403 KiB
403 KiB
Импорт библиотек и загрузка данных
In [37]:
import pandas as pd
import numpy as np
import skfuzzy as fuzz
import matplotlib.pyplot as plt
from skfuzzy import control as ctrl
df = pd.read_csv("../dataset.csv")
print(df.shape[0])
2772
Удаление выбросов и проверка на пустые значения(их нет)
In [38]:
print("было ", df.shape[0])
for column in df.select_dtypes(include=['int', 'float']).columns:
mean = df[column].mean()
std_dev = df[column].std()
print(column, mean, std_dev)
lower_bound = mean - 3 * std_dev
upper_bound = mean + 3 * std_dev
df = df[(df[column] <= upper_bound) & (df[column] >= lower_bound)]
print("стало ", df.shape[0])
df = df.reset_index(drop=True)
print(df.isnull().sum())
было 2772 age 39.10966810966811 14.081459420836477 bmi 30.70134920634921 6.1294486949652205 children 1.1026753434562546 1.2157555494600176 charges 13325.498588795157 12200.175109274192 стало 2710 age 0 sex 0 bmi 0 children 0 smoker 0 region 0 charges 0 dtype: int64
Выбор выходных и выходной переменной. Мне кажется, что возраст и индекс массы тела будут наиболее сильно влиять на цену страховки
In [39]:
print('min age: ', df['age'].min(), '|min bmi: ', df['bmi'].min(), '|min charges: ', df['charges'].min())
print('max age: ', df['age'].max(), '|max bmi: ', df['bmi'].max(), '|max charges: ', df['charges'].max())
age = np.arange(df['age'].min(), df['age'].max() + 1e-9, 1)
bmi = np.arange(df['bmi'].min(), df['bmi'].max() + 1e-9, 0.001)
charges = np.arange(df['charges'].min(), df['charges'].max() + 1e-9, 0.01)
age_ctrl = ctrl.Antecedent(age, 'age')
bmi_ctrl = ctrl.Antecedent(bmi, 'bmi')
charges_ctrl = ctrl.Consequent(charges, 'charges')
min age: 18 |min bmi: 15.96 |min charges: 1121.8739 max age: 64 |max bmi: 49.06 |max charges: 49577.6624
Настройка параметров лигвистических переменных
In [40]:
age_ctrl["young"] = fuzz.zmf(age_ctrl.universe, 17, 31)
age_ctrl["middle-aged"] = fuzz.trapmf(age_ctrl.universe, [29, 35, 45, 55])
age_ctrl["old"] = fuzz.smf(age_ctrl.universe, 50, 65)
age_ctrl.view()
bmi_ctrl["low bmi"] = fuzz.zmf(bmi_ctrl.universe, 15, 17.5)
bmi_ctrl["normal bmi"] = fuzz.trapmf(bmi_ctrl.universe, [17, 18.5, 25, 30])
bmi_ctrl["high bmi"] = fuzz.smf(bmi_ctrl.universe, 27, 50)
bmi_ctrl.view()
charge_min = df['charges'].min()
charge_max = df['charges'].max()
charge_mean = df['charges'].mean()
cheap_end = charge_min + (charge_mean - charge_min) * 0.5
expensive_start = charge_mean + (charge_max - charge_mean) * 0.5
std = df['charges'].std()
print(std)
charges_ctrl["cheap"] = fuzz.zmf(charges_ctrl.universe, charge_min, cheap_end + std)
charges_ctrl["normal"] = fuzz.trimf(charges_ctrl.universe, [cheap_end, charge_mean, expensive_start])
charges_ctrl["expensive"] = fuzz.smf(charges_ctrl.universe, expensive_start - std, charge_max)
charges_ctrl.view()
11801.75692885742
c:\ulstu\3.1\mii\AIM-PIbd-31-Barsukov-P-O\aimenv\Lib\site-packages\skfuzzy\control\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown fig.show() c:\ulstu\3.1\mii\AIM-PIbd-31-Barsukov-P-O\aimenv\Lib\site-packages\IPython\core\events.py:82: UserWarning: Creating legend with loc="best" can be slow with large amounts of data. func(*args, **kwargs)
c:\ulstu\3.1\mii\AIM-PIbd-31-Barsukov-P-O\aimenv\Lib\site-packages\IPython\core\pylabtools.py:170: UserWarning: Creating legend with loc="best" can be slow with large amounts of data. fig.canvas.print_figure(bytes_io, **kw)
Формировка базы нечетких правил
In [41]:
rule1 = ctrl.Rule(age_ctrl["young"] & bmi_ctrl["low bmi"], charges_ctrl["normal"])
rule2 = ctrl.Rule(age_ctrl["young"] & bmi_ctrl["normal bmi"], charges_ctrl["cheap"])
rule3 = ctrl.Rule(age_ctrl["young"] & bmi_ctrl["high bmi"], charges_ctrl["expensive"])
rule4 = ctrl.Rule(age_ctrl["middle-aged"] & bmi_ctrl["low bmi"], charges_ctrl["normal"])
rule5 = ctrl.Rule(age_ctrl["middle-aged"] & bmi_ctrl["normal bmi"], charges_ctrl["cheap"])
rule6 = ctrl.Rule(age_ctrl["middle-aged"] & bmi_ctrl["high bmi"], charges_ctrl["expensive"])
rule7 = ctrl.Rule(age_ctrl["old"] & bmi_ctrl["low bmi"], charges_ctrl["expensive"])
rule8 = ctrl.Rule(age_ctrl["old"] & bmi_ctrl["normal bmi"], charges_ctrl["normal"])
rule9 = ctrl.Rule(age_ctrl["old"] & bmi_ctrl["high bmi"], charges_ctrl["expensive"])
rule1.view()
Out[41]:
(<Figure size 640x480 with 1 Axes>, <Axes: >)
In [42]:
charges_ctrl = ctrl.ControlSystem(
[
rule1,
rule2,
rule3,
rule4,
rule5,
rule6,
rule7,
rule8,
rule9,
]
)
charges = ctrl.ControlSystemSimulation(charges_ctrl)
Оценка качества
In [43]:
test_df = df[['age', 'bmi', 'charges']].sample(30, random_state=13)
test_df = test_df.reset_index(drop=True)
predicted = []
for i in range(len(test_df)):
charges.input['age'] = test_df.loc[i, 'age']
charges.input['bmi'] = test_df.loc[i, 'bmi']
charges.compute()
a = charges.print_state()
predicted.append(charges.output['charges'])
test_df['Predicted'] = predicted
test_df_sorted = test_df.sort_values(by='charges')
print(test_df_sorted[['age', 'bmi', 'charges', 'Predicted']])
# Визуализация
plt.figure(figsize=(10, 5))
plt.plot(test_df.index, test_df_sorted['charges'], marker='o', label='Charges', color='blue')
plt.plot(test_df.index, test_df_sorted['Predicted'], marker='s', label='Predicted', color='red')
