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fermilab.py
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fermilab.py
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from OptionHandler import flag_as_option, flag_as_parser_options
import os, logging, copy, sys, re
from array import array
from math import sqrt, pi, cos, sin, tan, atan, atan2
import ROOT
import LatestPaths, LatestBinning
import differentials
import differentialutils
from math import sqrt
from differentials.plotting.canvas import c
import fermilabcode
from fermilabcode.read_canvas import CanvasReaderHzz, CanvasReaderHgg
#____________________________________________________________________
# CMS input processing
@flag_as_option
def read_hzz_from_canvas(args):
cr = CanvasReaderHzz('fermilabcode/input/pT4l_unfoldwith_SM_125_logscale.root')
cr.read()
cr.dump('hzz_data')
@flag_as_option
def read_hgg_from_canvas(args):
cr = CanvasReaderHgg('fermilabcode/input/diffXsec_pt_test_log.root')
cr.read()
cr.dump('hgg_data')
@flag_as_option
def naive_pt_combination(args):
args = differentialutils.force_asimov(args)
hgg = get_hgg(args)
hzz = get_hzz(args)
combination = fermilabcode.minicombine.PtCombination([hgg, hzz])
combination.color = 1
combination.plot_scans()
hgg_hist = fermilabcode.minicombine.data_to_hist(hgg, title='hgg', color=2)
hzz_hist = fermilabcode.minicombine.data_to_hist(hzz, title='hzz', color=4)
combination_hist_hzz = combination.get_histogram_bestfit_hzz_binning()
combination_hist_hzz.color = 3
plot = differentials.plotting.plots.QuickPlot(
'spectrum_ptcomb_withHzz',
x_min=0., x_max=500., y_min=-1., y_max=3.,
)
plot.add(hgg_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add(hzz_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add(combination_hist_hzz, 'repr_point_with_horizontal_bar')
plot.add(combination.to_hist(), 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.draw()
plot.wrapup()
combination.dump('combination_data' + ('_asimov' if args.asimov else ''))
def get_hgg(args):
hgg = fermilabcode.minicombine.load_data('fermilabcode/input/hgg_data_Mar21.py')
hgg.name = 'hgg'
if args.asimov:
hgg.mu = [ 1.0 for m in hgg.mu ]
return hgg
def get_hzz(args):
hzz = fermilabcode.minicombine.load_data('fermilabcode/input/hzz_data_Mar21.py')
hzz.name = 'hzz'
if args.asimov:
hzz.mu = [ 1.0 for m in hzz.mu ]
return hzz
def get_combination(args):
if args.asimov:
combination = fermilabcode.minicombine.load_data('fermilabcode/combination_data_asimov_Mar28.py')
else:
combination = fermilabcode.minicombine.load_data('fermilabcode/combination_data_Mar22.py')
combination.name = 'combination'
return combination
def get_combination_at_lumi(args, lumi):
combination = fermilabcode.minicombine.load_data('fermilabcode/combination_data_Mar22.py')
combination.name = 'combination'
if not args.asimov: logging.warning('Forcing asimov, even though --asimov was not given')
combination.mu = [ 1.0 for m in combination.mu ]
combination.mu_up = [ d * 1/sqrt(lumi/35.9) for d in combination.mu_up ]
combination.mu_down = [ d * 1/sqrt(lumi/35.9) for d in combination.mu_down ]
return combination
#____________________________________________________________________
# ATLAS input processing
def get_hgg_ATLAS_3000fb():
binning = [ 0., 20., 30., 45., 60., 80., 120., 170., 220., 280., 350., 600. ]
deltas = [ 0.05, 0.058, 0.052, 0.06, 0.064, 0.05, 0.044, 0.05, 0.058, 0.07, 0.078 ]
hgg = differentials.core.AttrDict(
binning=binning,
mu = [ 1.0 for i in xrange(len(binning)) ],
mu_up = deltas,
mu_down = deltas
)
hgg.deltas = deltas
return hgg
def get_hgg_ATLAS():
binning = [0., 20., 30., 45., 60., 80., 120., 170., 220., 350.]
