from fuzzycreator.measures import distance_it2
from fuzzycreator import global_settings as gs
from fuzzycreator import visualisations
gs.global_uod = (0, 20)
gs.global_x_disc = 201
A = IntervalT2FuzzySet(Triangular(0, 2, 4), Triangular(1, 2, 3, 0.8))
B = IntervalT2FuzzySet(Trapezoidal(2, 4, 7, 9), Trapezoidal(3, 5, 6, 8, 0.8))
C = IntervalT2FuzzySet(Gaussian(13, 1), Gaussian(13, 0.5, 0.8))
D = IntervalT2FuzzySet(Gaussian(15, 1), Gaussian(16, 1))
print(A.calculate_membership(Decimal('0.5')))
print(A.calculate_alpha_cut_upper(Decimal('0.5')))
print(A.calculate_alpha_cut_lower(Decimal('0.5')))
print(A.calculate_centre_of_sets())
print(A.calculate_overall_centre_of_sets())
visualisations.plot_sets((A, B, C, D))
print('s(A, B) =', similarity_it2.jaccard(A, B))
print('s(C, D) =', similarity_it2.jaccard(C, D))
print('d(A, B) =', distance_it2.mcculloch(A, B))
print('d(B, A) =', distance_it2.mcculloch(B, A))
print('d(C, D) =', distance_it2.mcculloch(C, D))
print('d(D, C) =', distance_it2.mcculloch(D, C))
from decimal import Decimal
from fuzzycreator.fuzzy_sets.discrete_t1_fuzzy_set import DiscreteT1FuzzySet
from fuzzycreator.measures import similarity_t1
from fuzzycreator import visualisations
A_points = {1: Decimal('0.25'), 2: 1, 3: Decimal('0.25')}
B_points = {2: Decimal('0.33'), 3: Decimal('0.66'), 4: Decimal('0.33')}
A = DiscreteT1FuzzySet(A_points)
B = DiscreteT1FuzzySet(B_points)
visualisations.plot_sets((A, B))
print(A.calculate_membership(1))
print(A.calculate_alpha_cut(Decimal('0.25')))
print(A.calculate_centroid())
print('s(A, B) =', similarity_t1.jaccard(A, B))
def create_fuzzy_set_from_data(d):
"""Plot fuzzy sets generated from data given by load_data()."""
fuzzy_sets = [generate_fuzzy_sets.generate_polling_t1_fuzzy_set(d)]
visualisations.plot_sets(fuzzy_sets)
from fuzzycreator.fuzzy_sets.interval_t2_fuzzy_set import IntervalT2FuzzySet
from fuzzycreator.fuzzy_sets.general_t2_fuzzy_set import GeneralT2FuzzySet
from fuzzycreator.measures import similarity_t1
from fuzzycreator.measures import distance_t1
from fuzzycreator import global_settings as gs
from fuzzycreator import visualisations
gs.global_uod = (0, 10)
A = FuzzySet(Triangular(0, 2, 4))
B = FuzzySet(Trapezoidal(3, 5, 7, 9))
C = FuzzySet(Gaussian(10, 1))
visualisations.plot_sets((A, B, C))
gs.global_uod = (0, 15)
visualisations.plot_sets((A, B, C))
C.uod = [0, 15]
visualisations.plot_sets((A, B, C))
gs.global_uod = (0, 10)
C.uod = (0, 10)
gs.global_x_disc = 11
print('global_x_disc = 11:')
print('\ts(B, C) =', similarity_t1.jaccard(B, C))
print('\tCentroid of C =', C.calculate_centroid())
gs.global_x_disc = 101
print('global_x_disc = 101:')