diff --git a/validphys2/src/validphys/filters.py b/validphys2/src/validphys/filters.py index 2532ca2c00..e18b764d06 100644 --- a/validphys2/src/validphys/filters.py +++ b/validphys2/src/validphys/filters.py @@ -98,7 +98,7 @@ def export_mask(path, mask): np.savetxt(path, mask, fmt='%d') -def filter_closure_data(filter_path, data, fakepdf, fakenoise, filterseed): +def filter_closure_data(filter_path, data, fakepdf, fakenoise, filterseed, sep_mult): """Filter closure data. In addition to cutting data points, the data is generated from an underlying ``fakepdf``, applying a shift to the data if ``fakenoise`` is ``True``, which emulates the experimental central values @@ -106,11 +106,11 @@ def filter_closure_data(filter_path, data, fakepdf, fakenoise, filterseed): """ log.info('Filtering closure-test data.') - return _filter_closure_data(filter_path, data, fakepdf, fakenoise, filterseed) + return _filter_closure_data(filter_path, data, fakepdf, fakenoise, filterseed, sep_mult) def filter_closure_data_by_experiment( - filter_path, experiments_data, fakepdf, fakenoise, filterseed, experiments_index + filter_path, experiments_data, fakepdf, fakenoise, filterseed, experiments_index, sep_mult ): """ Like :py:func:`filter_closure_data` except filters data by experiment. @@ -129,7 +129,7 @@ def filter_closure_data_by_experiment( ] res.append( _filter_closure_data( - filter_path, exp, fakepdf, fakenoise, filterseed, experiment_index + filter_path, exp, fakepdf, fakenoise, filterseed, experiment_index, sep_mult ) ) @@ -182,6 +182,7 @@ def _filter_real_data(filter_path, data): def _filter_closure_data( filter_path, data, fakepdf, fakenoise, filterseed, experiments_index + , sep_mult ): """ This function is accessed within a closure test only, that is, the fakedata @@ -248,6 +249,7 @@ def _filter_closure_data( closure_data, filterseed, experiments_index, + sep_mult ) #====== write commondata and systype files ======# diff --git a/validphys2/src/validphys/pseudodata.py b/validphys2/src/validphys/pseudodata.py index 67d0144a7b..feee158a98 100644 --- a/validphys2/src/validphys/pseudodata.py +++ b/validphys2/src/validphys/pseudodata.py @@ -287,13 +287,32 @@ def level0_commondata_wc(data, fakepdf): def make_level1_data( - data, level0_commondata_wc, filterseed, experiments_index + data, level0_commondata_wc, filterseed, experiments_index, sep_mult ): """ - Given a list of level0 commondata instances, return the same list - with central values replaced by level1 data - - + Given a list of Level 0 commondata instances, return the + same list with central values replaced by Level 1 data. + + Level 1 data is generated using validphys.make_replica. + The covariance matrix, from which the stochastic Level 1 + noise is sampled, is built from Level 0 commondata + instances (level0_commondata_wc). This, in particular, + means that the multiplicative systematics are generated + from the Level 0 central