deltas = [0.31, 0.41, 0.42, 0.49, 0.73, 0.45, 0.41, 0.47, 0.46]
hgg = differentials.core.AttrDict(
binning=binning,
mu = [ 1.0 for i in xrange(len(binning)-1) ],
mu_up = deltas,
mu_down = deltas
)
hgg.deltas = deltas
return hgg
def get_combination_ATLAS():
binning = [ 0., 10., 20., 30., 45., 60., 80., 120., 200., 350. ]
deltas = [ 0.2755905511811024, 0.3228346456692913, 0.3858267716535433, 0.2992125984251969, 0.4409448818897638, 0.3858267716535433, 0.2204724409448819, 0.1889763779527559, 0.2440944881889764 ]
combination = differentials.core.AttrDict(
binning=binning,
mu = [ 1.0 for i in xrange(len(binning)-1) ],
mu_up = deltas,
mu_down = deltas
)
combination.deltas = deltas
return combination
def get_hgg_ATLAS_3000fb_mappings():
hgg_deltas_36fb = get_hgg_ATLAS().deltas
hgg_deltas_3000fb = get_hgg_ATLAS_3000fb().deltas[:-2] # pretends 280/350 boundary match... not a big deal
decrease_factors = [ l3000/l36 for l36, l3000 in zip(hgg_deltas_36fb, hgg_deltas_3000fb) ]
return decrease_factors
def get_combination_ATLAS_3000fb():
combination = get_combination_ATLAS()
decrease_factors_hgg = get_hgg_ATLAS_3000fb_mappings()
# Since binning isnt the same, safer to take the average decrease and use that
average_decrease_factor = sum(decrease_factors_hgg)/len(decrease_factors_hgg)
combination.deltas = [ i*average_decrease_factor for i in combination.deltas ]
combination.mu_up = [ i*average_decrease_factor for i in combination.mu_up ]
combination.mu_down = [ i*average_decrease_factor for i in combination.mu_down ]
return combination
#____________________________________________________________________
# Plots
class PtSpectraPlotter(object):
"""docstring for PtSpectraPlotter"""
def __init__(self):
super(PtSpectraPlotter, self).__init__()
self._hists_made = False
self.name = 'overlay'
self.x_min = 0.
self.x_max = 125.
self.y_min = 0.6
self.y_max = 1.5
self.scale_canvas_height = None
def make_hists(self, args):
self.CMS_combination = get_combination(args)
self.CMS_combination_hist = fermilabcode.minicombine.data_to_hist(self.CMS_combination, title='CMS 35.9 fb^{-1}', color=2, x_max=400.)
self.CMS_combination_hist_xs = fermilabcode.minicombine.data_to_hist(self.CMS_combination, title='CMS 35.9 fb^{-1}', color=2, do_xs=True, x_max=400.)
self.ATLAS_combination = get_combination_ATLAS()
self.ATLAS_combination_hist = fermilabcode.minicombine.data_to_hist(self.ATLAS_combination, title='ATLAS 36.1 fb^{-1}', color=4, x_max=350.)
# self.ATLAS_combination_hist_xs = fermilabcode.minicombine.data_to_hist(self.ATLAS_combination, title='ATLAS 36.1 fb^{-1}', color=4, do_xs=True)
self.CMS_combination_3000fb = get_combination_at_lumi(args, 3000.)
self.CMS_combination_3000fb_hist = fermilabcode.minicombine.data_to_hist(self.CMS_combination_3000fb, title='CMS 3000 fb^{-1}', color=2, x_max=400.)
self.CMS_combination_3000fb_hist_xs = fermilabcode.minicombine.data_to_hist(self.CMS_combination_3000fb, title='CMS 3000 fb^{-1}', color=2, do_xs=True)
self.ATLAS_combination_3000fb = get_combination_ATLAS_3000fb()
self.ATLAS_combination_3000fb_hist = fermilabcode.minicombine.data_to_hist(self.ATLAS_combination_3000fb, title='ATLAS 3000 fb^{-1}', color=4, x_max=350.)
