Expan

`127 <https://github.com/zalando/expan/pull/127>`__
(`mkolarek <https://github.com/mkolarek>`__)
- OCTO-1804: Optimize the loading of .stan model in expan.
`126 <https://github.com/zalando/expan/pull/126>`__
(`daryadedik <https://github.com/daryadedik>`__)
- Test travis python version
`125 <https://github.com/zalando/expan/pull/125>`__
(`shansfolder <https://github.com/shansfolder>`__)
- OCTO-1619 Cleanup ExpAn code
`124 <https://github.com/zalando/expan/pull/124>`__
(`shansfolder <https://github.com/shansfolder>`__)
- OCTO-1748: Make number of iterations as a method argument in
\_bayes\_sampling
`123 <https://github.com/zalando/expan/pull/123>`__
(`daryadedik <https://github.com/daryadedik>`__)
- OCTO-1615 Use Python builtin logging instead of our own debugging.py
`122 <https://github.com/zalando/expan/pull/122>`__
(`shansfolder <https://github.com/shansfolder>`__)
- OCTO-1711 Support weighted KPIs in early stopping
`121 <https://github.com/zalando/expan/pull/121>`__
(`shansfolder <https://github.com/shansfolder>`__)
- Fixed a few bugs `120 <https://github.com/zalando/expan/pull/120>`__
(`shansfolder <https://github.com/shansfolder>`__)
- OCTO-1614 cleanup module structure
`115 <https://github.com/zalando/expan/pull/115>`__
(`shansfolder <https://github.com/shansfolder>`__)
- OCTO-1677 : fix missing .stan files
`113 <https://github.com/zalando/expan/pull/113>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- Bump version 0.5.1 -> 0.5.2
`112 <https://github.com/zalando/expan/pull/112>`__
(`mkolarek <https://github.com/mkolarek>`__)

----------------------------------------------------------------------

`Full
Changelog <https://github.com/zalando/expan/compare/v0.5.1...v0.5.2>`__

**Implemented enhancements:**

- OCTO-1502: cleanup of call chains
`110 <https://github.com/zalando/expan/pull/110>`__
(`gbordyugov <https://github.com/gbordyugov>`__)

**Merged pull requests:**

- OCTO-1502 support \*\*kwargs for four delta functions
`111 <https://github.com/zalando/expan/pull/111>`__
(`shansfolder <https://github.com/shansfolder>`__)
- new version 0.5.1
`107 <https://github.com/zalando/expan/pull/107>`__
(`mkolarek <https://github.com/mkolarek>`__)

----------------------------------------------------------------------

`Full
Changelog <https://github.com/zalando/expan/compare/v0.5.0...v0.5.1>`__

**Implemented enhancements:**

- Derived KPIs are passed to Experiment.fixed\_horizon\_delta() but
never used in there
`96 <https://github.com/zalando/expan/issues/96>`__

**Merged pull requests:**

- updated CONTRIBUTING.rst with deployment flow
`106 <https://github.com/zalando/expan/pull/106>`__
(`mkolarek <https://github.com/mkolarek>`__)
- OCTO-1501: bugfix in Results.to\_json()
`105 <https://github.com/zalando/expan/pull/105>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- OCTO-1502 removed variant\_subset parameter...
`104 <https://github.com/zalando/expan/pull/104>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- OCTO-1540 cleanup handling of derived kpis
`102 <https://github.com/zalando/expan/pull/102>`__
(`shansfolder <https://github.com/shansfolder>`__)
- OCTO-1540: cleanup of derived kpi handling in Experiment.delta() and
… `97 <https://github.com/zalando/expan/pull/97>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- Small refactoring `95 <https://github.com/zalando/expan/pull/95>`__
(`shansfolder <https://github.com/shansfolder>`__)
- Merge dev to master for v0.5.0
`94 <https://github.com/zalando/expan/pull/94>`__
(`mkolarek <https://github.com/mkolarek>`__)

