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RELEASE: Setup for Release 0.5.0 (#578)
* update version to 0.5.0 * Add README
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Diff for: README.md

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## Major Changes
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For a complete list of changes please refer to the [CHANGELOG.md](CHANGELOG.md)
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### Ver 0.5.0 (19-April-2021)
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**Breaking Changes:**
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1. ENH: Extend `LinearStateSpace` class [\#569](https://github.com/QuantEcon/QuantEcon.py/pull/569) ([shizejin](https://github.com/shizejin))
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**Other Changes:**
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- FIX: [kalman] Always initialize self.Sigma and self.x\_hat [\#562](https://github.com/QuantEcon/QuantEcon.py/pull/562) ([rht](https://github.com/rht))
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- TST: Setup Tests via Github Actions [\#561](https://github.com/QuantEcon/QuantEcon.py/pull/561) ([rht](https://github.com/rht))
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- ENH: Update root\_finding.py [\#560](https://github.com/QuantEcon/QuantEcon.py/pull/560) ([alanlujan91](https://github.com/alanlujan91))
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Special thanks for contributions by [rht](https://github.com/rht), [shizejin](https://github.com/shizejin), [alanlujan91](https://github.com/alanlujan91), and [oyamad](https://github.com/oyamad)
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### Ver 0.4.8 (02-July-2020)
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- FIX: rank-size test by inc. sample size [\#556](https://github.com/QuantEcon/QuantEcon.py/pull/556) ([bktaha](https://github.com/bktaha))
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- REF and TEST: rank\_size in inequality.py [\#551](https://github.com/QuantEcon/QuantEcon.py/pull/551) ([bktaha](https://github.com/bktaha))
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- FIX: ValueError `LQMarkov` convergence failed, Closes \#508 [\#550](https://github.com/QuantEcon/QuantEcon.py/pull/550) ([bktaha](https://github.com/bktaha))
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- rank\_size\_plot\_typo [\#545](https://github.com/QuantEcon/QuantEcon.py/pull/545) ([shlff](https://github.com/shlff))
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- Fix variables never used lgtm warnings in dle.py. [\#542](https://github.com/QuantEcon/QuantEcon.py/pull/542) ([duncanhobbs](https://github.com/duncanhobbs))
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- Fix lgtm warnings in quadsums.py. [\#541](https://github.com/QuantEcon/QuantEcon.py/pull/541) ([duncanhobbs](https://github.com/duncanhobbs))
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- Fix lgtm warning for arma.py. [\#540](https://github.com/QuantEcon/QuantEcon.py/pull/540) ([duncanhobbs](https://github.com/duncanhobbs))
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Special thanks for contributions by [bktaha](https://github.com/bktaha), [duncanhobbs](https://github.com/duncanhobbs), and [shlff](https://github.com/shlff).
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### Ver 0.4.7 (24-Apr-2020)
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1. FIX: Updates for Numba 0.49.0 [\#531](https://github.com/QuantEcon/QuantEcon.py/pull/531) ([oyamad](https://github.com/oyamad))

Diff for: quantecon/version.py

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"""
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This is a VERSION file and should NOT be manually altered
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"""
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version = '0.4.8'
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version = '0.5.0'

Diff for: setup.py

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#-Write Versions File-#
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VERSION = '0.4.8'
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VERSION = '0.5.0'
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def write_version_py(filename=None):
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"""

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