num_CC = 553
sum_eff_b_ECN = 0   num_ECN = 32
sum_eff_b_ECS = 0   num_ECS = 34

++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

gj MC, 2.8
------------------
Here is the error matrix:
   2.70747261e-06   5.947194718e-06   2.357418758e-06                 0                 0
  5.947194718e-06   3.563070972e-05   2.215402022e-05                 0                 0
  2.357418758e-06   2.215402022e-05   1.635088949e-05                 0                 0
                0                 0                 0        2116378816                 0
                0                 0                 0                 0        2124655793

And here is the covariance matrix:
         1   0.605505    0.35431          0          0
  0.605505          1   0.917846          0          0
   0.35431   0.917846          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.842335 +- 0.00164543
p1 = 0.0687122 +- 0.00596844
p2 = -0.00250857 +- 0.0040348
p3 = 0.92 +- 0.486866
p4 = 0.94 +- 0.361157
 With chi2 = 0.107562
otal number of entries = 76294
Tagged number of entries = 76294
Total number of entries in CC = 61432
Tagged number of entries in CC = 61432
Total number of entries in ECN = 7403
Tagged number of entries in ECN = 7403
Total number of entries in ECS = 7459
Tagged number of entries in ECS = 7459

NCC, NECN, NECS = 0  0  0

EC same sign = 3257
EC oppo sign = 59

0  E_mean_CC= 18.989843   E_mean_err_CC= 0.153763
1  E_mean_CC= 24.497219   E_mean_err_CC= 0.159327
2  E_mean_CC= 32.848028   E_mean_err_CC= 0.112663
3  E_mean_CC= 42.905804   E_mean_err_CC= 0.137794
4  E_mean_CC= 59.808566   E_mean_err_CC= 0.238316
5  E_mean_CC= 76.320836   E_mean_err_CC= 0.322184
6  E_mean_CC= 101.188221   E_mean_err_CC= 0.365060


0  mean_CC= 0.720982   mean_err_CC= 0.005963   sigma_CC= 0.160775   sigma_err_CC= 0.006035
1  mean_CC= 0.741412   mean_err_CC= 0.004793   sigma_CC= 0.142590   sigma_err_CC= 0.004788
2  mean_CC= 0.761569   mean_err_CC= 0.004626   sigma_CC= 0.123844   sigma_err_CC= 0.004332
3  mean_CC= 0.782690   mean_err_CC= 0.002685   sigma_CC= 0.109541   sigma_err_CC= 0.002678
4  mean_CC= 0.806448   mean_err_CC= 0.002594   sigma_CC= 0.093704   sigma_err_CC= 0.002589
5  mean_CC= 0.823378   mean_err_CC= 0.002388   sigma_CC= 0.083299   sigma_err_CC= 0.002306
6  mean_CC= 0.843209   mean_err_CC= 0.002095   sigma_CC= 0.075528   sigma_err_CC= 0.002155
0  mean_ECN= 0.773307   mean_err_ECN= 0.006698   sigma_ECN= 0.135168   sigma_err_ECN= 0.005874
1  mean_ECN= 0.791309   mean_err_ECN= 0.005102   sigma_ECN= 0.100124   sigma_err_ECN= 0.005415
0  mean_ECS= 0.775092   mean_err_ECS= 0.005690   sigma_ECS= 0.126670   sigma_err_ECS= 0.005227
1  mean_ECS= 0.796871   mean_err_ECS= 0.007022   sigma_ECS= 0.106156   sigma_err_ECS= 0.007020

sum_eff_b_CC = 0   num_CC = 61432
sum_eff_b_ECN = 0   num_ECN = 7403
sum_eff_b_ECS = 0   num_ECS = 7459

gj MC, 2.9
------------------
Here is the error matrix:
  3.381252863e-06   8.247371222e-06   4.085216958e-06                 0                 0
  8.247371222e-06   4.530040684e-05   2.967433513e-05                 0                 0
  4.085216958e-06   2.967433513e-05   2.230116167e-05                 0                 0
                0                 0                 0        1238306754                 0
                0                 0                 0                 0        1243149666

And here is the covariance matrix:
         1   0.666386   0.470449          0          0
  0.666386          1   0.933612          0          0
  0.470449   0.933612          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.842942 +- 0.00183881
p1 = 0.0703239 +- 0.00672957
p2 = -0.00118518 +- 0.00469278
p3 = 0.92 +- 0.448277
p4 = 0.94 +- 0.465201
 With chi2 = 0.20119
Total number of entries = 70333
Tagged number of entries = 70333
Total number of entries in CC = 57009
Tagged number of entries in CC = 57009
Total number of entries in ECN = 6640
Tagged number of entries in ECN = 6640
Total number of entries in ECS = 6684
Tagged number of entries in ECS = 6684

NCC, NECN, NECS = 0  0  0

EC same sign = 2939
EC oppo sign = 49

0  E_mean_CC= 19.113116   E_mean_err_CC= 0.159462
1  E_mean_CC= 24.622199   E_mean_err_CC= 0.164295
2  E_mean_CC= 33.174865   E_mean_err_CC= 0.111678
3  E_mean_CC= 43.361220   E_mean_err_CC= 0.138759
4  E_mean_CC= 60.197003   E_mean_err_CC= 0.238330
5  E_mean_CC= 76.888010   E_mean_err_CC= 0.318078
6  E_mean_CC= 102.361413   E_mean_err_CC= 0.359683


