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1.1.3

* [513:](https://github.com/pysal/spaghetti/pull/513) Bump actions/setup-python from v2.1.1 to v2.1.2
* [512:](https://github.com/pysal/spaghetti/pull/512) Bump actions/checkout from v2.3.1 to v2.3.2


<a name="mgwr"></a>
mgwr
* [86:](https://github.com/pysal/mgwr/pull/86) version bump
* [83:](https://github.com/pysal/mgwr/pull/83) check_constant change
* [85:](https://github.com/pysal/mgwr/issues/85) model.predict => AttributeError: 'list' object has no attribute 'shape'


<a name="spglm"></a>
spglm
* [30:](https://github.com/pysal/spglm/pull/30) update log
* [29:](https://github.com/pysal/spglm/pull/29) version bump
* [28:](https://github.com/pysal/spglm/pull/28) fix check_constant returns


<a name="spint"></a>
spint
* [26:](https://github.com/pysal/spint/pull/26) version/log bump
* [25:](https://github.com/pysal/spint/pull/25) update travis


<a name="spreg"></a>
spreg
* [54:](https://github.com/pysal/spreg/issues/54) Docs To Do
* [63:](https://github.com/pysal/spreg/issues/63) Missing classes in API docs
* [64:](https://github.com/pysal/spreg/pull/64) notebook and API docs cleanup
* [60:](https://github.com/pysal/spreg/pull/60) Add tutorials to docs
* [56:](https://github.com/pysal/spreg/issues/56) Travis --> GHA
* [55:](https://github.com/pysal/spreg/pull/55) CI with GitHub Actions
* [53:](https://github.com/pysal/spreg/pull/53) Migrate from RTD to GH-pages for automated doc builds and hosting
* [52:](https://github.com/pysal/spreg/pull/52) update env variable syntax
* [47:](https://github.com/pysal/spreg/issues/47) Spatial dependence diagnostics returns nan
* [46:](https://github.com/pysal/spreg/issues/46) Random Effects for Spatial Panels
* [50:](https://github.com/pysal/spreg/pull/50) Random Effects Panel
* [38:](https://github.com/pysal/spreg/pull/38) Add GM_Lag_example notebook
* [44:](https://github.com/pysal/spreg/issues/44) Fixed Effects Panel - Spatial Error model
* [45:](https://github.com/pysal/spreg/pull/45) Fixed Effects Panel - Spatial Error
* [49:](https://github.com/pysal/spreg/issues/49) Not being able to release to PyPI using release_and_publish.yml
* [48:](https://github.com/pysal/spreg/pull/48) fix doctest of check_constant


