Pyretailscience

What's Changed
* Added nbstripout and pre-commit hook by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/39
* Gain loss module by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/42
* Bump jupyterlab from 4.0.10 to 4.0.11 by dependabot in https://github.com/Data-Simply/pyretailscience/pull/46
* Cross shop analysis by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/48
* Days between purchases performance, linting and code deplication by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/50
* chore: require conventional commit via pre-commit by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/51
* chore: add code coverage configuration for pytest by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/52
* New MkDocs custom homepage by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/53
* Linting improvements by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/54
* refactor: move data simulation to another package by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/55
* fix: gain loss calc error with negative values by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/56
* feat: add total row to SegTransactionStats calculation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/57
* Added ThresholdSegmentation class by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/58
* chore: removed un-needed dependencies by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/59
* chore: adding codecov app coverage support by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/60
* feat: updated docs and README.md by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/61
* refactor: refactor duplicate graph styling code by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/62
* feat: added waterfall plot by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/63
* feat: enhance timeline and waterfall plots with additional documentation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/64
* docs: update installation guide in getting_started by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/65
* Added pandas style option system and updated segmentations module to use it. by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/66
* feat(tests): enhance Cross Shop module tests with docstrings and linting by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/67
* feat: clean up data_label_format to accept None by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/68
* feat: added production association rule module by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/69
* feat: improved performance of product assocation calculation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/70
* Prod assoc perf improvements by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/71
* feat: add toml dependency by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/72
* chore: update dependencies by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/73
* feat: segment stats calc now uses duckdb to improve performance by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/74
* chore: linting improvements by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/75
* docs: updated analysis module docs by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/80
* fix: dependabot jupyerlab security update by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/81
* feat: add line plot by Mrglglglglgl in https://github.com/Data-Simply/pyretailscience/pull/84
* feat: add standard histogram plot by Mrglglglglgl in https://github.com/Data-Simply/pyretailscience/pull/85
* chore: update python dependency range by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/87
* feat: standard bar plot by Mrglglglglgl in https://github.com/Data-Simply/pyretailscience/pull/86
* feat: revenue tree by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/88
* feat: changed threshold seg to use ibis by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/89
* feat: convert seg stats to use Ibis by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/90
* feat: convert column names to use the options class by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/91

New Contributors
* dependabot made their first contribution in https://github.com/Data-Simply/pyretailscience/pull/46
* Mrglglglglgl made their first contribution in https://github.com/Data-Simply/pyretailscience/pull/84

**Full Changelog**: https://github.com/Data-Simply/pyretailscience/compare/0.3.2...0.4.0

What's Changed
* Updated chart styles by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/27
* HML zero cust handling by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/28
* Added the ability to use an existing segmentation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/29
* Added index charts by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/30
* Index plot improvements by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/31
* Index graph edge cases by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/32


**Full Changelog**: https://github.com/Data-Simply/pyretailscience/compare/0.3.1...0.3.2

What's Changed
* Added custom contracts support by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/26


**Full Changelog**: https://github.com/Data-Simply/pyretailscience/compare/0.3.0...0.3.1

What's Changed
* HML Segmentation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/23
* standardized graph styles further by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/24


**Full Changelog**: https://github.com/Data-Simply/pyretailscience/compare/0.2.0...0.3.0

What's Changed
* Update action version by imajeetyadav in https://github.com/Data-Simply/pyretailscience/pull/19
* Add GA tracking to docs and robots.txt by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/20
* Addition of churn period and transaction churn rate determination by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/21
* addition of churn period and transaction churn rate determination by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/22


**Full Changelog**: https://github.com/Data-Simply/pyretailscience/compare/0.1.2...0.2.0

What's Changed
* feat: simulation can be done via api and cleaned up coloumn naming by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/9
* First commit of the data contracts 10 by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/12
* Fix for oscillating customer count 11 by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/14
* updated readme to the correct tagged config file 13 by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/15
* updated api documentation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/16
* updated api documentation by mvanwyk in https://github.com/Data-Simply/pyretailscience/pull/17
* Pre commit pipeline by imajeetyadav in https://github.com/Data-Simply/pyretailscience/pull/18

New Contributors
* mvanwyk made their first contribution in https://github.com/Data-Simply/pyretailscience/pull/9

**Full Changelog**: https://github.com/Data-Simply/pyretailscience/compare/0.1.1...0.1.2