# self.ATLAS_combination_3000fb_hist_xs = fermilabcode.minicombine.data_to_hist(self.ATLAS_combination_3000fb, title='ATLAS 3000 fb^{-1}', color=4, do_xs=True)
self.CMS_combination_3000fb_hist.ErrorLineWidth = 4
self.CMS_combination_3000fb_hist_xs.ErrorLineWidth = 4
self.ATLAS_combination_3000fb_hist.ErrorLineWidth = 4
self._hists_made = True
def wrapup_whitened(self, plot):
c.set_margins(
TopMargin = 0.20,
BottomMargin = 0.03,
LeftMargin = 0.03,
RightMargin = 0.03,
)
if self.x_max == 400.:
p1 = differentials.plotting.pywrappers.Point(self.x_min, self.y_min, color=1, marker_style=8, size=1).Draw()
p2 = differentials.plotting.pywrappers.Point(self.x_max, self.y_max, color=1, marker_style=8, size=1).Draw()
else:
p1 = differentials.plotting.pywrappers.Point(0.0, 1.5, color=1, marker_style=8, size=1).Draw()
p2 = differentials.plotting.pywrappers.Point(0.0, 1.0, color=1, marker_style=8, size=1).Draw()
p3 = differentials.plotting.pywrappers.Point(100.0, 0.6, color=1, marker_style=8, size=1).Draw()
c.SetFrameLineColor(0)
plot.base.GetXaxis().SetAxisColor(0)
plot.base.GetXaxis().SetLabelColor(0)
plot.base.GetYaxis().SetAxisColor(0)
plot.base.GetYaxis().SetLabelColor(0)
if not(self.scale_canvas_height is None):
c.resize_temporarily(height=self.scale_canvas_height)
plot.wrapup()
c.SetFrameLineColor(1)
def plot_overlays(self, args, inplace=True):
if not self._hists_made:
self.make_hists(args)
plot = differentials.plotting.plots.QuickPlot('{0}_test1'.format(self.name))
plot.x_min = self.x_min
plot.x_max = self.x_max
plot.y_min = self.y_min
plot.y_max = self.y_max
plot.x_title = ''
plot.y_title = ''
plot.add(self.CMS_combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add(self.ATLAS_combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.leg.SetNColumns(2)
plot.leg.SetFillStyle(1001)
plot.leg.SetBorderSize(1)
if self.x_max == 400:
plot.leg.set(
c.GetLeftMargin() + 0.02,
1-0.2,
c.GetLeftMargin() + 0.6,
1,
)
else:
plot.leg.set(
c.GetLeftMargin() + 0.02,
c.GetBottomMargin() + 0.01,
c.GetLeftMargin() + 0.6,
c.GetBottomMargin() + 0.15,
)
if inplace:
plot.draw()
self.wrapup_whitened(plot)
else:
return plot
def plot_overlays_3000fb(self, args):
plot = self.plot_overlays(args, inplace=False)
plot.plotname += '_3000fb'
plot.add(self.CMS_combination_3000fb_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add(self.ATLAS_combination_3000fb_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.draw()
self.wrapup_whitened(plot)
@flag_as_option
def plot_combination_overlays(args):
args = differentialutils.force_asimov(args)
plotter = PtSpectraPlotter()
plotter.plot_overlays(args)
plotter.plot_overlays_3000fb(args)
plotter.name += '_to400'
plotter.y_min = 0.2
plotter.y_max = 2.0
plotter.x_min = 0.
plotter.x_max = 400.
plotter.scale_canvas_height = 250
plotter.plot_overlays(args)
plotter.plot_overlays_3000fb(args)
@flag_as_option
def plot_naive_pt_combination(args):
args = differentialutils.force_asimov(args)
hgg = get_hgg(args)
hzz = get_hzz(args)
combination = get_combination(args)
hgg_hist = fermilabcode.minicombine.data_to_hist(hgg, title=differentials.core.get_standard_title('hgg'), color=2)
hzz_hist = fermilabcode.minicombine.data_to_hist(hzz, title=differentials.core.get_standard_title('hzz'), color=4)
combination_hist = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1)
hgg_hist_xs = fermilabcode.minicombine.data_to_hist(hgg, title=differentials.core.get_standard_title('hgg'), color=2, do_xs=True)
hzz_hist_xs = fermilabcode.minicombine.data_to_hist(hzz, title=differentials.core.get_standard_title('hzz'), color=4, do_xs=True)
combination_hist_xs = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1, do_xs=True)
plot = differentials.plotting.plots.BottomPanelPlot('spectrum_ptcomb')
plot.y_title_top = '#Delta#sigma(p_{T}^{H})/#Deltap_{T}^{H} (pb/GeV)'
plot.y_title_bottom = 'ratio to SM'
plot.x_title = 'p_{T}^{H} (GeV)'
plot.disable_CMS_labels = True
plot.top_x_min = 0.0
plot.top_x_max = 500.0
plot.bottom_x_min = 0.0
plot.bottom_x_max = 500.0
# plot.top_y_max = 10
# plot.top_y_min = 0.00000001
plot.add_bottom(hgg_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add_bottom(hzz_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add_bottom(combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.make_legend()
plot.add_top(hgg_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_top(hzz_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_top(combination_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_top(differentials.plotting.pywrappers.CMS_Latex_lumi(text_size=0.07), '')
plot.draw()
plot.wrapup()
@flag_as_option
def plot_naive_pt_combination_asimov(args):
combination = fermilabcode.minicombine.load_data('fermilabcode/combination_data_Mar22.py')
combination.mu = [ 1.0 for mu in combination.mu ]
combination_hist = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1)
combination_hist_xs = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1, do_xs=True)
plot = differentials.plotting.plots.BottomPanelPlot('spectrum_ptcomb_asimov')
plot.y_title_top = '#Delta#sigma(p_{T}^{H})/#Deltap_{T}^{H} (pb/GeV)'
plot.y_title_bottom = 'ratio to SM'
plot.x_title = 'p_{T}^{H} (GeV)'
plot.disable_CMS_labels = True
plot.top_x_min = 0.0
plot.top_x_max = 500.0
plot.bottom_x_min = 0.0
plot.bottom_x_max = 500.0
plot.top_y_min = 0.001
plot.make_legend()
plot.add_bottom(combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add_top(combination_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_top(differentials.plotting.pywrappers.CMS_Latex_lumi(text_size=0.07), '')
plot.draw()
plot.wrapup()
@flag_as_option
def plot_naive_pt_combination_asimov_with3000fb(args):
args = differentialutils.force_asimov(args)
combination = get_combination(args)
combination_3000fb = get_combination_at_lumi(args, 3000.)