values. + + Note that the covariance matrix used to generate Level 2 + pseudodata is consistent with the one used at Level 1 + up to corrections of the order eta * eps, where eta and + eps are defined as shown below: + + Generate L1 data: L1 = L0 + eta, eta ~ N(0,CL0) + Generate L2 data: L2_k = L1 + eps_k, eps_k ~ N(0,CL1) + + where CL0 and CL1 means that the multiplicative entries + have been constructed from Level 0 and Level 1 central + values respectively. + + Parameters ---------- @@ -304,9 +323,10 @@ def make_level1_data( all datasets within one experiment. The central value is replaced by Level 0 fake data. Cuts already applied. - filterseed: int + filterseed : int random seed used for the generation of Level 1 data + experiments_index : pandas.MultiIndex Returns ------- @@ -325,25 +345,21 @@ def make_level1_data( >>> l1_cd [CommonData(setname='NMC', ndata=204, commondataproc='DIS_NCE', nkin=3, nsys=16)] """ - # =============== generate experimental covariance matrix ===============# dataset_input_list = list(data.dsinputs) - - commondata_wc = data.load_commondata_instance() covmat = dataset_inputs_covmat_from_systematics( - commondata_wc, + level0_commondata_wc, dataset_input_list, use_weights_in_covmat=False, norm_threshold=None, _list_of_central_values=None, - _only_additive=False, + _only_additive=sep_mult, ) - # ================== generation of pseudo data ======================# - # = generate pseudo data starting from theory predictions + # ================== generation of Level1 data ======================# level1_data = make_replica( - level0_commondata_wc, filterseed, covmat, sep_mult=False, genrep=True + level0_commondata_wc, filterseed, covmat, sep_mult=sep_mult, genrep=True ) indexed_level1_data = indexed_make_replica(experiments_index, level1_data) diff --git a/validphys2/src/validphys/tests/regressions/test_filter_rebuild_closure_data.csv b/validphys2/src/validphys/tests/regressions/test_filter_rebuild_closure_data.csv index a46ad353a5..f08d5f1da7 100644 --- a/validphys2/src/validphys/tests/regressions/test_filter_rebuild_closure_data.csv +++ b/validphys2/src/validphys/tests/regressions/test_filter_rebuild_closure_data.csv @@ -1,236 +1,236 @@ group dataset id data_central -NMC NMC 16 0.28019164359912174 -NMC NMC 21 0.35499349354805787 -NMC NMC 22 0.36699960383943325 -NMC NMC 27 0.36514731639520354 -NMC NMC 28 0.3796019817168817 -NMC NMC 29 0.3557283684527493 -NMC NMC 34 0.358213498117281 -NMC NMC 35 0.38344229108403 -NMC NMC 36 0.3906176180402464 -NMC NMC 40 0.3565478540570389 -NMC NMC 41 0.35449556242092534 -NMC NMC 42 0.3477428857498088 -NMC NMC 46 0.34058587588303324 -NMC NMC 47 0.37528607055424945 -NMC NMC 48 0.35810702495585167 -NMC NMC 51 0.35948420833368 -NMC NMC 52 0.3252481995431795 -NMC NMC 53 0.34839699344491915 -NMC NMC 54 0.3305599715630647 -NMC NMC 57 0.33854839805110815 -NMC NMC 58 0.3475248192617279 -NMC NMC 59 0.3224033407693148 -NMC NMC 60 