Fixes:

• [BUG] Time Series Setup Issue for short time series #1764

Describe the changes you've made

• White Noise test was failing for short time series. Added checks now to take care of this
• Refactored setup display
• Refactored check_stats module
• Also restructured unit tests for check_stats (making them parameterized and breaking into smaller/more modular tests)

Type of change

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested?

Unit tests have been added to test for short time series

Checklist:

• My code follows the style guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly in hard-to-understand areas.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added tests that prove my fix is effective or that my feature works.
• New and existing unit tests pass locally with my changes.
• Any dependent changes have been merged and published in downstream modules.