combination_hist = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1)
combination_hist_xs = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1, do_xs=True)
combination_hist_xs.title = 'CMS 35.9 fb^{-1}'
combination_3000fb_hist = fermilabcode.minicombine.data_to_hist(combination_3000fb, title=differentials.core.get_standard_title('combination'), color=2)
combination_3000fb_hist_xs = fermilabcode.minicombine.data_to_hist(combination_3000fb, title=differentials.core.get_standard_title('combination'), color=2, do_xs=True)
combination_3000fb_hist_xs.title = 'CMS 3 ab^{-1}'
plot = differentials.plotting.plots.BottomPanelPlot('spectrum_ptcomb_asimov_with_3000fb')
plot.y_title_top = '#Delta#sigma(p_{T}^{H})/#Deltap_{T}^{H} (pb/GeV)'
plot.y_title_bottom = 'ratio to SM'
plot.x_title = 'p_{T}^{H} (GeV)'
plot.disable_CMS_labels = True
plot.top_x_min = 0.0
plot.top_x_max = 500.0
plot.bottom_x_min = 0.0
plot.bottom_x_max = 500.0
# plot.top_y_max = 10
# plot.top_y_min = 0.00000001
# plot.add_bottom(combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add_bottom(combination_3000fb_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.make_legend()
plot.add_top(combination_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_top(combination_3000fb_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.draw()
plot.wrapup()
@flag_as_option
def OLD_plot_naive_pt_combination_asimov_with3000fb(args):
args = differentialutils.force_asimov(args)
combination = fermilabcode.minicombine.load_data('fermilabcode/combination_data_Mar22.py')
combination.mu = [ 1.0 for mu in combination.mu ]
combination_hist = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1)
combination_hist_xs = fermilabcode.minicombine.data_to_hist(combination, title=differentials.core.get_standard_title('combination'), color=1, do_xs=True)
combination_hist_xs.title = '35.9 fb^{-1}'
combination_3000fb = copy.deepcopy(combination)
combination_3000fb.mu_up = [ d * 1/sqrt(3000./35.9) for d in combination_3000fb.mu_up ]
combination_3000fb.mu_down = [ d * 1/sqrt(3000./35.9) for d in combination_3000fb.mu_down ]
combination_3000fb_hist = fermilabcode.minicombine.data_to_hist(combination_3000fb, title=differentials.core.get_standard_title('combination'), color=2)
combination_3000fb_hist_xs = fermilabcode.minicombine.data_to_hist(combination_3000fb, title=differentials.core.get_standard_title('combination'), color=2, do_xs=True)
combination_3000fb_hist_xs.title = '3 ab^{-1}'
plot = differentials.plotting.plots.BottomPanelPlot('spectrum_ptcomb_highlumi_asimov')
plot.y_title_top = '#Delta#sigma(p_{T}^{H})/#Deltap_{T}^{H} (pb/GeV)'
plot.y_title_bottom = 'ratio to SM'
plot.x_title = 'p_{T}^{H} (GeV)'
plot.disable_CMS_labels = True
plot.top_x_min = 0.0
plot.top_x_max = 500.0
plot.bottom_x_min = 0.0
plot.bottom_x_max = 500.0
plot.top_y_min = 0.001
plot.make_legend()
# plot.add_bottom(combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add_top(combination_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_bottom(combination_3000fb_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.add_top(combination_3000fb_hist_xs, 'repr_point_with_vertical_bar_and_horizontal_bar', plot.leg)
plot.add_top(differentials.plotting.pywrappers.CMS_Latex_lumi(text_size=0.07), '')
plot.draw()
plot.wrapup()
#____________________________________________________________________
# 2D plots
def quick_single_hist_plot(
args, hist, name='kappabkappac',
x_title = '#kappa_{c}', y_title = '#kappa_{b}',
