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import numpy
from matplotlib import pyplot
labels = [
"Bernoulli",
"Multinomial",
"W C + M",
"TF IDF L W C + M",
"TF IDF L + M",
"delta TF IDF L + M",
]
tops = numpy.arange(len(labels))
# 0 , movies
widths = [ 0.789251270916,
0.90355565901,
0.687274830247,
0.858607720931,
0.91342342141,
0.91342342141 ]
# skew , movies
widths2 = [ 0.139696306725,
0.822764704115,
0.125,
0.125,
0.920448727392,
0.961479550697 ]
# 0 , amazon
widths3 = [ 0.684270469696,
0.792608446831,
0.529824561404,
0.529824561404,
0.798532433585,
0.829834039103 ]
# skew , amazon
widths4 = [ 0.298353719071,
0.73741502689,
0.219298245614,
0.219298245614,
0.751207980863,
0.771721619137 ]
# 0 , twitter
widths5 = [ 0.717525563057,
0.840751614224,
0.558914441009,
0.558667842964,
0.849271128435,
0.850938806271 ]
# skew , twitter
widths6 = [ 0.584685826487,
0.853741247102,
0.323568358281,
0.323555359506,
0.862090804434,
0.889175806229 ]
height = 0.1333333333
pyplot.barh(tops+height*5, widths, height, color="#50312F")
pyplot.barh(tops+height*4, widths2, height, color="#F17CB0")
pyplot.barh(tops+height*3, widths3, height, color="#375E97")
pyplot.barh(tops+height*2, widths4, height, color="#60BD68")
pyplot.barh(tops+height*1, widths5, height, color="#CB0000")
pyplot.barh(tops+height*0, widths6, height, color="#FAA43A")
pyplot.legend(["Movies", "Movies - skew", "Amazon", "Amazon - skew", "Twitter", "Twitter-skew"], loc=4) # bottom right
pyplot.yticks(tops+2*height, labels)
pyplot.xlim(0, 1.18)
pyplot.ylim(tops[0]-height, tops[-1]+7*height)
pyplot.show()
"""
gram_length: 1, use_presence: False, use_amazon: False, use_pos_tags: True, use_adj_only: False, use_position: False 0.822003140865
gram_length: 1, use_presence: False, use_amazon: False, use_pos_tags: True, use_adj_only: False, use_position: True 0.781988575402
gram_length: 1, use_presence: False, use_amazon: False, use_pos_tags: True, use_adj_only: True, use_position: False 0.77899606193
gram_length: 1, use_presence: False, use_amazon: False, use_pos_tags: True, use_adj_only: True, use_position: True 0.762512512513
"""