0  mean_CC= 0.724603   mean_err_CC= 0.006292   sigma_CC= 0.162439   sigma_err_CC= 0.006567
1  mean_CC= 0.741857   mean_err_CC= 0.004972   sigma_CC= 0.141983   sigma_err_CC= 0.004912
2  mean_CC= 0.762297   mean_err_CC= 0.004747   sigma_CC= 0.123378   sigma_err_CC= 0.004394
3  mean_CC= 0.783304   mean_err_CC= 0.002737   sigma_CC= 0.110364   sigma_err_CC= 0.002801
4  mean_CC= 0.807412   mean_err_CC= 0.002637   sigma_CC= 0.092429   sigma_err_CC= 0.002558
5  mean_CC= 0.824544   mean_err_CC= 0.002474   sigma_CC= 0.083215   sigma_err_CC= 0.002361
6  mean_CC= 0.844403   mean_err_CC= 0.002095   sigma_CC= 0.074821   sigma_err_CC= 0.002129
0  mean_ECN= 0.781077   mean_err_ECN= 0.006946   sigma_ECN= 0.133969   sigma_err_ECN= 0.006101
1  mean_ECN= 0.792768   mean_err_ECN= 0.005013   sigma_ECN= 0.096290   sigma_err_ECN= 0.005154
0  mean_ECS= 0.776242   mean_err_ECS= 0.005905   sigma_ECS= 0.126552   sigma_err_ECS= 0.005434
1  mean_ECS= 0.798455   mean_err_ECS= 0.006609   sigma_ECS= 0.102194   sigma_err_ECS= 0.006557

sum_eff_b_CC = 0   num_CC = 57009
sum_eff_b_ECN = 0   num_ECN = 6640
sum_eff_b_ECS = 0   num_ECS = 6684


gj MC, 3.0
------------------
Here is the error matrix:
  3.374318261e-06    8.39512937e-06   4.229179561e-06                 0                 0
   8.39512937e-06   4.720345508e-05   3.187682044e-05                 0                 0
  4.229179561e-06   3.187682044e-05   2.505988227e-05                 0                 0
                0                 0                 0        1385724225                 0
                0                 0                 0                 0        1391143674

And here is the covariance matrix:
         1   0.665193   0.459911          0          0
  0.665193          1   0.926827          0          0
  0.459911   0.926827          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.8434 +- 0.00183692
p1 = 0.067049 +- 0.00686938
p2 = -0.00326773 +- 0.00499311
p3 = 0.92 +- 0.456933
p4 = 0.94 +- 0.412114
 With chi2 = 0.625079
Total number of entries = 59090
Tagged number of entries = 59090
Total number of entries in CC = 48684
Tagged number of entries in CC = 48684
Total number of entries in ECN = 5153
Tagged number of entries in ECN = 5153
Total number of entries in ECS = 5253
Tagged number of entries in ECS = 5253

NCC, NECN, NECS = 0  0  0

EC same sign = 2246
EC oppo sign = 38

0  E_mean_CC= 19.080333   E_mean_err_CC= 0.180439
1  E_mean_CC= 24.932792   E_mean_err_CC= 0.175051
2  E_mean_CC= 33.344833   E_mean_err_CC= 0.121309
3  E_mean_CC= 43.752548   E_mean_err_CC= 0.146633
4  E_mean_CC= 60.899243   E_mean_err_CC= 0.244410
5  E_mean_CC= 78.110193   E_mean_err_CC= 0.313809
6  E_mean_CC= 103.456324   E_mean_err_CC= 0.377284


0  mean_CC= 0.726310   mean_err_CC= 0.006922   sigma_CC= 0.156136   sigma_err_CC= 0.006958
1  mean_CC= 0.742058   mean_err_CC= 0.005547   sigma_CC= 0.142059   sigma_err_CC= 0.005206
2  mean_CC= 0.765242   mean_err_CC= 0.005158   sigma_CC= 0.122227   sigma_err_CC= 0.004643
3  mean_CC= 0.785068   mean_err_CC= 0.002654   sigma_CC= 0.107532   sigma_err_CC= 0.002736
4  mean_CC= 0.810685   mean_err_CC= 0.002766   sigma_CC= 0.091745   sigma_err_CC= 0.002687
5  mean_CC= 0.826607   mean_err_CC= 0.002301   sigma_CC= 0.078824   sigma_err_CC= 0.002036
6  mean_CC= 0.845425   mean_err_CC= 0.002190   sigma_CC= 0.073423   sigma_err_CC= 0.002167
0  mean_ECN= 0.800543   mean_err_ECN= 0.007761   sigma_ECN= 0.125225   sigma_err_ECN= 0.006821
1  mean_ECN= 0.793045   mean_err_ECN= 0.005662   sigma_ECN= 0.097259   sigma_err_ECN= 0.005568
0  mean_ECS= 0.775455   mean_err_ECS= 0.006996   sigma_ECS= 0.127232   sigma_err_ECS= 0.006206
1  mean_ECS= 0.802757   mean_err_ECS= 0.005835   sigma_ECS= 0.095626   sigma_err_ECS= 0.005087