set_ranges_by_contour = True
):
plot = differentials.plotting.plots.Single2DHistPlot(
name + ('_asimov' if args.asimov else ''),
hist,
)
plot.x_title = x_title
plot.y_title = y_title
plot.set_ranges_by_contour = set_ranges_by_contour
plot.disable_CMS_labels = True
plot.draw()
return plot
def get_kappabkappac(data, c1_min=-35., c1_max=35., c2_min=-10., c2_max=10.):
kappabkappac = fermilabcode.minicombine.CouplingFit()
kappabkappac.c1_min = c1_min
kappabkappac.c1_max = c1_max
kappabkappac.c2_min = c2_min
kappabkappac.c2_max = c2_max
kappabkappac.title = '#kappa_{b}/#kappa_{c}'
kappabkappac.color = 2
kappabkappac.setup_kappabkappac(data)
kappabkappac.get_scan()
return kappabkappac
def get_kappatkappag(data, c1_min=-3.0, c1_max=3.0, c2_min=-0.20, c2_max=0.20):
kappatkappag = fermilabcode.minicombine.CouplingFit()
kappatkappag.c1_min = c1_min
kappatkappag.c1_max = c1_max
kappatkappag.c2_min = c2_min
kappatkappag.c2_max = c2_max
kappatkappag.c1_n_points = 300
kappatkappag.c2_n_points = 300
kappatkappag.title = '#kappa_{t}/#kappa_{g}'
kappatkappag.color = 2
kappatkappag.setup_kappatkappag(data)
kappatkappag.get_scan()
return kappatkappag
class KappabKappacPlotter(object):
"""docstring for KappabKappacPlotter"""
def __init__(self, args):
super(KappabKappacPlotter, self).__init__()
args = differentialutils.force_asimov(args)
self.set_run1(args)
self.set_3ab(args)
def set_run1(self, args):
self.CMS_combination = get_combination(args)
self.CMS_kappabkappac = get_kappabkappac(self.CMS_combination)
self.CMS_kappabkappac.title = 'CMS 35.9 fb^{-1}'
self.CMS_kappabkappac.color = 2
self.ATLAS_combination = get_combination_ATLAS()
self.ATLAS_kappabkappac = get_kappabkappac(self.ATLAS_combination)
self.ATLAS_kappabkappac.title = 'ATLAS 36.1 fb^{-1}'
self.ATLAS_kappabkappac.color = 4
self.summed_kappabkappac = self.CMS_kappabkappac.sum(self.ATLAS_kappabkappac)
self.summed_kappabkappac.color = 8
self.summed_kappabkappac.title = 'CMS+ATLAS'
def set_3ab(self, args):
self.CMS_combination_3000fb = get_combination_at_lumi(args, 3000.)
self.CMS_kappabkappac_3000fb = get_kappabkappac(
self.CMS_combination_3000fb,
c1_min = -35. * 2./sqrt(3000./35.9),
c1_max = 35. * 2./sqrt(3000./35.9),
c2_min = -10. * 2./sqrt(3000./35.9),
c2_max = 10. * 2./sqrt(3000./35.9)
)
self.CMS_kappabkappac_3000fb.title = 'CMS 3000 fb^{-1}'
self.CMS_kappabkappac_3000fb.color = 46
self.ATLAS_combination_3000fb = get_combination_ATLAS_3000fb()
self.ATLAS_kappabkappac_3000fb = get_kappabkappac(
self.ATLAS_combination_3000fb,
c1_min = -35. * 2./sqrt(3000./35.9),
c1_max = 35. * 2./sqrt(3000./35.9),
c2_min = -10. * 2./sqrt(3000./35.9),
c2_max = 10. * 2./sqrt(3000./35.9)
)
self.ATLAS_kappabkappac_3000fb.title = 'ATLAS 3000 fb^{-1}'
self.ATLAS_kappabkappac_3000fb.color = 38
self.summed_kappabkappac_3000fb = self.CMS_kappabkappac_3000fb.sum(self.ATLAS_kappabkappac_3000fb)
self.summed_kappabkappac_3000fb.color = 419
self.summed_kappabkappac_3000fb.title = 'CMS+ATLAS 3000 fb^{-1}'
def CMS_only_plot(self, args):
args = differentialutils.force_asimov(args)
plot = differentials.plotting.plots.MultiContourPlot(
'KappabKappacPlotter_CMSonly' + ('_asimov' if args.asimov else ''),
[self.CMS_kappabkappac]
)
plot.x_title = '#kappa_{c}'
plot.y_title = '#kappa_{b}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = True
plot.draw()
plot.wrapup()
def CMS_ATLAS_plot(self, args):
args = differentialutils.force_asimov(args)
plot = differentials.plotting.plots.MultiContourPlot(
