Interprets

What's Changed
* Above below deciles by Veragath in https://github.com/ruleminer/InterpreTS/pull/53
* Signal large changes by Veragath in https://github.com/ruleminer/InterpreTS/pull/52
* Feature interpretability by MartynaZur in https://github.com/ruleminer/InterpreTS/pull/50
* Examples by JaykerX in https://github.com/ruleminer/InterpreTS/pull/47
* feature heterogeneity by JaykerX in https://github.com/ruleminer/InterpreTS/pull/46
* Outliers igr implementation by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/54
* Outliers std by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/55
* Fixes by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/57
* Development by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/58


**Full Changelog**: https://github.com/ruleminer/InterpreTS/compare/0.2.0...0.3.0

What's Changed
* Pypi package configuration by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/21
* Development update by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/22
* Feature var (ddof) by Veragath in https://github.com/ruleminer/InterpreTS/pull/23
* Feature flat spots by Veragath in https://github.com/ruleminer/InterpreTS/pull/26
* Variability in sub periods by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/27
* Update requirements.txt by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/28
* Crossing points and tests fixes by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/29
* added feature stability by JaykerX in https://github.com/ruleminer/InterpreTS/pull/31
* feature entropy by JaykerX in https://github.com/ruleminer/InterpreTS/pull/32
* Peak-trough-examples by JaykerX in https://github.com/ruleminer/InterpreTS/pull/33
* Binarize mean by martyna-kramarz in https://github.com/ruleminer/InterpreTS/pull/35
* variance change by piotrek1459 in https://github.com/ruleminer/InterpreTS/pull/37
* Mean change by piotrek1459 in https://github.com/ruleminer/InterpreTS/pull/38
* Distance to the last change point by piotrek1459 in https://github.com/ruleminer/InterpreTS/pull/40
* feature missing_points by JaykerX in https://github.com/ruleminer/InterpreTS/pull/41
* feature absolute energy by JaykerX in https://github.com/ruleminer/InterpreTS/pull/42
* feature heterogeneity by JaykerX in https://github.com/ruleminer/InterpreTS/pull/43
* Streaming feature extractor by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/44
* Second part of implemented features, streaming feature extractor by xTaromarux in https://github.com/ruleminer/InterpreTS/pull/45

New Contributors
* JaykerX made their first contribution in https://github.com/ruleminer/InterpreTS/pull/31

**Full Changelog**: https://github.com/ruleminer/InterpreTS/compare/0.1.0...0.2.0

With an intuitive interface, support for multiple data formats, and customizable parameters, InterpreTS facilitates time series analysis and feature engineering, enhancing model interpretability.

Key Features:
- Rich Set of Statistical Features: Extract essential statistics like mean, variance, length, seasonality, and more, offering valuable insights into time series characteristics.
- Flexible Windowing Capabilities: Support for parameters like window size and stride allows targeted analysis within chosen segments of data.
- Support for Multiple Data Formats: Compatible with both pandas.DataFrame and numpy.array for seamless integration with popular analytical tools.
- Time Series Processing: Built-in support for resampling, grouping by identifiers, and sorting enables comprehensive analysis at subgroup and varying interval levels.