@@ -218,12 +218,14 @@ def make_template_plots( histograms, category, channel ):
218218
219219 plt .figure ( figsize = ( 16 , 16 ), dpi = 200 , facecolor = 'white' )
220220 axes = plt .axes ()
221- axes .minorticks_on ()
221+ if not variable in ['NJets' ]:
222+ axes .minorticks_on ()
222223
223224 plt .xlabel ( fit_variables_latex [fit_variable ], CMS .x_axis_title )
224225 plt .ylabel ( 'normalised to unit area/(%s)' % get_unit_string (fit_variable ), CMS .y_axis_title )
225226 plt .tick_params ( ** CMS .axis_label_major )
226- plt .tick_params ( ** CMS .axis_label_minor )
227+ if not variable in ['NJets' ]:
228+ plt .tick_params ( ** CMS .axis_label_minor )
227229
228230 rplt .hist ( h_ttjet , axes = axes , label = 'signal' )
229231 rplt .hist ( h_single_top , axes = axes , label = 'Single Top' )
@@ -349,13 +351,19 @@ def make_plots( histograms, category, output_folder, histname, show_ratio = True
349351 axes = plt .subplot ( gs [0 ] )
350352 else :
351353 axes = plt .axes ()
352- plt .xlabel ( '$%s$ [GeV]' % variables_latex [variable ], CMS .x_axis_title )
353-
354- axes .minorticks_on ()
355-
356- plt .ylabel ( r'$\frac{1}{\sigma} \frac{d\sigma}{d' + variables_latex [variable ] + '} \left[\mathrm{GeV}^{-1}\\ right]$' , CMS .y_axis_title )
354+ if variable in ['NJets' , 'abs_lepton_eta' , 'lepton_eta' ]:
355+ plt .xlabel ( '$%s$' % variables_latex [variable ], CMS .x_axis_title )
356+ else :
357+ plt .xlabel ( '$%s$ [GeV]' % variables_latex [variable ], CMS .x_axis_title )
358+ if not variable in ['NJets' ]:
359+ axes .minorticks_on ()
360+ if variable in ['NJets' , 'abs_lepton_eta' , 'lepton_eta' ]:
361+ plt .ylabel ( r'$\frac{1}{\sigma} \frac{d\sigma}{d' + variables_latex [variable ] + '}$' , CMS .y_axis_title )
362+ else :
363+ plt .ylabel ( r'$\frac{1}{\sigma} \frac{d\sigma}{d' + variables_latex [variable ] + '} \left[\mathrm{GeV}^{-1}\\ right]$' , CMS .y_axis_title )
357364 plt .tick_params ( ** CMS .axis_label_major )
358- plt .tick_params ( ** CMS .axis_label_minor )
365+ if not variable in ['NJets' ]:
366+ plt .tick_params ( ** CMS .axis_label_minor )
359367
360368 hist_data .visible = True
361369 if category == 'central' :
@@ -407,43 +415,57 @@ def make_plots( histograms, category, output_folder, histname, show_ratio = True
407415 new_handles .append ( handle )
408416 new_labels .append ( label )
409417
410- legend_location = (0.98 , 0.88 )
418+ legend_location = (0.97 , 0.88 )
411419 if variable == 'MT' :
412420 legend_location = (0.05 , 0.88 )
413421 elif variable == 'ST' :
414- legend_location = (0.95 , 0.88 )
422+ legend_location = (0.90 , 0.88 )
415423 plt .legend ( new_handles , new_labels , numpoints = 1 , prop = CMS .legend_properties , frameon = False , bbox_to_anchor = legend_location ,
416424 bbox_transform = plt .gcf ().transFigure )
417425 label , channel_label = get_cms_labels ( channel )
418426 # title
419427 plt .title ( label ,loc = 'right' , ** CMS .title )
420428 # CMS text
421429 # note: fontweight/weight does not change anything as we use Latex text!!!