'KappabKappacPlotter_CMSATLAS' + ('_asimov' if args.asimov else ''),
[self.CMS_kappabkappac, self.ATLAS_kappabkappac, self.summed_kappabkappac]
)
plot.x_title = '#kappa_{c}'
plot.y_title = '#kappa_{b}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = True
plot.draw()
plot.wrapup()
def summed_only_plot(self, args):
args = differentialutils.force_asimov(args)
plot = differentials.plotting.plots.MultiContourPlot(
'KappabKappacPlotter_summed_3000fb' + ('_asimov' if args.asimov else ''),
[self.summed_kappabkappac, self.summed_kappabkappac_3000fb]
)
plot.x_title = '#kappa_{c}'
plot.y_title = '#kappa_{b}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = True
plot.draw()
plot.wrapup()
@flag_as_option
def plots_kappabkappac(args):
plotter = KappabKappacPlotter(args)
plotter.CMS_only_plot(args)
plotter.CMS_ATLAS_plot(args)
plotter.summed_only_plot(args)
class KappatKappagPlotter(object):
"""docstring for KappatKappagPlotter"""
def __init__(self, args):
super(KappatKappagPlotter, self).__init__()
args = differentialutils.force_asimov(args)
self.set_run1(args)
self.set_3ab(args)
def set_run1(self, args):
self.CMS_combination = get_combination(args)
self.CMS = get_kappatkappag(self.CMS_combination)
self.CMS.title = 'CMS 35.9 fb^{-1}'
self.CMS.color = 2
self.ATLAS_combination = get_combination_ATLAS()
self.ATLAS = get_kappatkappag(self.ATLAS_combination)
self.ATLAS.title = 'ATLAS 36.1 fb^{-1}'
self.ATLAS.color = 4
self.summed = self.CMS.sum(self.ATLAS)
self.summed.color = 8
self.summed.title = 'CMS+ATLAS'
def set_3ab(self, args):
self.CMS_3000fb_combination = get_combination_at_lumi(args, 3000.)
self.CMS_3000fb = get_kappatkappag(
self.CMS_3000fb_combination,
c1_min = 0.5,
c1_max = 1.6,
c2_min = -0.05,
c2_max = 0.04,
)
self.CMS_3000fb.title = 'CMS 3000 fb^{-1}'
self.CMS_3000fb.color = 46
self.ATLAS_3000fb_combination = get_combination_ATLAS_3000fb()
self.ATLAS_3000fb = get_kappatkappag(
self.ATLAS_3000fb_combination,
c1_min = 0.5,
c1_max = 1.6,
c2_min = -0.05,
c2_max = 0.04,
)
self.ATLAS_3000fb.title = 'ATLAS 3000 fb^{-1}'
self.ATLAS_3000fb.color = 38
self.summed_3000fb = self.CMS_3000fb.sum(self.ATLAS_3000fb)
self.summed_3000fb.color = 419
self.summed_3000fb.title = 'CMS+ATLAS 3000 fb^{-1}'
def CMS_ATLAS_plot(self, args):
args = differentialutils.force_asimov(args)
plot = differentials.plotting.plots.MultiContourPlot(
'KappatKappagPlotter_CMSATLAS' + ('_asimov' if args.asimov else ''),
[self.summed]
)
plot.x_title = '#kappa_{t}'
plot.y_title = 'c_{g}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = False
plot.draw()
plot.wrapup()
def CMS_ATLAS_3000fb_plot(self, args):
plot = differentials.plotting.plots.MultiContourPlot(
'KappatKappagPlotter_CMSATLAS_3000fb' + ('_asimov' if args.asimov else ''),
[self.summed, self.summed_3000fb]
)
plot.legend.SetNColumns(1)
plot.legend.set(
x1 = c.GetLeftMargin() + 0.01,
y1 = c.GetBottomMargin() + 0.02,
x2 = c.GetLeftMargin() + 0.40,
y2 = c.GetBottomMargin() + 0.26
)
plot.x_min = 0.5
plot.x_max = 1.6
plot.y_min = -0.05
plot.y_max = 0.04
plot.x_title = '#kappa_{t}'
plot.y_title = 'c_{g}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = False
plot.draw()
plot.wrapup()
@flag_as_option
def plots_kappatkappag(args):
plotter = KappatKappagPlotter(args)
plotter.CMS_ATLAS_plot(args)
plotter.CMS_ATLAS_3000fb_plot(args)
#____________________________________________________________________
# Same but for kappat kappag
@flag_as_option
def naive_kappatkappag_combination(args):