plt.xlabel("Sample Index")
plt.ylabel("Price")
plt.legend()
plt.title("Сравнение реальных и предсказанных цен")
plt.show()
=============
Antecedents
=============
Antecedent: age = 18
- young : 0.9897959183673469
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 34.1
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.1905860113421551
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[high bmi] : 0.1905860113421551
age[young] AND bmi[high bmi] = 0.1905860113421551
Activation (THEN-clause):
charges[expensive] : 0.1905860113421551
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.1905860113421551
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.1905860113421551
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 37547.62782934363
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.1905860113421551
=============
Antecedents
=============
Antecedent: age = 30
- young : 0.01020408163265306
- middle-aged : 0.16666666666666666
- old : 0.0
Antecedent: bmi = 35.3
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.26045368620037795
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.01020408163265306
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.01020408163265306
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.01020408163265306
- bmi[high bmi] : 0.26045368620037795
age[young] AND bmi[high bmi] = 0.01020408163265306
Activation (THEN-clause):
charges[expensive] : 0.01020408163265306
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.16666666666666666
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.16666666666666666
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.16666666666666666
- bmi[high bmi] : 0.26045368620037795
age[middle-aged] AND bmi[high bmi] = 0.16666666666666666
Activation (THEN-clause):
charges[expensive] : 0.16666666666666666
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.26045368620037795
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 37361.15326835597
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.16666666666666666
=============
Antecedents
=============
Antecedent: age = 57
- young : 0.0
- middle-aged : 0.0
- old : 0.4355555555555556
Antecedent: bmi = 43.7
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.8499432892249529
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.8499432892249529
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.8499432892249529
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.4355555555555556
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.4355555555555556
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.4355555555555556
- bmi[high bmi] : 0.8499432892249529
age[old] AND bmi[high bmi] = 0.4355555555555556
Activation (THEN-clause):
charges[expensive] : 0.4355555555555556
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 38965.88917573576
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.4355555555555556
=============
Antecedents
=============
Antecedent: age = 48
- young : 0.0
- middle-aged : 0.7
- old : 0.0
Antecedent: bmi = 30.78
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.054020415879017084
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.054020415879017084
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.7
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.7
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.7
- bmi[high bmi] : 0.054020415879017084
age[middle-aged] AND bmi[high bmi] = 0.054020415879017084
Activation (THEN-clause):
charges[expensive] : 0.054020415879017084
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.054020415879017084
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36176.92274912711
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.054020415879017084
=============
Antecedents
=============
Antecedent: age = 44
- young : 0.0
- middle-aged : 1.0
- old : 0.0
Antecedent: bmi = 39.52
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.5847621928166352
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.5847621928166352
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[high bmi] : 0.5847621928166352
age[middle-aged] AND bmi[high bmi] = 0.5847621928166352
Activation (THEN-clause):
charges[expensive] : 0.5847621928166352
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.5847621928166352
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 39590.8934937229
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.5847621928166352
=============
Antecedents
=============
Antecedent: age = 25
- young : 0.36734693877551017
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 24.985
- low bmi : 0.0
- normal bmi : 1.0
- high bmi : 0.0
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.36734693877551017
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.36734693877551017
- bmi[normal bmi] : 1.0
age[young] AND bmi[normal bmi] = 0.36734693877551017
Activation (THEN-clause):
charges[cheap] : 0.36734693877551017
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.36734693877551017
- bmi[high bmi] : 0.0
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 1.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.0
