Syndenv 0.0.1

Use!

import pandas as pd

import Syndenv

from Syndenv import Syndbox

df=pd.read_excel('/content/filename.xlsx')

df1=Syndbox.TESI(df, Equation='Euc_p1', start=0.01, augmentation_factor=10)

df1.pd_frame(save=True)

df1.arr()

Parameters

start: (float): default=0.01: The starting value of the angle sequence.

stop: (int): default=1: The end value of the angle's sines vector. Should be always 1 because the angle's max sine is 1.

augmentation_factor: (int): default (0.01): The number of times the data is augmented. Should be from 0 to infinity.

Equation: default='Euc_p1': Either the Euclidean or the following transformed Euclidean formulas.

'Euc_p1': The linear polynomial.

'Euc_p2': The quadratic polynomial.

'Euc_p3': The cubic polynomial.

'Euc_Log': The log-transformed euclidian formula.