args = differentialutils.force_asimov(args)
CMS_combination = get_combination(args)
CMS_kappatkappag = get_kappatkappag(CMS_combination)
CMS_kappatkappag.title = 'CMS 35.9 fb^{-1}'
CMS_kappatkappag.color = 2
CMS_kappatkappag_hist = CMS_kappatkappag.to_hist()
plot = quick_single_hist_plot(
args, CMS_kappatkappag_hist, name='kappatkappag', x_title = '#kappa_{t}', y_title = 'c_{g}', set_ranges_by_contour=False
).wrapup()
ATLAS_combination = get_combination_ATLAS()
ATLAS_kappatkappag = get_kappatkappag(ATLAS_combination)
ATLAS_kappatkappag.title = 'ATLAS 36.1 fb^{-1}'
ATLAS_kappatkappag.color = 4
plot = differentials.plotting.plots.MultiContourPlot(
'multicont_kappatkappag_CMS_ATLAS' + ('_asimov' if args.asimov else ''),
[
CMS_kappatkappag, ATLAS_kappatkappag,
]
)
plot.x_title = '#kappa_{t}'
plot.y_title = 'c_{g}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = False
plot.draw()
plot.wrapup()
CMS_3000fb_combination = get_combination_at_lumi(args, 3000.)
CMS_3000fb_kappatkappag = get_kappatkappag(
CMS_3000fb_combination,
c1_min = 0.5,
c1_max = 1.6,
c2_min = -0.05,
c2_max = 0.04,
)
CMS_3000fb_kappatkappag.title = 'CMS 3000 fb^{-1}'
CMS_3000fb_kappatkappag.color = 46
ATLAS_3000fb_combination = get_combination_ATLAS_3000fb()
ATLAS_3000fb_kappatkappag = get_kappatkappag(
ATLAS_3000fb_combination,
c1_min = 0.5,
c1_max = 1.6,
c2_min = -0.05,
c2_max = 0.04,
)
ATLAS_3000fb_kappatkappag.title = 'ATLAS 3000 fb^{-1}'
ATLAS_3000fb_kappatkappag.color = 38
# Add also the combination of both
summed = CMS_3000fb_kappatkappag.sum(ATLAS_3000fb_kappatkappag)
summed.title = 'CMS+ATLAS 3000 fb^{-1}'
summed.color = 8
plot = differentials.plotting.plots.MultiContourPlot(
'multicont_kappatkappag_CMS_ATLAS_with3000fb_withCombination' + ('_asimov' if args.asimov else ''),
[
CMS_kappatkappag, ATLAS_kappatkappag,
CMS_3000fb_kappatkappag, ATLAS_3000fb_kappatkappag,
summed
]
)
plot.legend.SetNColumns(1)
plot.legend.set(
x1 = c.GetLeftMargin() + 0.01,
y1 = c.GetBottomMargin() + 0.02,
x2 = c.GetLeftMargin() + 0.40,
y2 = c.GetBottomMargin() + 0.44
)
plot.x_min = 0.5
plot.x_max = 1.6
plot.y_min = -0.05
plot.y_max = 0.04
plot.x_title = '#kappa_{t}'
plot.y_title = 'c_{g}'
plot.disable_CMS_labels = True
plot.draw_individual_contours = False
plot.set_ranges_by_contour = False
plot.draw()
plot.wrapup()
@flag_as_option
def thetaplot_kappatkappag(args):
args = differentialutils.force_asimov(args)
CMS_combination = get_combination(args)
CMS_kappatkappag = get_kappatkappag(CMS_combination)
CMS_kappatkappag.title = 'CMS 35.9 fb^{-1}'
CMS_kappatkappag.color = 2
CMS_kappatkappag_hist = CMS_kappatkappag.to_hist()
plot = quick_single_hist_plot(
args, CMS_kappatkappag_hist, name='kappatkappag', x_title = '#kappa_{t}', y_title = 'c_{g}', set_ranges_by_contour=False
).wrapup()
# Get SM normalization
binning = CMS_kappatkappag.chi2.binning()
smxs = CMS_kappatkappag.chi2.evaluate_parametrization_xs(CMS_kappatkappag.bestfit.pois)
inc_smxs = differentials.integral.Integrator(binning, smxs).integral(-10000., 800.)
logging.info('Will normalize to SM xs: {0} pb'.format(inc_smxs))
theta_1sigma_left = atan2(0.03, 0.6)
theta_1sigma_right = atan2(-0.12, 2.4)
thetas = [ 0.5*pi, theta_1sigma_left, 0.0, theta_1sigma_right, -0.5*pi ]
theta_hists = []
for theta in thetas:
ct = cos(theta)
cg = sin(theta)
pois = [ ct, cg ]
xss = CMS_kappatkappag.chi2.evaluate_parametrization_xs(pois)
inc_xs = differentials.integral.Integrator(binning, xss).integral(-10000., 800.)