422- plt .text (0.05 , 0.98 , r"\textbf{CMS}" , transform = axes .transAxes , fontsize = 42 ,
430+ logo_location = (0.05 , 0.98 )
431+ prelim_location = (0.05 , 0.92 )
432+ plt .text (logo_location [0 ], logo_location [1 ], r"\textbf{CMS}" , transform = axes .transAxes , fontsize = 42 ,
423433 verticalalignment = 'top' ,horizontalalignment = 'left' )
434+ # preliminary
435+ plt .text (prelim_location [0 ], prelim_location [1 ], r"\emph{Preliminary}" ,
436+ transform = axes .transAxes , fontsize = 42 ,
437+ verticalalignment = 'top' ,horizontalalignment = 'left' )
424438 # channel text
425439 axes .text (0.95 , 0.98 , r"\emph{%s}" % channel_label , transform = axes .transAxes , fontsize = 40 ,
426440 verticalalignment = 'top' ,horizontalalignment = 'right' )
427441 ylim = axes .get_ylim ()
428442 if ylim [0 ] < 0 :
429443 axes .set_ylim ( ymin = 0. )
444+ axes .set_ylim (ymax = ylim [1 ]* 1.2 )
430445
431446
432447 if show_ratio :
433448 plt .setp ( axes .get_xticklabels (), visible = False )
434449 ax1 = plt .subplot ( gs [1 ] )
435- ax1 .minorticks_on ()
450+ if not variable in ['NJets' ]:
451+ ax1 .minorticks_on ()
436452 #ax1.grid( True, 'major', linewidth = 1 )
437453 # setting the x_limits identical to the main plot
438454 x_limits = axes .get_xlim ()
439455 ax1 .set_xlim (x_limits )
440456 ax1 .yaxis .set_major_locator ( MultipleLocator ( 0.5 ) )
441- ax1 .yaxis .set_minor_locator ( MultipleLocator ( 0.1 ) )
457+ if not variable in ['NJets' ]:
458+ ax1 .yaxis .set_minor_locator ( MultipleLocator ( 0.1 ) )
459+
460+ if variable in ['NJets' , 'abs_lepton_eta' , 'lepton_eta' ]:
461+ plt .xlabel ('$%s$' % variables_latex [variable ], CMS .x_axis_title )
462+ else :
463+ plt .xlabel ( '$%s$ [GeV]' % variables_latex [variable ], CMS .x_axis_title )
442464
443- plt .xlabel ( '$%s$ [GeV]' % variables_latex [variable ], CMS .x_axis_title )
444465 plt .tick_params ( ** CMS .axis_label_major )
445- plt .tick_params ( ** CMS .axis_label_minor )
446- plt .ylabel ( '$\\ frac{\\ textrm{pred.}}{\\ textrm{data}}$' , CMS .y_axis_title_small )
466+ if not variable in ['NJets' ]:
467+ plt .tick_params ( ** CMS .axis_label_minor )
468+ plt .ylabel ( '$\\ frac{\\ textrm{pred.}}{\\ textrm{data}}$' , CMS .y_axis_title )
447469 ax1 .yaxis .set_label_coords (- 0.115 , 0.8 )
448470 #draw a horizontal line at y=1 for data
449471 plt .axhline (y = 1 , color = 'black' , linewidth = 2 )
@@ -482,11 +504,11 @@ def make_plots( histograms, category, output_folder, histname, show_ratio = True
482504 frameon = False , prop = {'size' :26 })
483505
484506 ax1 .legend (handles = [p_stat_and_syst ], loc = 'lower left' ,
485- frameon = False , prop = {'size' :26 })
507+ frameon = False , prop = {'size' :30 })
486508 ax1 .add_artist (l1 )
487509
488510 if variable == 'MET' :
489- ax1 .set_ylim ( ymin = 0.0 , ymax = 2 )
511+ ax1 .set_ylim ( ymin = 0.0 , ymax = 2.5 )
490512 ax1 .yaxis .set_major_locator ( MultipleLocator ( 0.5 ) )
491513# ax1.yaxis.set_minor_locator( MultipleLocator( 0.1 ) )
492514 if variable == 'MT' :
@@ -501,6 +523,8 @@ def make_plots( histograms, category, output_folder, histname, show_ratio = True
501523 ax1 .set_ylim ( ymin = 0. , ymax = 2 )
502524 ax1 .yaxis .set_major_locator ( MultipleLocator ( 0.5 ) )
503525 ax1 .yaxis .set_minor_locator ( MultipleLocator ( 0.1 ) )
526+ elif variable == 'NJets' :
527+ ax1 .set_ylim ( ymin = 0.0 , ymax = 2.5 )
504528
505529
506530 if CMS .tight_layout :
@@ -521,17 +545,22 @@ def plot_central_and_systematics( channel, systematics, exclude = [], suffix = '
521545
522546 plt .figure ( figsize = ( 16 , 16 ), dpi = 200 , facecolor = 'white' )
523547 axes = plt .axes ()
524- axes .minorticks_on ()
548+ if not variable in ['NJets' ]:
549+ axes .minorticks_on ()
525550
526551 hist_data_central = read_xsection_measurement_results ( 'central' , channel )[0 ]['unfolded_with_systematics' ]
527552 hist_data_central .markersize = 2 # points. Imagine, tangible units!
528553 hist_data_central .marker = 'o'
529-
530-
531- plt .xlabel ( '$%s$ [GeV]' % variables_latex [variable ], CMS .x_axis_title )
532- plt .ylabel ( r'$\frac{1}{\sigma} \frac{d\sigma}{d' + variables_latex [variable ] + '} \left[\mathrm{GeV}^{-1}\\ right]$' , CMS .y_axis_title )
554+
555+ if variable in ['NJets' , 'abs_lepton_eta' , 'lepton_eta' ]:
556+ plt .xlabel ( '$%s$' % variables_latex [variable ], CMS .x_axis_title )
557+ plt .ylabel ( r'$\frac{1}{\sigma} \frac{d\sigma}{d' + variables_latex [variable ] + '}$' , CMS .y_axis_title )
558+ else :
559+ plt .xlabel ( '$%s$ [GeV]' % variables_latex [variable ], CMS .x_axis_title )
560+ plt .ylabel ( r'$\frac{1}{\sigma} \frac{d\sigma}{d' + variables_latex [variable ] + '} \left[\mathrm{GeV}^{-1}\\ right]$' , CMS .y_axis_title )
533561 plt .tick_params ( ** CMS .axis_label_major )
534- plt .tick_params ( ** CMS .axis_label_minor )
562+ if not variable in ['NJets' ]:
563+ plt .tick_params ( ** CMS .axis_label_minor )
535564
536565 rplt .errorbar ( hist_data_central , axes = axes , label = 'data' , xerr = True )
537566
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