dask / dask / 11350
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jcrist 
Refactor array.percentile and dataframe.quantile to use t-digest (#4677)

* Use t-digest for arrays when possible

* implement using t-digest for DataFrame quantiles when possible

* Change dataframe/io/from_bcolz to use the old percentile implementation

* Change tests to use the old DataFrame.quantile() and Array.percentile() versions to allow them to pass

* Add crick as a dependency

* Remove crick from being a mandatory requirement

* Change "use_tdigest" parameter to a more general "method"

* Update tests to work with the new "method" parameter to quantile and percentile functions

* Fix flake8 warnings.

* Add warning when attempting to use t-digest function without crick being installed

* Add crick as an optional dependency to appveyor and travis

* Add tests for array.percentile() when using 'tdigest' method

* Add some tests for DataFrame.quantile with method 'tdigest'

* Fix styling error.

* Add tests for DataFrame.quantile when method='tdigest'

* Add tests for DataFrame.describe() when using method='tdigest'

* Change array.percentile to use list parameter for crick.quantile().

* Change to use pytest.mark.parametrize when needed

* Fix doc strings in dataframe/core.

* Refactor quantile tests in test_dataframe to use pytest.mark.parametrize

* Fixups

- Make tests not require crick to run
- Fix docstring formatting
- A few other nits

17176 of 18949 relevant lines covered (90.64%)

0.91 hits per line

Jobs
ID Job ID Ran Files Coverage
3 11350.3 (PYTHON=3.6 NUMPY=1.15.1 PANDAS=0.23.4 TEST='true' LINT='true' COVERAGE='true' PARALLEL='false' XTRATESTARGS= TEST_IMPORTS='true') 0
90.64
 Travis Job 11350.3
Source Files on build 11350
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