# Normalize to the SM normalization
xss = [ xs * (inc_smxs/inc_xs) for xs in xss ]
# Now get the mu's
mus = [ xs / xs_sm for xs, xs_sm in zip(xss, smxs) ]
histogram = differentials.plotting.pywrappers.Histogram(
differentials.plotting.plotting_utils.get_unique_rootname(),
'#theta = {0:.2f} #pi'.format(theta/pi),
binning,
mus
)
# histogram.color = 2
theta_hists.append(histogram)
CMS_combination_hist = fermilabcode.minicombine.data_to_hist(CMS_combination, title='Data', color=1)
plot = differentials.plotting.plots.QuickPlot(
'spectra_theta',
x_min=0., x_max=500., y_min=-1., y_max=5.,
)
plot.x_title = 'p_{T}^{H} (GeV)'
plot.y_title = '#mu'
for theta_hist in theta_hists:
plot.add(theta_hist, 'repr_basic_histogram')
plot.add(CMS_combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.draw()
plot.wrapup()
@flag_as_option
def thetaplot_kappatkappag_ATLAS(args):
args = differentialutils.force_asimov(args)
ATLAS_combination = get_combination_ATLAS()
ATLAS_kappatkappag = get_kappatkappag(ATLAS_combination)
ATLAS_kappatkappag.title = 'ATLAS 36.1 fb^{-1}'
ATLAS_kappatkappag.color = 2
ATLAS_kappatkappag_hist = ATLAS_kappatkappag.to_hist()
plot = quick_single_hist_plot(
args, ATLAS_kappatkappag_hist, name='ATLAS_kappatkappag', x_title = '#kappa_{t}', y_title = 'c_{g}', set_ranges_by_contour=False
).wrapup()
# Get SM normalization
binning = ATLAS_kappatkappag.chi2.binning()
smxs = ATLAS_kappatkappag.chi2.evaluate_parametrization_xs(ATLAS_kappatkappag.bestfit.pois)
inc_smxs = differentials.integral.Integrator(binning, smxs).integral(-10000., 350.)
logging.info('Will normalize to SM xs: {0} pb'.format(inc_smxs))
# thetas = fermilabcode.minicombine.get_axis(-0.5*pi, 0.5*pi, 12)
theta_1sigma_left = atan2(0.03, 0.6)
theta_1sigma_right = atan2(-0.12, 2.4)
thetas = [ 0.5*pi, theta_1sigma_left, 0.0, theta_1sigma_right, -0.5*pi ]
theta_hists = []
for theta in thetas:
ct = cos(theta)
cg = sin(theta)
pois = [ ct, cg ]
xss = ATLAS_kappatkappag.chi2.evaluate_parametrization_xs(pois)
inc_xs = differentials.integral.Integrator(binning, xss).integral(-10000., 350.)
# Normalize to the SM normalization
xss = [ xs * (inc_smxs/inc_xs) for xs in xss ]
# Now get the mu's
mus = [ xs / xs_sm for xs, xs_sm in zip(xss, smxs) ]
histogram = differentials.plotting.pywrappers.Histogram(
differentials.plotting.plotting_utils.get_unique_rootname(),
'#theta = {0:.2f} #pi'.format(theta/pi),
binning,
mus
)
# histogram.color = 2
theta_hists.append(histogram)
ATLAS_combination_hist = fermilabcode.minicombine.data_to_hist(ATLAS_combination, title='Data', color=1, x_max=350.)
plot = differentials.plotting.plots.QuickPlot(
'ATLAS_spectra_theta',
x_min=0., x_max=350., y_min=-1., y_max=5.,
)
plot.x_title = 'p_{T}^{H} (GeV)'
plot.y_title = '#mu'
for theta_hist in theta_hists:
plot.add(theta_hist, 'repr_basic_histogram')
plot.add(ATLAS_combination_hist, 'repr_point_with_vertical_bar_and_horizontal_bar')
plot.draw()
plot.wrapup()