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 1.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 7602.136966603081
cheap:
Accumulate using accumulation_max : 0.36734693877551017
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0
=============
Antecedents
=============
Antecedent: age = 18
- young : 0.9897959183673469
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 38.665
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.5142448960302455
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[high bmi] : 0.5142448960302455
age[young] AND bmi[high bmi] = 0.5142448960302455
Activation (THEN-clause):
charges[expensive] : 0.5142448960302455
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.5142448960302455
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.5142448960302455
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 39310.188271770734
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.5142448960302455
=============
Antecedents
=============
Antecedent: age = 57
- young : 0.0
- middle-aged : 0.0
- old : 0.4355555555555556
Antecedent: bmi = 31.16
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.06542759924385637
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.06542759924385637
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.06542759924385637
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.4355555555555556
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.4355555555555556
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.4355555555555556
- bmi[high bmi] : 0.06542759924385637
age[old] AND bmi[high bmi] = 0.06542759924385637
Activation (THEN-clause):
charges[expensive] : 0.06542759924385637
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36336.644540380206
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.06542759924385637
=============
Antecedents
=============
Antecedent: age = 40
- young : 0.0
- middle-aged : 1.0
- old : 0.0
Antecedent: bmi = 41.23
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.7092139886578448
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.7092139886578448
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[high bmi] : 0.7092139886578448
age[middle-aged] AND bmi[high bmi] = 0.7092139886578448
Activation (THEN-clause):
charges[expensive] : 0.7092139886578448
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.7092139886578448
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 40040.382651007356
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.7092139886578448
=============
Antecedents
=============
Antecedent: age = 26
- young : 0.25510204081632654
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 23.7
- low bmi : 0.0
- normal bmi : 1.0
- high bmi : 0.0
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.25510204081632654
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.25510204081632654
- bmi[normal bmi] : 1.0
age[young] AND bmi[normal bmi] = 0.25510204081632654
Activation (THEN-clause):
charges[cheap] : 0.25510204081632654
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.25510204081632654
- bmi[high bmi] : 0.0
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 1.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.0
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 1.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 7981.3435369366025
cheap:
Accumulate using accumulation_max : 0.25510204081632654
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0
=============
Antecedents
=============
Antecedent: age = 31
- young : 0.0
- middle-aged : 0.3333333333333333
- old : 0.0
Antecedent: bmi = 26.62
- low bmi : 0.0
- normal bmi : 0.6759999999999998
- high bmi : 0.0
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.6759999999999998
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.0
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.3333333333333333
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.3333333333333333
- bmi[normal bmi] : 0.6759999999999998
age[middle-aged] AND bmi[normal bmi] = 0.3333333333333333
Activation (THEN-clause):
charges[cheap] : 0.3333333333333333
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.3333333333333333
- bmi[high bmi] : 0.0
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.6759999999999998
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 7708.734623071976
cheap:
Accumulate using accumulation_max : 0.3333333333333333
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0
=============
Antecedents
=============
Antecedent: age = 37
- young : 0.0
- middle-aged : 1.0
- old : 0.0
Antecedent: bmi = 29.83
- low bmi : 0.0
- normal bmi : 0.03400000000000034
- high bmi : 0.030279395085066156
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.03400000000000034
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.030279395085066156
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[normal bmi] : 0.03400000000000034
age[middle-aged] AND bmi[normal bmi] = 0.03400000000000034
Activation (THEN-clause):
charges[cheap] : 0.03400000000000034
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[high bmi] : 0.030279395085066156
age[middle-aged] AND bmi[high bmi] = 0.030279395085066156