sum_eff_b_CC = 0   num_CC = 48684
sum_eff_b_ECN = 0   num_ECN = 5153
sum_eff_b_ECS = 0   num_ECS = 5253



gj MC, 3.1
------------------
Here is the error matrix:
  5.555522813e-06   1.273374717e-05   6.061014312e-06                 0                 0
  1.273374717e-05   8.394592232e-05   6.181702662e-05                 0                 0
  6.061014312e-06   6.181702662e-05   5.480358369e-05                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1    0.58965   0.347359          0          0
   0.58965          1   0.911389          0          0
  0.347359   0.911389          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.846856 +- 0.002357
p1 = 0.0698091 +- 0.00915969
p2 = -0.00230931 +- 0.00734425
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 0.535624
Total number of entries = 31777
Tagged number of entries = 31777
Total number of entries in CC = 27585
Tagged number of entries in CC = 27585
Total number of entries in ECN = 2039
Tagged number of entries in ECN = 2039
Total number of entries in ECS = 2153
Tagged number of entries in ECS = 2153

NCC, NECN, NECS = 0  0  0

EC same sign = 873
EC oppo sign = 15

0  E_mean_CC= 19.050392   E_mean_err_CC= 0.288903
1  E_mean_CC= 25.261502   E_mean_err_CC= 0.276310
2  E_mean_CC= 33.568594   E_mean_err_CC= 0.176961
3  E_mean_CC= 44.611857   E_mean_err_CC= 0.211508
4  E_mean_CC= 62.250793   E_mean_err_CC= 0.316650
5  E_mean_CC= 79.656086   E_mean_err_CC= 0.404491
6  E_mean_CC= 105.935085   E_mean_err_CC= 0.483920


0  mean_CC= 0.724414   mean_err_CC= 0.012268   sigma_CC= 0.153532   sigma_err_CC= 0.013177
1  mean_CC= 0.745306   mean_err_CC= 0.009506   sigma_CC= 0.149148   sigma_err_CC= 0.010180
2  mean_CC= 0.765892   mean_err_CC= 0.008042   sigma_CC= 0.121024   sigma_err_CC= 0.007210
3  mean_CC= 0.790217   mean_err_CC= 0.003314   sigma_CC= 0.102527   sigma_err_CC= 0.003234
4  mean_CC= 0.813453   mean_err_CC= 0.003924   sigma_CC= 0.090871   sigma_err_CC= 0.003784
5  mean_CC= 0.829174   mean_err_CC= 0.003266   sigma_CC= 0.080499   sigma_err_CC= 0.003012
6  mean_CC= 0.851565   mean_err_CC= 0.002944   sigma_CC= 0.072651   sigma_err_CC= 0.002998
0  mean_ECN= 0.796449   mean_err_ECN= 0.015063   sigma_ECN= 0.140354   sigma_err_ECN= 0.014996
1  mean_ECN= 0.801210   mean_err_ECN= 0.008593   sigma_ECN= 0.093000   sigma_err_ECN= 0.008036
0  mean_ECS= 0.797403   mean_err_ECS= 0.011017   sigma_ECS= 0.116169   sigma_err_ECS= 0.007497
1  mean_ECS= 0.797648   mean_err_ECS= 0.012252   sigma_ECS= 0.112018   sigma_err_ECS= 0.012184

sum_eff_b_CC = 0   num_CC = 27585
sum_eff_b_ECN = 0   num_ECN = 2039
sum_eff_b_ECS = 0   num_ECS = 2153





gb MC, 2.8
------------------
Here is the error matrix:
  3.752408195e-06   1.024668406e-05   5.264233594e-06                 0                 0
  1.024668406e-05   4.828113566e-05   2.938960193e-05                 0                 0
  5.264233594e-06   2.938960193e-05     1.9594752e-05                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.761271   0.613918          0          0
  0.761271          1    0.95551          0          0
  0.613918    0.95551          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.805288 +- 0.00193711
p1 = 0.0781438 +- 0.00694747
p2 = -0.00974497 +- 0.00442357
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 7.2926
Total number of entries = 90033
Tagged number of entries = 35921.5
Total number of entries in CC = 81350
Tagged number of entries in CC = 34211.9
Total number of entries in ECN = 2475
Tagged number of entries in ECN = 460.234
Total number of entries in ECS = 6208
Tagged number of entries in ECS = 1249.23

NCC, NECN, NECS = 0  0  0

EC same sign = 986
EC oppo sign = 23

0  E_mean_CC= 16.882888   E_mean_err_CC= 0.117150
1  E_mean_CC= 22.099249   E_mean_err_CC= 0.131479
2  E_mean_CC= 29.375749   E_mean_err_CC= 0.120859
3  E_mean_CC= 38.068210   E_mean_err_CC= 0.156313
4  E_mean_CC= 55.632802   E_mean_err_CC= 0.210255
5  E_mean_CC= 70.892340   E_mean_err_CC= 0.220981
6  E_mean_CC= 93.034166   E_mean_err_CC= 0.361772