0.3557230755468301 -NMC NMC 63 0.3076864562936749 -NMC NMC 64 0.3249652996062988 -NMC NMC 65 0.3225373982130234 -NMC NMC 68 0.2698593749956943 -NMC NMC 69 0.28697589129899725 -NMC NMC 83 0.3314942368553224 -NMC NMC 84 0.3497035726336489 -NMC NMC 87 0.3561247503065496 -NMC NMC 88 0.36048612554048426 -NMC NMC 89 0.342867775009473 -NMC NMC 91 0.3462149531948183 -NMC NMC 92 0.33322645114254057 -NMC NMC 93 0.3496968402988778 -NMC NMC 94 0.37224312344590277 -NMC NMC 95 0.3501229381653187 -NMC NMC 97 0.34862218791470695 -NMC NMC 98 0.3513864997869911 -NMC NMC 99 0.3463189635741315 -NMC NMC 100 0.34999374714067055 -NMC NMC 101 0.3219866280166407 -NMC NMC 104 0.3136568526784361 -NMC NMC 105 0.3238255813447048 -NMC NMC 106 0.34905991139783304 -NMC NMC 107 0.34365171884104645 -NMC NMC 108 0.2700951102701827 -NMC NMC 110 0.3516749264080651 -NMC NMC 111 0.3420426414588959 -NMC NMC 112 0.3368571659898279 -NMC NMC 113 0.32766489680568944 -NMC NMC 114 0.3309229352262125 -NMC NMC 115 0.3087559452541232 -NMC NMC 116 0.30434091887231657 -NMC NMC 117 0.31985278442485376 -NMC NMC 118 0.3081369779237656 -NMC NMC 119 0.32428991893790204 -NMC NMC 120 0.29177949202546344 -NMC NMC 121 0.2986166917278112 -NMC NMC 122 0.28530172048925173 -NMC NMC 123 0.30960790490633666 -NMC NMC 124 0.2838914377920225 -NMC NMC 125 0.327108232453106 -NMC NMC 126 0.30800213354866085 -NMC NMC 127 0.27505741362840286 -NMC NMC 128 0.3057396895330445 -NMC NMC 129 0.2948720021522578 -NMC NMC 130 0.28654594665723143 -NMC NMC 131 0.24998019481392156 -NMC NMC 132 0.23305710852110711 -NMC NMC 133 0.2285884324760879 -NMC NMC 134 0.21022049472555798 -NMC NMC 136 0.14289441509543208 -NMC NMC 137 0.1467309459465361 -NMC NMC 147 0.3783814687867924 -NMC NMC 148 0.3660143252628356 -NMC NMC 152 0.37316750851562697 -NMC NMC 153 0.38611716465278784 -NMC NMC 154 0.3698410284359639 -NMC NMC 157 0.36961892116181694 -NMC NMC 158 0.40918582365959344 -NMC NMC 159 0.3772237079249307 -NMC NMC 160 0.36695342000619174 -NMC NMC 161 0.37837880076113106 -NMC NMC 162 0.3574940348440908 -NMC NMC 163 0.38209182150349047 -NMC NMC 164 0.38555197565482335 -NMC NMC 165 0.38435365356895423 -NMC NMC 166 0.39523350385236933 -NMC NMC 167 0.352962329300064 -NMC NMC 168 0.33498853883029145 -NMC NMC 169 0.3799963472642203 -NMC NMC 170 0.3626711192860542 -NMC NMC 171 0.3726539470995713 -NMC NMC 172 0.38205670828934024 -NMC NMC 173 0.3624890112249862 -NMC NMC 174 0.351766590223616 -NMC NMC 175 0.38120620112890435 -NMC NMC 176 0.376704707091722 -NMC NMC 177 0.35767966843982835 -NMC NMC 178 0.3739917821379859 -NMC NMC 179 0.3779713226850912 -NMC NMC 180 0.3540178478852946 -NMC NMC 181 0.3563337922341492 -NMC NMC 182 0.3495895799725437 -NMC NMC 183 0.40513857686448185 -NMC NMC 184 0.3737246199455833 -NMC NMC 185 0.34224373934105096 -NMC NMC 186 0.3572968130894208 -NMC NMC 187 0.3513259873499916 -NMC NMC 188 0.36191625620248563 -NMC NMC 189 0.3757225472452201 -NMC NMC 190 