Activation (THEN-clause):
charges[expensive] : 0.030279395085066156
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.03400000000000034
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.030279395085066156
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 25216.886501150875
cheap:
Accumulate using accumulation_max : 0.03400000000000034
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.030279395085066156
=============
Antecedents
=============
Antecedent: age = 18
- young : 0.9897959183673469
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 31.35
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.07154064272211727
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9897959183673469
- bmi[high bmi] : 0.07154064272211727
age[young] AND bmi[high bmi] = 0.07154064272211727
Activation (THEN-clause):
charges[expensive] : 0.07154064272211727
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.07154064272211727
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.07154064272211727
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36416.255778197825
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.07154064272211727
=============
Antecedents
=============
Antecedent: age = 33
- young : 0.0
- middle-aged : 0.6666666666666666
- old : 0.0
Antecedent: bmi = 36.29
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.3262914933837429
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.3262914933837429
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.6666666666666666
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.6666666666666666
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.6666666666666666
- bmi[high bmi] : 0.3262914933837429
age[middle-aged] AND bmi[high bmi] = 0.3262914933837429
Activation (THEN-clause):
charges[expensive] : 0.3262914933837429
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.3262914933837429
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 38414.960616727825
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.3262914933837429
=============
Antecedents
=============
Antecedent: age = 48
- young : 0.0
- middle-aged : 0.7
- old : 0.0
Antecedent: bmi = 28.88
- low bmi : 0.0
- normal bmi : 0.2240000000000002
- high bmi : 0.01336257088846882
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.2240000000000002
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.01336257088846882
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.7
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.7
- bmi[normal bmi] : 0.2240000000000002
age[middle-aged] AND bmi[normal bmi] = 0.2240000000000002
Activation (THEN-clause):
charges[cheap] : 0.2240000000000002
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.7
- bmi[high bmi] : 0.01336257088846882
age[middle-aged] AND bmi[high bmi] = 0.01336257088846882
Activation (THEN-clause):
charges[expensive] : 0.01336257088846882
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.2240000000000002
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.01336257088846882
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 11081.13376945518
cheap:
Accumulate using accumulation_max : 0.2240000000000002
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.01336257088846882
=============
Antecedents
=============
Antecedent: age = 19
- young : 0.9591836734693877
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 30.495
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.0461815689981097
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9591836734693877
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9591836734693877
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9591836734693877
- bmi[high bmi] : 0.0461815689981097
age[young] AND bmi[high bmi] = 0.0461815689981097
Activation (THEN-clause):
charges[expensive] : 0.0461815689981097
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.0461815689981097
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0461815689981097
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36056.70655871274
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0461815689981097
=============
Antecedents
=============
Antecedent: age = 23
- young : 0.6326530612244898
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 28.49
- low bmi : 0.0
- normal bmi : 0.3020000000000003
- high bmi : 0.008393572778827987
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.6326530612244898
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.6326530612244898
- bmi[normal bmi] : 0.3020000000000003
age[young] AND bmi[normal bmi] = 0.3020000000000003
Activation (THEN-clause):
charges[cheap] : 0.3020000000000003
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.6326530612244898
- bmi[high bmi] : 0.008393572778827987
age[young] AND bmi[high bmi] = 0.008393572778827987
Activation (THEN-clause):
charges[expensive] : 0.008393572778827987
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.3020000000000003
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.008393572778827987
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.3020000000000003
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.008393572778827987