0  mean_CC= 0.642875   mean_err_CC= 0.005827   sigma_CC= 0.165048   sigma_err_CC= 0.005868
1  mean_CC= 0.662880   mean_err_CC= 0.004372   sigma_CC= 0.157803   sigma_err_CC= 0.004388
2  mean_CC= 0.690437   mean_err_CC= 0.003640   sigma_CC= 0.134557   sigma_err_CC= 0.003153
3  mean_CC= 0.719992   mean_err_CC= 0.002445   sigma_CC= 0.118160   sigma_err_CC= 0.002297
4  mean_CC= 0.762337   mean_err_CC= 0.003257   sigma_CC= 0.109317   sigma_err_CC= 0.003131
5  mean_CC= 0.777144   mean_err_CC= 0.002267   sigma_CC= 0.102824   sigma_err_CC= 0.002027
6  mean_CC= 0.798954   mean_err_CC= 0.001770   sigma_CC= 0.095220   sigma_err_CC= 0.001596
0  mean_ECN= 0.739095   mean_err_ECN= 0.012574   sigma_ECN= 0.148953   sigma_err_ECN= 0.011698
1  mean_ECN= 0.729077   mean_err_ECN= 0.010163   sigma_ECN= 0.117676   sigma_err_ECN= 0.010458
0  mean_ECS= 0.706957   mean_err_ECS= 0.009612   sigma_ECS= 0.170313   sigma_err_ECS= 0.010302
1  mean_ECS= 0.749931   mean_err_ECS= 0.008521   sigma_ECS= 0.132611   sigma_err_ECS= 0.006905

sum_eff_b_CC = 48017.8   num_CC = 34211.9
sum_eff_b_ECN = 646.043   num_ECN = 460.234
sum_eff_b_ECS = 1753.59   num_ECS = 1249.23









// old - not to use
Here is the error matrix:
  3.815928747e-06   1.024289577e-05    5.24705451e-06                 0                 0
  1.024289577e-05   5.059258204e-05   3.140318303e-05                 0                 0
   5.24705451e-06   3.140318303e-05   2.148809813e-05                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1    0.73719   0.579451          0          0
   0.73719          1   0.952426          0          0
  0.579451   0.952426          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.811589 +- 0.00195343
p1 = 0.0803067 +- 0.00711181
p2 = -0.00961192 +- 0.004632
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 5.26586
Total number of entries = 68521
Tagged number of entries = 30935.4
Total number of entries in CC = 62022
Tagged number of entries in CC = 29593.3
Total number of entries in ECN = 1835
Tagged number of entries in ECN = 357.615
Total number of entries in ECS = 4664
Tagged number of entries in ECS = 984.71

NCC, NECN, NECS = 0  0  0

EC same sign = 758
EC oppo sign = 18

0  E_mean_CC= 17.201226   E_mean_err_CC= 0.133851
1  E_mean_CC= 22.216380   E_mean_err_CC= 0.145682
2  E_mean_CC= 29.422095   E_mean_err_CC= 0.130220
3  E_mean_CC= 38.855123   E_mean_err_CC= 0.167832
4  E_mean_CC= 56.636003   E_mean_err_CC= 0.221592
5  E_mean_CC= 72.237480   E_mean_err_CC= 0.228498
6  E_mean_CC= 94.550930   E_mean_err_CC= 0.382378


0  mean_CC= 0.644343   mean_err_CC= 0.006329   sigma_CC= 0.155058   sigma_err_CC= 0.005356
1  mean_CC= 0.669882   mean_err_CC= 0.004675   sigma_CC= 0.155241   sigma_err_CC= 0.004633
2  mean_CC= 0.696100   mean_err_CC= 0.003886   sigma_CC= 0.131498   sigma_err_CC= 0.003329
3  mean_CC= 0.725118   mean_err_CC= 0.002480   sigma_CC= 0.118129   sigma_err_CC= 0.002247
4  mean_CC= 0.769159   mean_err_CC= 0.003344   sigma_CC= 0.105833   sigma_err_CC= 0.003171
5  mean_CC= 0.784302   mean_err_CC= 0.002376   sigma_CC= 0.097141   sigma_err_CC= 0.001984
6  mean_CC= 0.806478   mean_err_CC= 0.001870   sigma_CC= 0.091270   sigma_err_CC= 0.001700
0  mean_ECN= 0.741118   mean_err_ECN= 0.012520   sigma_ECN= 0.139366   sigma_err_ECN= 0.011722
1  mean_ECN= 0.732333   mean_err_ECN= 0.009515   sigma_ECN= 0.103496   sigma_err_ECN= 0.006584
0  mean_ECS= 0.716937   mean_err_ECS= 0.009972   sigma_ECS= 0.163790   sigma_err_ECS= 0.009907
1  mean_ECS= 0.763852   mean_err_ECS= 0.008182   sigma_ECS= 0.127795   sigma_err_ECS= 0.007028

sum_eff_b_CC = 41539   num_CC = 29593.3
sum_eff_b_ECN = 501.993   num_ECN = 357.615
sum_eff_b_ECS = 1382.27   num_ECS = 984.71


