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bashtage/arch: Release 4.12

Kevin Sheppard; Stanislav Khrapov; Gábor Lipták; mikedeltalima; Rob Capellini; esvhd; Hugle; Matt Judell; JPN; Xavier RENE-CORAIL; Michael E. Rose; M. Rabba; jbrockmendel

  • Added typing support to all classes, functions, and methods.
  • Fixed an issue that caused tests to fail on SciPy 1.4+.
  • Dropped support for Python 3.5 inline with NEP 29.
  • Added methods to compute moment and lower partial moments for standardized residuals. See, for example, SkewStudent.moment and SkewStudent.partial_moment.
  • Fixed a bug that produced an OverflowError when a time series has no variance.

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