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 9378.106717931281
cheap:
Accumulate using accumulation_max : 0.3020000000000003
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.008393572778827987
=============
Antecedents
=============
Antecedent: age = 56
- young : 0.0
- middle-aged : 0.0
- old : 0.32000000000000006
Antecedent: bmi = 31.79
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.08674517958412098
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.08674517958412098
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.08674517958412098
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.32000000000000006
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.32000000000000006
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.32000000000000006
- bmi[high bmi] : 0.08674517958412098
age[old] AND bmi[high bmi] = 0.08674517958412098
Activation (THEN-clause):
charges[expensive] : 0.08674517958412098
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36599.95792495265
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.08674517958412098
=============
Antecedents
=============
Antecedent: age = 41
- young : 0.0
- middle-aged : 1.0
- old : 0.0
Antecedent: bmi = 32.2
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.10223062381852566
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.10223062381852566
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[high bmi] : 0.10223062381852566
age[middle-aged] AND bmi[high bmi] = 0.10223062381852566
Activation (THEN-clause):
charges[expensive] : 0.10223062381852566
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.10223062381852566
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36770.27476173566
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.10223062381852566
=============
Antecedents
=============
Antecedent: age = 27
- young : 0.16326530612244897
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 20.045
- low bmi : 0.0
- normal bmi : 1.0
- high bmi : 0.0
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.16326530612244897
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.16326530612244897
- bmi[normal bmi] : 1.0
age[young] AND bmi[normal bmi] = 0.16326530612244897
Activation (THEN-clause):
charges[cheap] : 0.16326530612244897
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.16326530612244897
- bmi[high bmi] : 0.0
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 1.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.0
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 1.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 8371.995208460137
cheap:
Accumulate using accumulation_max : 0.16326530612244897
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0
=============
Antecedents
=============
Antecedent: age = 29
- young : 0.04081632653061224
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 26.03
- low bmi : 0.0
- normal bmi : 0.7939999999999998
- high bmi : 0.0
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.04081632653061224
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.04081632653061224
- bmi[normal bmi] : 0.7939999999999998
age[young] AND bmi[normal bmi] = 0.04081632653061224
Activation (THEN-clause):
charges[cheap] : 0.04081632653061224
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.04081632653061224
- bmi[high bmi] : 0.0
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.7939999999999998
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.0
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.7939999999999998
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 9180.405370648012
cheap:
Accumulate using accumulation_max : 0.04081632653061224
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0
=============
Antecedents
=============
Antecedent: age = 61
- young : 0.0
- middle-aged : 0.0
- old : 0.8577777777777778
Antecedent: bmi = 44.0
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.8638941398865785
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.8638941398865785
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.8638941398865785
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.8577777777777778
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.8577777777777778
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.8577777777777778
- bmi[high bmi] : 0.8638941398865785
age[old] AND bmi[high bmi] = 0.8577777777777778
Activation (THEN-clause):
charges[expensive] : 0.8577777777777778
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 40508.591013083904
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.8577777777777778
=============
Antecedents
=============
Antecedent: age = 41
- young : 0.0
- middle-aged : 1.0
- old : 0.0
Antecedent: bmi = 28.8
- low bmi : 0.0
- normal bmi : 0.23999999999999985
- high bmi : 0.012249527410207978
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.23999999999999985
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.012249527410207978
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[normal bmi] : 0.23999999999999985
age[middle-aged] AND bmi[normal bmi] = 0.23999999999999985
Activation (THEN-clause):