gb MC, 2.9
------------------
no mu-decyas


Here is the error matrix:
  3.815928747e-06   1.024289577e-05    5.24705451e-06                 0                 0
  1.024289577e-05   5.059258204e-05   3.140318303e-05                 0                 0
   5.24705451e-06   3.140318303e-05   2.148809813e-05                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1    0.73719   0.579451          0          0
   0.73719          1   0.952426          0          0
  0.579451   0.952426          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.811589 +- 0.00195343
p1 = 0.0803067 +- 0.00711181
p2 = -0.00961192 +- 0.004632
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 5.26586
Total number of entries = 68521
Tagged number of entries = 30935.4
Total number of entries in CC = 62022
Tagged number of entries in CC = 29593.3
Total number of entries in ECN = 1835
Tagged number of entries in ECN = 357.615
Total number of entries in ECS = 4664
Tagged number of entries in ECS = 984.71

NCC, NECN, NECS = 0  0  0

EC same sign = 758
EC oppo sign = 18

0  E_mean_CC= 17.201226   E_mean_err_CC= 0.133851
1  E_mean_CC= 22.216380   E_mean_err_CC= 0.145682
2  E_mean_CC= 29.422095   E_mean_err_CC= 0.130220
3  E_mean_CC= 38.855123   E_mean_err_CC= 0.167832
4  E_mean_CC= 56.636003   E_mean_err_CC= 0.221592
5  E_mean_CC= 72.237480   E_mean_err_CC= 0.228498
6  E_mean_CC= 94.550930   E_mean_err_CC= 0.382378


0  mean_CC= 0.644343   mean_err_CC= 0.006329   sigma_CC= 0.155058   sigma_err_CC= 0.005356
1  mean_CC= 0.669882   mean_err_CC= 0.004675   sigma_CC= 0.155241   sigma_err_CC= 0.004633
2  mean_CC= 0.696100   mean_err_CC= 0.003886   sigma_CC= 0.131498   sigma_err_CC= 0.003329
3  mean_CC= 0.725118   mean_err_CC= 0.002480   sigma_CC= 0.118129   sigma_err_CC= 0.002247
4  mean_CC= 0.769159   mean_err_CC= 0.003344   sigma_CC= 0.105833   sigma_err_CC= 0.003171
5  mean_CC= 0.784302   mean_err_CC= 0.002376   sigma_CC= 0.097141   sigma_err_CC= 0.001984
6  mean_CC= 0.806478   mean_err_CC= 0.001870   sigma_CC= 0.091270   sigma_err_CC= 0.001700
0  mean_ECN= 0.741118   mean_err_ECN= 0.012520   sigma_ECN= 0.139366   sigma_err_ECN= 0.011722
1  mean_ECN= 0.732333   mean_err_ECN= 0.009515   sigma_ECN= 0.103496   sigma_err_ECN= 0.006584
0  mean_ECS= 0.716937   mean_err_ECS= 0.009972   sigma_ECS= 0.163790   sigma_err_ECS= 0.009907
1  mean_ECS= 0.763852   mean_err_ECS= 0.008182   sigma_ECS= 0.127795   sigma_err_ECS= 0.007028

sum_eff_b_CC = 41539   num_CC = 29593.3
sum_eff_b_ECN = 501.993   num_ECN = 357.615
sum_eff_b_ECS = 1382.27   num_ECS = 984.71



mu-veto applied to MC

Here is the error matrix:
  3.969021449e-06   1.079295314e-05   5.561817675e-06                 0                 0
  1.079295314e-05   5.147207579e-05   3.168793763e-05                 0                 0
  5.561817675e-06   3.168793763e-05   2.140519333e-05                 0                 0
                0                 0                 0      0.1429930488                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.755114   0.603414          0          0
  0.755114          1    0.95466          0          0
  0.603414    0.95466          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.806682 +- 0.00199223
p1 = 0.0791336 +- 0.00717333
p2 = -0.00920689 +- 0.00462292
p3 = 1.07584 +- 0.577369
p4 = 0.94 +- 0.555029
 With chi2 = 5.28539
 Data points CC,ECN,ECS  = 7,  2,  2
Total number of entries = 80493
Tagged number of entries = 32532.5
Total number of entries in CC = 73225
Tagged number of entries in CC = 31074.8
Total number of entries in ECN = 2057
Tagged number of entries in ECN = 390.032
Total number of entries in ECS = 5211
Tagged number of entries in ECS = 1067.75

NCC, NECN, NECS = 0  0  0

EC same sign = 827
EC oppo sign = 20

0  E_mean_CC= 17.150424   E_mean_err_CC= 0.127631
1  E_mean_CC= 22.138421   E_mean_err_CC= 0.140308
2  E_mean_CC= 29.524390   E_mean_err_CC= 0.124270
3  E_mean_CC= 38.626658   E_mean_err_CC= 0.161770
4  E_mean_CC= 55.946723   E_mean_err_CC= 0.216496
5  E_mean_CC= 71.474801   E_mean_err_CC= 0.224137
6  E_mean_CC= 93.557163   E_mean_err_CC= 0.375287