0.34496599482267015 -NMC NMC 191 0.3671454519682669 -NMC NMC 192 0.3355832294500817 -NMC NMC 193 0.32611756260750746 -NMC NMC 194 0.3264723091842311 -NMC NMC 195 0.31358299893261243 -NMC NMC 196 0.3063679612675748 -NMC NMC 197 0.3243783766742867 -NMC NMC 198 0.2951522224003636 -NMC NMC 199 0.30478606823022336 -NMC NMC 200 0.3162026195490957 -NMC NMC 201 0.24410226609924124 -NMC NMC 202 0.29437714007416727 -NMC NMC 203 0.29086153651126373 -NMC NMC 204 0.2618537028601226 -NMC NMC 205 0.24746460684350655 -NMC NMC 206 0.22851397088173026 -NMC NMC 207 0.23143418017058778 -NMC NMC 208 0.2083333904728336 -NMC NMC 209 0.1871220049907259 -NMC NMC 210 0.13694037697890943 -NMC NMC 211 0.1410254122612783 -NMC NMC 212 0.10913012127955796 -NMC NMC 221 0.38635187132002613 -NMC NMC 222 0.4142522089627604 -NMC NMC 225 0.40345790673282933 -NMC NMC 226 0.40425695161223724 -NMC NMC 227 0.39659246253718794 -NMC NMC 229 0.4111692386727388 -NMC NMC 230 0.40555697596449714 -NMC NMC 231 0.4035342194456604 -NMC NMC 232 0.4151050115450948 -NMC NMC 233 0.3925537185116469 -NMC NMC 234 0.3991798063407916 -NMC NMC 235 0.42128296044596675 -NMC NMC 236 0.39594826617785617 -NMC NMC 237 0.4132863843007187 -NMC NMC 238 0.4063071052878472 -NMC NMC 239 0.39412536731089337 -NMC NMC 240 0.38212850421302924 -NMC NMC 241 0.3914294452161547 -NMC NMC 242 0.40047857374987483 -NMC NMC 243 0.4008070275555427 -NMC NMC 244 0.40262694743529254 -NMC NMC 245 0.39621958826618797 -NMC NMC 246 0.39102221801161896 -NMC NMC 247 0.3886398830939979 -NMC NMC 248 0.38188378549251667 -NMC NMC 249 0.3988887017211007 -NMC NMC 250 0.39585021194541986 -NMC NMC 251 0.40126477628252327 -NMC NMC 252 0.3964150971271786 -NMC NMC 253 0.3902202435316766 -NMC NMC 254 0.38160232623513723 -NMC NMC 255 0.3839102218492622 -NMC NMC 256 0.39033449259461933 -NMC NMC 257 0.37931861168091624 -NMC NMC 258 0.3709117293446901 -NMC NMC 259 0.3732315660927265 -NMC NMC 260 0.3720221661101343 -NMC NMC 261 0.3517503669287229 -NMC NMC 262 0.36807144164962735 -NMC NMC 263 0.3693458573629922 -NMC NMC 264 0.3592451130180051 -NMC NMC 265 0.35632376909940633 -NMC NMC 266 0.35150220374085334 -NMC NMC 267 0.34496329443474294 -NMC NMC 268 0.33956152225234476 -NMC NMC 269 0.3485667202754675 -NMC NMC 270 0.3391216940975037 -NMC NMC 271 0.33736702477837127 -NMC NMC 272 0.3133373105891819 -NMC NMC 273 0.32982788223049275 -NMC NMC 274 0.3211288416924518 -NMC NMC 275 0.3060547284123289 -NMC NMC 276 0.335436416428492 -NMC NMC 277 0.3073804246714358 -NMC NMC 278 0.294093691234672 -NMC NMC 279 0.2884616638265187 -NMC NMC 280 0.26397391314307916 -NMC NMC 281 0.2444528193940454 -NMC NMC 282 0.27832660956025357 -NMC NMC 283 0.25803828744513574 -NMC NMC 284 0.23389825136222092 -NMC NMC 285 0.2146733551898643 -NMC NMC 286 0.21813290674472682 -NMC NMC 287 0.212151341826686 -NMC NMC 288 0.16141376202106558 -NMC NMC 289 0.13433721471473095 -NMC NMC 290 0.11551212545868192 -NMC NMC 291 0.10901466846254028 -ATLAS ATLASTTBARTOT 0 165.5652425198355 -ATLAS ATLASTTBARTOT 1 245.16706727829992 -ATLAS ATLASTTBARTOT 2 801.771432400817 -CMS CMSZDIFF12 1 2973.4725103674823 -CMS CMSZDIFF12 2 1056.3849990121557 -CMS CMSZDIFF12 3 456.57202617345774 -CMS CMSZDIFF12 4 221.42094319673168 -CMS CMSZDIFF12 5 107.23839580843014 -CMS CMSZDIFF12 6 58.24831168720775 -CMS CMSZDIFF12 7 29.594897586398673 -CMS CMSZDIFF12 11 2828.9994410871873 -CMS CMSZDIFF12 12 1042.0799324021702 -CMS CMSZDIFF12 13 443.3584194436015 -CMS CMSZDIFF12 14 204.46185503728015 -CMS CMSZDIFF12 15 105.84479937812591 -CMS CMSZDIFF12 16 59.79512008357787 -CMS CMSZDIFF12 17 30.620091935371985 -CMS CMSZDIFF12 21 2590.081496607627 -CMS CMSZDIFF12 22 912.4546874257419 -CMS CMSZDIFF12 23 410.2638687475507 -CMS CMSZDIFF12 24 203.38813364945474 -CMS CMSZDIFF12 25 103.36390836336159 -CMS CMSZDIFF12 26 54.7135715358862 -CMS CMSZDIFF12 27 28.40706067537687 -CMS CMSZDIFF12 31 2029.9154133864206 -CMS CMSZDIFF12 32 737.238837202754 -CMS CMSZDIFF12 33 331.45213196343286 -CMS CMSZDIFF12 34 172.74641496097794 -CMS CMSZDIFF12 35 88.99325953676879 -CMS CMSZDIFF12 36 49.525868163359064 -CMS CMSZDIFF12 37 24.187338718035164 +NMC NMC 16 0.3590979449642769 +NMC NMC 21 0.3418489967573356 +NMC NMC 22 0.3385797834821318 +NMC NMC 27 0.3626633082391744 +NMC NMC 28 0.3692716200256828 +NMC NMC 29 0.3393563365749903 +NMC NMC 34 0.3444498046197637 +NMC NMC 35 0.3407104407839699 +NMC NMC 36 0.3088634338876201 +NMC NMC 40 0.3654544140138315 +NMC NMC 41 0.3521034660045445 +NMC NMC 42 0.3787441768710764 +NMC NMC 46 0.3312367855788098 +NMC NMC 47 0.346712620589439 +NMC NMC 48 0.3387464251835502 +NMC NMC 51 0.3437231853655276 +NMC NMC 52 0.3511911046893071 +NMC NMC 53 0.3304359605299125 +NMC NMC 54 0.3748550568432098 +NMC NMC 57 0.3203068352989945 +NMC NMC 58 0.3388416020147311 +NMC NMC 59 0.3252985180538622 +NMC NMC 60 0.3423675061233887 +NMC NMC 63 0.3210319614324407 +NMC NMC 64 0.2645723343804536 +NMC NMC 65 0.2953035334139908 +NMC NMC 68 0.2503767782145905 +NMC NMC 69 0.2509541786746806 +NMC NMC 83 0.355814281095028 +NMC NMC 84 0.3472129524639826 +NMC NMC 87 0.3477514092172802 +NMC NMC 88 0.3614047770010685 +NMC NMC 89 0.3857914187582577 +NMC NMC 91 0.3568921235976778 +NMC NMC 92 0.3673224596267586 +NMC NMC 93 0.3705126687227432 +NMC NMC 94 0.3651200782544097 +NMC NMC 95 0.3611163678080757 +NMC NMC 97 0.338897628030416 +NMC NMC 98 0.3320178091764132 +NMC NMC 99 0.3406929570567711 +NMC NMC 100 0.3635925759415095 +NMC NMC 101 0.3604999882044543 +NMC NMC 104 0.319194182718294 +NMC NMC 105 0.3697724022709702 +NMC NMC 106 0.3576121518141163 +NMC NMC 107 0.3472440027561155 +NMC NMC 108 0.3272166298847574 +NMC NMC 110 0.3394501467443629 +NMC NMC 111 0.336183211830513 +NMC NMC 112 0.3343622098801047 +NMC NMC 113 0.3417845037997969 +NMC NMC 114 0.3130143747218269 +NMC NMC 115 0.3203252795512227 +NMC NMC 116 0.3024900845518207 +NMC NMC 117 0.3222163037893534 +NMC NMC 118 