charges[cheap] : 0.23999999999999985
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 1.0
- bmi[high bmi] : 0.012249527410207978
age[middle-aged] AND bmi[high bmi] = 0.012249527410207978
Activation (THEN-clause):
charges[expensive] : 0.012249527410207978
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.23999999999999985
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.012249527410207978
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 10660.585814446153
cheap:
Accumulate using accumulation_max : 0.23999999999999985
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.012249527410207978
=============
Antecedents
=============
Antecedent: age = 30
- young : 0.01020408163265306
- middle-aged : 0.16666666666666666
- old : 0.0
Antecedent: bmi = 31.57
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.07895992438563332
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.01020408163265306
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.01020408163265306
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.01020408163265306
- bmi[high bmi] : 0.07895992438563332
age[young] AND bmi[high bmi] = 0.01020408163265306
Activation (THEN-clause):
charges[expensive] : 0.01020408163265306
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.16666666666666666
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.16666666666666666
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.16666666666666666
- bmi[high bmi] : 0.07895992438563332
age[middle-aged] AND bmi[high bmi] = 0.07895992438563332
Activation (THEN-clause):
charges[expensive] : 0.07895992438563332
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.07895992438563332
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36508.22379837373
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.07895992438563332
=============
Antecedents
=============
Antecedent: age = 47
- young : 0.0
- middle-aged : 0.8
- old : 0.0
Antecedent: bmi = 36.08
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.3117066162570888
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.3117066162570888
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.8
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.8
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.8
- bmi[high bmi] : 0.3117066162570888
age[middle-aged] AND bmi[high bmi] = 0.3117066162570888
Activation (THEN-clause):
charges[expensive] : 0.3117066162570888
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.3117066162570888
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 38333.32570189906
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.3117066162570888
=============
Antecedents
=============
Antecedent: age = 50
- young : 0.0
- middle-aged : 0.5
- old : 0.0
Antecedent: bmi = 32.205
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.10242731568998108
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.10242731568998108
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.5
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.5
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.5
- bmi[high bmi] : 0.10242731568998108
age[middle-aged] AND bmi[high bmi] = 0.10242731568998108
Activation (THEN-clause):
charges[expensive] : 0.10242731568998108
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.10242731568998108
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36772.34652531745
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.10242731568998108
=============
Antecedents
=============
Antecedent: age = 56
- young : 0.0
- middle-aged : 0.0
- old : 0.32000000000000006
Antecedent: bmi = 31.79
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.08674517958412098
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- bmi[high bmi] : 0.08674517958412098
age[young] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.08674517958412098
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.32000000000000006
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.32000000000000006
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.32000000000000006
- bmi[high bmi] : 0.08674517958412098
age[old] AND bmi[high bmi] = 0.08674517958412098
Activation (THEN-clause):
charges[expensive] : 0.08674517958412098
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36599.95792495265
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.08674517958412098
=============
Antecedents
=============
Antecedent: age = 20
- young : 0.9081632653061225
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 27.3
- low bmi : 0.0
- normal bmi : 0.5399999999999998
- high bmi : 0.0003402646502835792
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9081632653061225
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9081632653061225
- bmi[normal bmi] : 0.5399999999999998
age[young] AND bmi[normal bmi] = 0.5399999999999998
Activation (THEN-clause):
charges[cheap] : 0.5399999999999998
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9081632653061225
- bmi[high bmi] : 0.0003402646502835792
age[young] AND bmi[high bmi] = 0.0003402646502835792
Activation (THEN-clause):
charges[expensive] : 0.0003402646502835792
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.5399999999999998
