Syndenv 0.0.1

Synthetic Data Environment

1. Use!

2. import pandas as pd

3. import Syndenv

4. from Syndenv import Syndbox

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

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

8. df1.pd_frame(save=True)

9. df1.arr()

12. Parameters

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

14. 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.

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

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

17. 'Euc_p1': The linear polynomial.

18. 'Euc_p2': The quadratic polynomial.

19. 'Euc_p3': The cubic polynomial.

20. 'Euc_Log': The log-transformed euclidian formula.