0.3141105910090921 +NMC NMC 119 0.3419126047250114 +NMC NMC 120 0.2996676554205135 +NMC NMC 121 0.3292322326058323 +NMC NMC 122 0.326249065992484 +NMC NMC 123 0.3031896321747348 +NMC NMC 124 0.335124445843593 +NMC NMC 125 0.3267074120414776 +NMC NMC 126 0.2971263562639138 +NMC NMC 127 0.2844094372715828 +NMC NMC 128 0.2795733439485311 +NMC NMC 129 0.2793472726831564 +NMC NMC 130 0.2576106172820832 +NMC NMC 131 0.2383611493668191 +NMC NMC 132 0.2453366734386922 +NMC NMC 133 0.2460763231739797 +NMC NMC 134 0.2211186859251358 +NMC NMC 136 0.1620908251929999 +NMC NMC 137 0.1565594032786954 +NMC NMC 147 0.3541432461285734 +NMC NMC 148 0.3643820802473071 +NMC NMC 152 0.4010784642425662 +NMC NMC 153 0.372377838816021 +NMC NMC 154 0.3655917041001197 +NMC NMC 157 0.3954513221949499 +NMC NMC 158 0.368307437837419 +NMC NMC 159 0.3902899019946428 +NMC NMC 160 0.3896666756535071 +NMC NMC 161 0.3613250840981187 +NMC NMC 162 0.3836815854133134 +NMC NMC 163 0.3684223976969419 +NMC NMC 164 0.3671176399730093 +NMC NMC 165 0.3885396283853814 +NMC NMC 166 0.3666214999021723 +NMC NMC 167 0.3507268408337133 +NMC NMC 168 0.3734204901014632 +NMC NMC 169 0.3774582955719194 +NMC NMC 170 0.3706101179860512 +NMC NMC 171 0.3912747622889723 +NMC NMC 172 0.3860112393554032 +NMC NMC 173 0.330400863063013 +NMC NMC 174 0.3683311984913736 +NMC NMC 175 0.3826829950209051 +NMC NMC 176 0.3658644387472716 +NMC NMC 177 0.3641265387288813 +NMC NMC 178 0.3420460544791387 +NMC NMC 179 0.3939555042563784 +NMC NMC 180 0.3802912828485387 +NMC NMC 181 0.356472270012772 +NMC NMC 182 0.368800468454258 +NMC NMC 183 0.3523495656736664 +NMC NMC 184 0.3693351311363972 +NMC NMC 185 0.3733916662343561 +NMC NMC 186 0.3582050756220469 +NMC NMC 187 0.3694975055023481 +NMC NMC 188 0.3494604405417548 +NMC NMC 189 0.3186129775030548 +NMC NMC 190 0.3280658064908322 +NMC NMC 191 0.3270741160686268 +NMC NMC 192 0.3325504732079439 +NMC NMC 193 0.3462615757905332 +NMC NMC 194 0.3146035218710495 +NMC NMC 195 0.3205106492147048 +NMC NMC 196 0.3365633881526351 +NMC NMC 197 0.2761132245156395 +NMC NMC 198 0.3220120874402293 +NMC NMC 199 0.3212410876051211 +NMC NMC 200 0.2916213141452645 +NMC NMC 201 0.2809738230826736 +NMC NMC 202 0.2700562503441974 +NMC NMC 203 0.2836200345170125 +NMC NMC 204 0.2513207647329542 +NMC NMC 205 0.2188974300564463 +NMC NMC 206 0.2293225038945057 +NMC NMC 207 0.2460712972073124 +NMC NMC 208 0.2102849178324163 +NMC NMC 209 0.218125471132299 +NMC NMC 210 0.1683499504402056 +NMC NMC 211 0.1365235931606731 +NMC NMC 212 0.1247051468620407 +NMC NMC 221 0.3720228884714197 +NMC NMC 222 0.3940697425706496 +NMC NMC 225 0.3855208145571092 +NMC NMC 226 0.3771361243632468 +NMC NMC 227 0.3925360791903651 +NMC NMC 229 0.3711984313961664 +NMC NMC 230 0.3979961973809486 +NMC NMC 231 0.411742451489519 +NMC NMC 232 0.3892453844506108 +NMC NMC 233 0.3972547698845612 +NMC NMC 234 0.3650984322482627 +NMC NMC 235 0.370214093641175 +NMC NMC 