constants.py

from tkinter import BOTTOM, LEFT

#DATA VISUALIZATION
FIGSIZE_X = 20
FIGSIZE_Y = 10
N_PLOT_X = 5
N_PLOT_Y = 5
ROTATION = 30
LEFT = 0.052
RIGHT = 0.962
BOTTOM = 0.048
TOP = 0.974
W_SPACE = 0.324
H_SPACE = 0.567

#FEATURE SELECTION VISUALIZATION
FIGSIZE_X_FS = 10
FIGSIZE_Y_FS = 5
ROTATION_FS = 90
LEFT_FS = 0.052
RIGHT_FS = 1
BOTTOM_FS = 0.37
TOP_FS = 1
W_SPACE_FS = 0.2
H_SPACE_FS = 0.2

#FEATURE SELECTION DIVIDER
DIVIDER = 0.035

#NUMERICAL FEATURES
NUMERICAL_FEATURES = ["BMI", "MentHlth", "PhysHlth", "Age"]

#SPLITTING DATA
TEST_SIZE = 0.20
TEST_SIZE_TSNE = 0.05

#STRATIFIED K FOLD
N_SPLITS = 5
N_TREES = [10, 100, 500, 1000]
N_LEARNING_RATE = [1, 0.5, 0.25, 0.1, 0.05]
N_BIG_TREES = [1000, 5000, 7000, 10000]
N_DEFAULT_TREES = 100
MAX_DEFAULT_DEPTH = 1

#BEST PARAMETERS
N_ESTIMATORS = 125
LEARNING_RATE = 0.5
MAX_DEPTH = 2

#dataframe path
PATH = "diabetes.csv"