0  mean_CC= 0.642419   mean_err_CC= 0.006143   sigma_CC= 0.156173   sigma_err_CC= 0.005083
1  mean_CC= 0.666914   mean_err_CC= 0.004564   sigma_CC= 0.156836   sigma_err_CC= 0.004599
2  mean_CC= 0.693902   mean_err_CC= 0.003734   sigma_CC= 0.131807   sigma_err_CC= 0.003191
3  mean_CC= 0.721236   mean_err_CC= 0.002401   sigma_CC= 0.119106   sigma_err_CC= 0.002191
4  mean_CC= 0.764209   mean_err_CC= 0.003414   sigma_CC= 0.108752   sigma_err_CC= 0.003302
5  mean_CC= 0.778938   mean_err_CC= 0.002380   sigma_CC= 0.100483   sigma_err_CC= 0.001969
6  mean_CC= 0.800798   mean_err_CC= 0.001857   sigma_CC= 0.094606   sigma_err_CC= 0.001681
0  mean_ECN= 0.742027   mean_err_ECN= 0.013493   sigma_ECN= 0.146038   sigma_err_ECN= 0.012161
1  mean_ECN= 0.726243   mean_err_ECN= 0.011028   sigma_ECN= 0.120054   sigma_err_ECN= 0.011794
0  mean_ECS= 0.709095   mean_err_ECS= 0.009407   sigma_ECS= 0.164089   sigma_err_ECS= 0.009243
1  mean_ECS= 0.752528   mean_err_ECS= 0.008339   sigma_ECS= 0.133050   sigma_err_ECS= 0.007183

sum_eff_b_CC = 43617.4   num_CC = 31074.8
sum_eff_b_ECN = 547.497   num_ECN = 390.032
sum_eff_b_ECS = 1498.83   num_ECS = 1067.75



gb MC, 3.0
------------------
Here is the error matrix:
  5.257607132e-06   1.458293261e-05   7.546276539e-06                 0                 0
  1.458293261e-05   7.096516295e-05   4.378333987e-05                 0                 0
  7.546276539e-06   4.378333987e-05   2.985296623e-05                 0                 0
                0                 0                 0            0.2352                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.754967   0.602344          0          0
  0.754967          1   0.951245          0          0
  0.602344   0.951245          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.808783 +- 0.00229293
p1 = 0.0792159 +- 0.00842234
p2 = -0.00950904 +- 0.00545796
p3 = 0.92 +- 0.548909
p4 = 0.94 +- 0.555029
 With chi2 = 7.37826
Total number of entries = 63355
Tagged number of entries = 26121.7
Total number of entries in CC = 58303
Tagged number of entries in CC = 25087.8
Total number of entries in ECN = 1385
Tagged number of entries in ECN = 271.629
Total number of entries in ECS = 3667
Tagged number of entries in ECS = 762.469

NCC, NECN, NECS = 0  0  0

EC same sign = 560
EC oppo sign = 13

0  E_mean_CC= 17.319660   E_mean_err_CC= 0.156173
1  E_mean_CC= 22.397177   E_mean_err_CC= 0.165794
2  E_mean_CC= 29.751699   E_mean_err_CC= 0.140087
3  E_mean_CC= 38.986492   E_mean_err_CC= 0.180979
4  E_mean_CC= 56.523515   E_mean_err_CC= 0.233195
5  E_mean_CC= 72.096903   E_mean_err_CC= 0.235485
6  E_mean_CC= 94.098955   E_mean_err_CC= 0.410125


0  mean_CC= 0.644677   mean_err_CC= 0.007407   sigma_CC= 0.158629   sigma_err_CC= 0.006678
1  mean_CC= 0.671238   mean_err_CC= 0.005598   sigma_CC= 0.155709   sigma_err_CC= 0.005501
2  mean_CC= 0.696531   mean_err_CC= 0.004404   sigma_CC= 0.132764   sigma_err_CC= 0.003706
3  mean_CC= 0.721836   mean_err_CC= 0.002889   sigma_CC= 0.120925   sigma_err_CC= 0.002627
4  mean_CC= 0.768328   mean_err_CC= 0.003652   sigma_CC= 0.106351   sigma_err_CC= 0.003576
5  mean_CC= 0.782333   mean_err_CC= 0.002708   sigma_CC= 0.098511   sigma_err_CC= 0.002258
6  mean_CC= 0.802946   mean_err_CC= 0.002135   sigma_CC= 0.095416   sigma_err_CC= 0.002037
0  mean_ECN= 0.731311   mean_err_ECN= 0.010591   sigma_ECN= 0.120739   sigma_err_ECN= 0.006962
1  mean_ECN= 0.740805   mean_err_ECN= 0.013173   sigma_ECN= 0.110250   sigma_err_ECN= 0.013533
0  mean_ECS= 0.725560   mean_err_ECS= 0.009571   sigma_ECS= 0.148563   sigma_err_ECS= 0.007857
1  mean_ECS= 0.762069   mean_err_ECS= 0.008491   sigma_ECS= 0.123907   sigma_err_ECS= 0.007767

sum_eff_b_CC = 35218.9   num_CC = 25087.8
sum_eff_b_ECN = 381.293   num_ECN = 271.629
sum_eff_b_ECS = 1070.3   num_ECS = 762.469



gb MC, 3.1
------------------
Here is the error matrix:
  6.538655231e-06   7.033900139e-06   6.397281617e-09                 0                 0
  7.033900139e-06   1.626736211e-05   2.540103314e-08                 0                 0
  6.397281617e-09   2.540103314e-08   1.662256933e-09                 0                 0
                0                 0                 0       0.189128064                 0
                0                 0                 0                 0            0.2288

