release hyppo 0.2.2 (#236)

* fix inccorect p-value in unit tests

* fix MGC unit tests

* update version to 0.2.2

Author: sampan501

docs/news.rst

@@ -5,6 +5,44 @@ Changelog
 
 *Note: People with a "+" by their names contributed a patch for the first time.*
 
+v0.2.2
+------
+| **Release date:** 7 December 2021
+| **Supports:** Python 3.6+.
+
+**New features:**
+
+* Functions now can be reproducible using a `random_state` parameter
+* Add warning for redundant rows when running :class:`hyppo.independence.MGC`
+* Tests now also retun a ``namedtuple``
+
+**Bug Fixes:**
+
+* Change from L1 to L2 distance for the median heuristic
+* Make median heuristic default for RBF and Gaussian kernels
+
+**Documentation:**
+
+* Update license in ``setup.py``
+* Change reference style and store reference in a ``refs.bib`` file
+* Updated papers in documentation from preprint to published versions
+* Rename badges in README
+
+**Maintenance:**
+
+* Added support for Python 3.9
+* Update pytest orbs version
+* Make repository citeable with the new GitHub feature
+
+**Authors:**
+
++ sampan501
++ kareef928 +
++ rflperry
++ Verathagnus +
++ PSSF23 +
++ hadasarik +
+
 v0.2.1
 ------
 | **Release date:** 25 February 2021

hyppo/__init__.py

@@ -4,4 +4,4 @@
 import hyppo.time_series
 import hyppo.tools
 
-__version__ = "0.2.1"
+__version__ = "0.2.2"

hyppo/independence/tests/test_mgc.py

@@ -38,7 +38,7 @@ def test_oned(self, sim, obs_stat, obs_pvalue):
         "sim, obs_stat, obs_pvalue",
         [
             (linear, 0.463, 1 / 1000),  # test linear simulation
-            (spiral, 0.091, 0.003),  # test spiral simulation
+            (spiral, 0.091, 0.01),  # test spiral simulation
         ],
     )
     def test_fived(self, sim, obs_stat, obs_pvalue):