----------------------------------------------------------------------

`Full
Changelog <https://github.com/zalando/expan/compare/v0.4.5...v0.5.0>`__

**Implemented enhancements:**

- Bad code duplication in experiment.py
`81 <https://github.com/zalando/expan/issues/81>`__
- pip == 8.1.0 requirement
`76 <https://github.com/zalando/expan/issues/76>`__

**Fixed bugs:**

- Experiment.sga() assumes features and KPIs are merged in self.metrics
`87 <https://github.com/zalando/expan/issues/87>`__
- pctile can be undefined in ``Results.to\_json\(\)``
`78 <https://github.com/zalando/expan/issues/78>`__

**Closed issues:**

- Results.to\_json() => TypeError: Object of type 'UserWarning' is not
JSON serializable
`77 <https://github.com/zalando/expan/issues/77>`__
- Rethink Results structure
`66 <https://github.com/zalando/expan/issues/66>`__

**Merged pull requests:**

- new dataframe tree traverser in to\_json()
`92 <https://github.com/zalando/expan/pull/92>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- updated requirements.txt to have 'greater than' dependencies instead
… `89 <https://github.com/zalando/expan/pull/89>`__
(`mkolarek <https://github.com/mkolarek>`__)
- pip version requirement
`88 <https://github.com/zalando/expan/pull/88>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- Test `86 <https://github.com/zalando/expan/pull/86>`__
(`s4826 <https://github.com/s4826>`__)
- merging in categorical binning
`84 <https://github.com/zalando/expan/pull/84>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- Add documentation of the weighting logic
`83 <https://github.com/zalando/expan/pull/83>`__
(`jbao <https://github.com/jbao>`__)
- Early stopping `80 <https://github.com/zalando/expan/pull/80>`__
(`jbao <https://github.com/jbao>`__)
- a couple of minor cleanups
`79 <https://github.com/zalando/expan/pull/79>`__
(`gbordyugov <https://github.com/gbordyugov>`__)
- Merge to\_json() changes
`75 <https://github.com/zalando/expan/pull/75>`__
(`mkolarek <https://github.com/mkolarek>`__)
- Feature/early stopping
`73 <https://github.com/zalando/expan/pull/73>`__
(`jbao <https://github.com/jbao>`__)

----------------------------------------------------------------------

`Full
Changelog <https://github.com/zalando/expan/compare/v0.4.4...v0.4.5>`__

**Fixed bugs:**

- Numbers cannot appear in variable names for derived metrics
`58 <https://github.com/zalando/expan/issues/58>`__

**Merged pull requests:**

- Feature/results and to json refactor
`74 <https://github.com/zalando/expan/pull/74>`__
(`mkolarek <https://github.com/mkolarek>`__)
- Merge to\_json() and prob\_uplift\_over\_zero changes
`72 <https://github.com/zalando/expan/pull/72>`__
(`mkolarek <https://github.com/mkolarek>`__)
- regex fix, see https://github.com/zalando/expan/issues/58
`70 <https://github.com/zalando/expan/pull/70>`__
(`gbordyugov <https://github.com/gbordyugov>`__)

----------------------------------------------------------------------

`Full
Changelog <https://github.com/zalando/expan/compare/v0.4.3...v0.4.4>`__

**Implemented enhancements:**

- Add argument assume\_normal and treatment\_cost to
calculate\_prob\_uplift\_over\_zero() and
prob\_uplift\_over\_zero\_single\_metric()
`26 <https://github.com/zalando/expan/issues/26>`__
- host intro slides (from the ipython notebook) somewhere for public
viewing `10 <https://github.com/zalando/expan/issues/10>`__

**Closed issues:**

- migrate issues from github enterprise
`20 <https://github.com/zalando/expan/issues/20>`__

**Merged pull requests:**

- Feature/results and to json refactor
`71 <https://github.com/zalando/expan/pull/71>`__
(`mkolarek <https://github.com/mkolarek>`__)
- new to\_json() functionality and improved vim support
`67 <https://github.com/zalando/expan/pull/67>`__
(`mkolarek <https://github.com/mkolarek>`__)