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.0003402646502835792
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.5399999999999998
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.0003402646502835792
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 7183.657863624606
cheap:
Accumulate using accumulation_max : 0.5399999999999998
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.0003402646502835792
=============
Antecedents
=============
Antecedent: age = 23
- young : 0.6326530612244898
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 35.2
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.2542155009451798
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.6326530612244898
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.6326530612244898
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.6326530612244898
- bmi[high bmi] : 0.2542155009451798
age[young] AND bmi[high bmi] = 0.2542155009451798
Activation (THEN-clause):
charges[expensive] : 0.2542155009451798
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.2542155009451798
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.2542155009451798
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 37987.54981555619
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.2542155009451798
=============
Antecedents
=============
Antecedent: age = 19
- young : 0.9591836734693877
- middle-aged : 0.0
- old : 0.0
Antecedent: bmi = 30.59
- low bmi : 0.0
- normal bmi : 0.0
- high bmi : 0.04872627599243859
=======
Rules
=======
RULE #0:
IF age[young] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9591836734693877
- bmi[low bmi] : 0.0
age[young] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #1:
IF age[young] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9591836734693877
- bmi[normal bmi] : 0.0
age[young] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #2:
IF age[young] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.9591836734693877
- bmi[high bmi] : 0.04872627599243859
age[young] AND bmi[high bmi] = 0.04872627599243859
Activation (THEN-clause):
charges[expensive] : 0.04872627599243859
RULE #3:
IF age[middle-aged] AND bmi[low bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[low bmi] : 0.0
age[middle-aged] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #4:
IF age[middle-aged] AND bmi[normal bmi] THEN charges[cheap]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[normal bmi] : 0.0
age[middle-aged] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[cheap] : 0.0
RULE #5:
IF age[middle-aged] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle-aged] : 0.0
- bmi[high bmi] : 0.04872627599243859
age[middle-aged] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #6:
IF age[old] AND bmi[low bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[low bmi] : 0.0
age[old] AND bmi[low bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
RULE #7:
IF age[old] AND bmi[normal bmi] THEN charges[normal]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[normal bmi] : 0.0
age[old] AND bmi[normal bmi] = 0.0
Activation (THEN-clause):
charges[normal] : 0.0
RULE #8:
IF age[old] AND bmi[high bmi] THEN charges[expensive]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- bmi[high bmi] : 0.04872627599243859
age[old] AND bmi[high bmi] = 0.0
Activation (THEN-clause):
charges[expensive] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: charges = 36096.81833877887
cheap:
Accumulate using accumulation_max : 0.0
normal:
Accumulate using accumulation_max : 0.0
expensive:
Accumulate using accumulation_max : 0.04872627599243859
age bmi charges Predicted
0 18 34.100 1137.01100 37547.627829
12 18 31.350 1622.18850 36416.255778
15 19 30.495 2128.43105 36056.706559
28 23 35.200 2416.95500 37987.549816
6 18 38.665 3393.35635 39310.188272
9 26 23.700 3484.33100 7981.343537
20 29 26.030 3736.46470 9180.405371
10 31 26.620 3757.84480 7708.734623
23 30 31.570 4837.58230 36508.223798
22 41 28.800 6282.23500 10660.585814
11 37 29.830 6406.41070 25216.886501
13 33 36.290 6551.75010 38414.960617
8 40 41.230 6610.10970 40040.382651
18 41 32.200 6875.96100 36770.274762
4 44 39.520 6948.70080 39590.893494
25 50 32.205 8835.26495 36772.346525
14 48 28.880 9249.49520 11081.133769
3 48 30.780 10141.13620 36176.922749
2 57 43.700 11576.13000 38965.889176
21 61 44.000 13063.88300 40508.591013
27 20 27.300 16232.84700 7183.657864
19 27 20.045 16420.49455 8371.995208
16 23 28.490 18328.23810 9378.106718
5 25 24.985 23241.47453 7602.136967
29 19 30.590 24059.68019 36096.818339
1 30 35.300 36837.46700 37361.153268
24 47 36.080 42211.13820 38333.325702
7 57 31.160 43578.93940 36336.644540
17 56 31.790 43813.86610 36599.957925
26 56 31.790 43813.86610 36599.957925
Как и ожидалось, модель ничего нормально не предсказала. Вероятно это из-за выбора неправильных параметров или недостаточноего числа параметров. Также вероятно база заданных правил неточная, потому что лингвистическая переменная возраста формировалась исключистельно субъективно, а переменная стоимости страхования на основе минимума, максимума, среднего и среднеквадратичного отклонения.