And here is the covariance matrix:
         1   0.682014  0.0613624          0          0
  0.682014          1    0.15447          0          0
 0.0613624    0.15447          1          0          0
         0          0          0          1          0
         0          0          0          0          1

Minimum at:
p0 = 0.821195 +- 0.00255706
p1 = 0.0977361 +- 0.00403312
p2 = -1.92222e-08 +- 0.0213092
p3 = 1.01714 +- 0.572413
p4 = 0.94 +- 0.555029
 With chi2 = 12.0371
Total number of entries = 28141
Tagged number of entries = 12016.6
Total number of entries in CC = 26440
Tagged number of entries in CC = 11666.4
Total number of entries in ECN = 440
Tagged number of entries in ECN = 89.4406
Total number of entries in ECS = 1261
Tagged number of entries in ECS = 260.794

NCC, NECN, NECS = 0  0  0

EC same sign = 178
EC oppo sign = 7

0  E_mean_CC= 17.480780   E_mean_err_CC= 0.283295
1  E_mean_CC= 23.351410   E_mean_err_CC= 0.270617
2  E_mean_CC= 29.213940   E_mean_err_CC= 0.249553
3  E_mean_CC= 39.474024   E_mean_err_CC= 0.293896
4  E_mean_CC= 56.814113   E_mean_err_CC= 0.378304
5  E_mean_CC= 72.932222   E_mean_err_CC= 0.349426
6  E_mean_CC= 95.721900   E_mean_err_CC= 0.581110


0  mean_CC= 0.649198   mean_err_CC= 0.014973   sigma_CC= 0.172410   sigma_err_CC= 0.012264
1  mean_CC= 0.699423   mean_err_CC= 0.009001   sigma_CC= 0.161846   sigma_err_CC= 0.008829
2  mean_CC= 0.683930   mean_err_CC= 0.007377   sigma_CC= 0.136559   sigma_err_CC= 0.006319
3  mean_CC= 0.729506   mean_err_CC= 0.004969   sigma_CC= 0.124533   sigma_err_CC= 0.004704
4  mean_CC= 0.763656   mean_err_CC= 0.006428   sigma_CC= 0.113859   sigma_err_CC= 0.006956
5  mean_CC= 0.794026   mean_err_CC= 0.003395   sigma_CC= 0.092572   sigma_err_CC= 0.002959
6  mean_CC= 0.815342   mean_err_CC= 0.003118   sigma_CC= 0.091827   sigma_err_CC= 0.003377
0  mean_ECN= 0.723547   mean_err_ECN= 0.023613   sigma_ECN= 0.112324   sigma_err_ECN= 0.022949
1  mean_ECN= 0.741420   mean_err_ECN= 0.011813   sigma_ECN= 0.073310   sigma_err_ECN= 0.021334
0  mean_ECS= 0.728552   mean_err_ECS= 0.016883   sigma_ECS= 0.149388   sigma_err_ECS= 0.011136
1  mean_ECS= 0.777282   mean_err_ECS= 0.018941   sigma_ECS= 0.135975   sigma_err_ECS= 0.024163

sum_eff_b_CC = 16376.8   num_CC = 11666.4
sum_eff_b_ECN = 125.55   num_ECN = 89.4406
sum_eff_b_ECS = 366.084   num_ECS = 260.794






================================================================================
collection results (extracted b-jet response, no scaling to dPhi 3.1

dPhi 2.8
--------
0  mean_CC= 0.663343   mean_err_CC= 0.000429   sigma_CC= 0.189092   sigma_err_CC= 0.000412
1  mean_CC= 0.679237   mean_err_CC= 0.000370   sigma_CC= 0.176326   sigma_err_CC= 0.000361
2  mean_CC= 0.703356   mean_err_CC= 0.000503   sigma_CC= 0.158027   sigma_err_CC= 0.000444
3  mean_CC= 0.727231   mean_err_CC= 0.000629   sigma_CC= 0.144519   sigma_err_CC= 0.000559
4  mean_CC= 0.755849   mean_err_CC= 0.001262   sigma_CC= 0.130441   sigma_err_CC= 0.001124
5  mean_CC= 0.778449   mean_err_CC= 0.002197   sigma_CC= 0.120748   sigma_err_CC= 0.002047
6  mean_CC= 0.811702   mean_err_CC= 0.002775   sigma_CC= 0.110142   sigma_err_CC= 0.002653