236 0.3821993302297455 +NMC NMC 237 0.3925629809077883 +NMC NMC 238 0.3969791499955349 +NMC NMC 239 0.3874193104145063 +NMC NMC 240 0.367457773194367 +NMC NMC 241 0.3743101078131621 +NMC NMC 242 0.3874565359554392 +NMC NMC 243 0.3906239940799423 +NMC NMC 244 0.3852985315569899 +NMC NMC 245 0.3916767008242606 +NMC NMC 246 0.3703291553847959 +NMC NMC 247 0.3821999206990327 +NMC NMC 248 0.3884082542742029 +NMC NMC 249 0.3913856687687926 +NMC NMC 250 0.3845089256362029 +NMC NMC 251 0.3772994132532595 +NMC NMC 252 0.383137410229951 +NMC NMC 253 0.3735471729251796 +NMC NMC 254 0.37147029556717 +NMC NMC 255 0.3746250677809841 +NMC NMC 256 0.370537243890788 +NMC NMC 257 0.3463160631810289 +NMC NMC 258 0.3655432073679338 +NMC NMC 259 0.3704920825522829 +NMC NMC 260 0.3618314145939893 +NMC NMC 261 0.3504381817470892 +NMC NMC 262 0.3394352030052507 +NMC NMC 263 0.3514674119325806 +NMC NMC 264 0.349980964557792 +NMC NMC 265 0.3581840986558641 +NMC NMC 266 0.3506742701329102 +NMC NMC 267 0.3393820014777095 +NMC NMC 268 0.3299844498999134 +NMC NMC 269 0.3455386254605011 +NMC NMC 270 0.3407587606258352 +NMC NMC 271 0.319569595756327 +NMC NMC 272 0.3425453507390423 +NMC NMC 273 0.3136515118564776 +NMC NMC 274 0.3138822795351768 +NMC NMC 275 0.312598559250489 +NMC NMC 276 0.2807546229095549 +NMC NMC 277 0.2265394566404365 +NMC NMC 278 0.2848010360485518 +NMC NMC 279 0.2866784497450377 +NMC NMC 280 0.2808017740680125 +NMC NMC 281 0.2524033554276955 +NMC NMC 282 0.2770987755482916 +NMC NMC 283 0.2465197353942723 +NMC NMC 284 0.2290371648695564 +NMC NMC 285 0.2243994534309648 +NMC NMC 286 0.2019958730556691 +NMC NMC 287 0.1980342838396906 +NMC NMC 288 0.1582262326413971 +NMC NMC 289 0.12620002753145 +NMC NMC 290 0.1155327126250632 +NMC NMC 291 0.1040397793045561 +ATLAS ATLASTTBARTOT 0 166.19214765158827 +ATLAS ATLASTTBARTOT 1 231.0175304244432 +ATLAS ATLASTTBARTOT 2 811.6203366162674 +CMS CMSZDIFF12 1 2901.065823798472 +CMS CMSZDIFF12 2 1042.820655239297 +CMS CMSZDIFF12 3 448.51951044338296 +CMS CMSZDIFF12 4 216.0862216800924 +CMS CMSZDIFF12 5 105.7448656264868 +CMS CMSZDIFF12 6 57.30848794789545 +CMS CMSZDIFF12 7 29.140311146239508 +CMS CMSZDIFF12 11 2784.269222352431 +CMS CMSZDIFF12 12 1017.5198639026642 +CMS CMSZDIFF12 13 435.8471936946449 +CMS CMSZDIFF12 14 202.51960135408643 +CMS CMSZDIFF12 15 104.69119937495302 +CMS CMSZDIFF12 16 58.69306905106061 +CMS CMSZDIFF12 17 29.91886312568381 +CMS CMSZDIFF12 21 2533.307414777631 +CMS CMSZDIFF12 22 901.7157296806644 +CMS CMSZDIFF12 23 403.8401147404037 +CMS CMSZDIFF12 24 198.76940835322392 +CMS CMSZDIFF12 25 101.22409898216654 +CMS CMSZDIFF12 26 53.89358789044618 +CMS CMSZDIFF12 27 27.93561122093945 +CMS CMSZDIFF12 31 1995.279905375972 +CMS CMSZDIFF12 32 725.5900600003346 +CMS CMSZDIFF12 33 328.6928915832406 +CMS CMSZDIFF12 34 169.0252316478899 +CMS CMSZDIFF12 35 87.3190433487125 +CMS CMSZDIFF12 36 48.66630403118574 +CMS CMSZDIFF12 37 23.801900000683837