Rb bin 0: R_b = 0.65815858 +/- 0.09139749
Rb bin 1: R_b = 0.67659878 +/- 0.09277589
Rb bin 2: R_b = 0.68212501 +/- 0.09537679
Rb bin 3: R_b = 0.69170264 +/- 0.09746047
Rb bin 4: R_b = 0.70505098 +/- 0.10307383
Rb bin 5: R_b = 0.79100645 +/- 0.11848261
Rb bin 6: R_b = 0.74274457 +/- 0.11347334

dPhi 2.9
--------
0  mean_CC= 0.667270   mean_err_CC= 0.000479   sigma_CC= 0.189520   sigma_err_CC= 0.000459
1  mean_CC= 0.683649   mean_err_CC= 0.000408   sigma_CC= 0.176598   sigma_err_CC= 0.000397
2  mean_CC= 0.706315   mean_err_CC= 0.000575   sigma_CC= 0.159504   sigma_err_CC= 0.000556
3  mean_CC= 0.730666   mean_err_CC= 0.000679   sigma_CC= 0.144229   sigma_err_CC= 0.000600
4  mean_CC= 0.759852   mean_err_CC= 0.001353   sigma_CC= 0.130479   sigma_err_CC= 0.001207
5  mean_CC= 0.782666   mean_err_CC= 0.002298   sigma_CC= 0.119417   sigma_err_CC= 0.002124
6  mean_CC= 0.814632   mean_err_CC= 0.002924   sigma_CC= 0.109917   sigma_err_CC= 0.002772

Rb bin 0: R_b = 0.65834279 +/- 0.09344781
Rb bin 1: R_b = 0.67730802 +/- 0.09430193
Rb bin 2: R_b = 0.67907161 +/- 0.09708551
Rb bin 3: R_b = 0.69085751 +/- 0.09947550
Rb bin 4: R_b = 0.71396083 +/- 0.10682969
Rb bin 5: R_b = 0.79748613 +/- 0.11915106
Rb bin 6: R_b = 0.77394096 +/- 0.12980507

dPhi 3.0
--------
0  mean_CC= 0.673697   mean_err_CC= 0.000575   sigma_CC= 0.192396   sigma_err_CC= 0.000535
1  mean_CC= 0.689092   mean_err_CC= 0.000492   sigma_CC= 0.175966   sigma_err_CC= 0.000475
2  mean_CC= 0.712218   mean_err_CC= 0.000682   sigma_CC= 0.158726   sigma_err_CC= 0.000655
3  mean_CC= 0.735742   mean_err_CC= 0.000840   sigma_CC= 0.145205   sigma_err_CC= 0.000822
4  mean_CC= 0.766308   mean_err_CC= 0.001542   sigma_CC= 0.129423   sigma_err_CC= 0.001372
5  mean_CC= 0.789343   mean_err_CC= 0.002598   sigma_CC= 0.119402   sigma_err_CC= 0.002364
6  mean_CC= 0.819860   mean_err_CC= 0.003312   sigma_CC= 0.111440   sigma_err_CC= 0.003183

Rb bin 0: R_b = 0.64920628 +/- 0.14419839
Rb bin 1: R_b = 0.70178132 +/- 0.15124413
Rb bin 2: R_b = 0.67859587 +/- 0.15060558
Rb bin 3: R_b = 0.67816233 +/- 0.15238290
Rb bin 4: R_b = 0.67678645 +/- 0.15769827
Rb bin 5: R_b = 0.84147907 +/- 0.18662138
Rb bin 6: R_b = 0.76634015 +/- 0.17892718


dPhi 3.1
--------
0  mean_CC= 0.678352   mean_err_CC= 0.001018   sigma_CC= 0.191991   sigma_err_CC= 0.000939
1  mean_CC= 0.693092   mean_err_CC= 0.000867   sigma_CC= 0.176791   sigma_err_CC= 0.000842
2  mean_CC= 0.716224   mean_err_CC= 0.001188   sigma_CC= 0.160306   sigma_err_CC= 0.001147
3  mean_CC= 0.743117   mean_err_CC= 0.001413   sigma_CC= 0.145261   sigma_err_CC= 0.001374
4  mean_CC= 0.776582   mean_err_CC= 0.002681   sigma_CC= 0.129526   sigma_err_CC= 0.002598
5  mean_CC= 0.796468   mean_err_CC= 0.004090   sigma_CC= 0.118663   sigma_err_CC= 0.003575
6  mean_CC= 0.829235   mean_err_CC= 0.005100   sigma_CC= 0.111970   sigma_err_CC= 0.004958

Rb bin 0: R_b = 0.67651706 +/- 0.24256346
Rb bin 1: R_b = 0.68333238 +/- 0.23793031
Rb bin 2: R_b = 0.64058785 +/- 0.22722638
Rb bin 3: R_b = 0.69590789 +/- 0.24487513
Rb bin 4: R_b = 0.55685481 +/- 0.24063150
Rb bin 5: R_b = 0.87423857 +/- 0.33434069
Rb bin 6: R_b = 0.78056593 +/- 0.29855450





Results Rj/Rb(data) / Rj/Rb(MC)
===============================
2.6
2.8   0.944 +/- 0.047
2.9   0.944 +/- 0.048
3.0   0.950 +/- 0.075
3.1   0.970 +/- 0.127