<a name="spvcm"></a>
spvcm


<a name="tobler"></a>
tobler
* [129:](https://github.com/pysal/tobler/pull/129) bump version
* [128:](https://github.com/pysal/tobler/issues/128) badges out of date
* [127:](https://github.com/pysal/tobler/pull/127) update docs
* [94:](https://github.com/pysal/tobler/issues/94) remove accidental notebook commit
* [121:](https://github.com/pysal/tobler/issues/121) h3fy example/dep
* [126:](https://github.com/pysal/tobler/pull/126) more efficient unary_union in h3fy
* [124:](https://github.com/pysal/tobler/pull/124) hexify multipolygons
* [125:](https://github.com/pysal/tobler/issues/125) h3fy function fails if input contains multipolygons
* [123:](https://github.com/pysal/tobler/pull/123) BUG: fix parallel binning
* [122:](https://github.com/pysal/tobler/issues/122) Untitled notebook
* [104:](https://github.com/pysal/tobler/issues/104) `numba`/parallel implementation of `_area_tables_binning`
* [112:](https://github.com/pysal/tobler/pull/112) [WIP] `STRTree` parallel implementation
* [119:](https://github.com/pysal/tobler/pull/119) ENH: add area_join for join based on the largest intersection
* [101:](https://github.com/pysal/tobler/issues/101) Pick attribute based on largest intersection
* [120:](https://github.com/pysal/tobler/pull/120) add missing deps for example notebooks.
* [117:](https://github.com/pysal/tobler/pull/117) maintenance/admin for setup/README/etc.
* [111:](https://github.com/pysal/tobler/pull/111) add hexify function
* [116:](https://github.com/pysal/tobler/pull/116) Update & enhance syntax/options in GitHub Actions
* [115:](https://github.com/pysal/tobler/pull/115) move dasymetric test back into test folder
* [114:](https://github.com/pysal/tobler/pull/114) GHA for docs
* [113:](https://github.com/pysal/tobler/pull/113) add h3fy to docs
* [110:](https://github.com/pysal/tobler/pull/110) REF: use STRtree.query_bulk in _area_tables_binning
* [109:](https://github.com/pysal/tobler/pull/109) fix path in release workflow
* [108:](https://github.com/pysal/tobler/pull/108) increment version
* [107:](https://github.com/pysal/tobler/pull/107) increment version number
* [106:](https://github.com/pysal/tobler/pull/106) update gitcount notebook
* [105:](https://github.com/pysal/tobler/pull/105) prepare 0.5.0 release
* [103:](https://github.com/pysal/tobler/pull/103) dont hardcode geometry name
* [102:](https://github.com/pysal/tobler/issues/102) BUG: area_interpolate fails in geometry column not named "geometry"
* [98:](https://github.com/pysal/tobler/pull/98) update setup-miniconda
* [99:](https://github.com/pysal/tobler/pull/99) Refactor test suite to be more modular for quicker development
* [11:](https://github.com/pysal/tobler/issues/11) enhance readme
* [27:](https://github.com/pysal/tobler/issues/27) Assume Poisson in the XGBoost approach
* [82:](https://github.com/pysal/tobler/issues/82) Reorganize repository
* [83:](https://github.com/pysal/tobler/issues/83) Add a tutorial to the documentation site
* [92:](https://github.com/pysal/tobler/issues/92) area interpolation question
* [91:](https://github.com/pysal/tobler/pull/91) don try to init a df if columns are missing
* [89:](https://github.com/pysal/tobler/pull/89) bumping release version and disambiguation of names
* [90:](https://github.com/pysal/tobler/pull/90) deps to run notebooks added to requirements_docs.txt
* [88:](https://github.com/pysal/tobler/pull/88) fix docs
* [87:](https://github.com/pysal/tobler/pull/87) Tutorial
* [86:](https://github.com/pysal/tobler/pull/86) reorg notebooks
* [85:](https://github.com/pysal/tobler/pull/85) BUG: have to reset_index on geometry after interpolation
* [70:](https://github.com/pysal/tobler/pull/70) Faster raster
* [81:](https://github.com/pysal/tobler/pull/81) DOC: Update notebooks for api change
* [72:](https://github.com/pysal/tobler/issues/72) jupyter example
* [69:](https://github.com/pysal/tobler/issues/69) add tests for intensive, extensive, and both
* [68:](https://github.com/pysal/tobler/issues/68) Problem running area_interpolate with both intensive and extensive vars
* [6:](https://github.com/pysal/tobler/issues/6) Consider usage of data.store_rasters() for examples
* [80:](https://github.com/pysal/tobler/pull/80) fix concatenation issue and copy inputs


<a name="mapclassify"></a>
mapclassify
* [103:](https://github.com/pysal/mapclassify/pull/103) 2.4.2 prep
* [102:](https://github.com/pysal/mapclassify/pull/102) Update change log and version
* [104:](https://github.com/pysal/mapclassify/pull/104) REGR: invariant array fix
* [99:](https://github.com/pysal/mapclassify/pull/99) BUG: support series in sampled classifiers
* [98:](https://github.com/pysal/mapclassify/issues/98) BUG: FisherJenksSampled returns ValueError if Series is passed as y
* [101:](https://github.com/pysal/mapclassify/pull/101) REGR: fix invariant array regression
* [100:](https://github.com/pysal/mapclassify/issues/100) REGR: UserDefined classifier returns ValueError("Minimum and maximum of input data are equal, cannot create bins.")
* [91:](https://github.com/pysal/mapclassify/issues/91) [DOC] add example nb for new classify API
* [97:](https://github.com/pysal/mapclassify/pull/97) 2.4.0 Release
* [96:](https://github.com/pysal/mapclassify/pull/96) Remove timeout on tests.
* [92:](https://github.com/pysal/mapclassify/issues/92) BUG: HeadTailBreaks RecursionError due to floating point issue
* [95:](https://github.com/pysal/mapclassify/pull/95) Handle recursion error for head tails.
* [72:](https://github.com/pysal/mapclassify/issues/72) Add streamlined API
* [90:](https://github.com/pysal/mapclassify/pull/90) [API] add high-level API `mapclassify.classify()`
* [89:](https://github.com/pysal/mapclassify/pull/89) BUG: Fix mapclassify #88
* [94:](https://github.com/pysal/mapclassify/pull/94) exclude Python 3.6 for Windows
* [93:](https://github.com/pysal/mapclassify/pull/93) CI: update conda action
* [88:](https://github.com/pysal/mapclassify/issues/88) EqualInterval unclear error when `max_y - min_y = 0`
* [87:](https://github.com/pysal/mapclassify/pull/87) BUG: fix unordered series in greedy
* [86:](https://github.com/pysal/mapclassify/issues/86) BUG: greedy(strategy='balanced') does not return correct labels


<a name="splot"></a>
splot


<a name="spopt"></a>
spopt
* [138:](https://github.com/pysal/spopt/issues/138) fresh cut release?
* [139:](https://github.com/pysal/spopt/pull/139) bump version 0.1.0 -> 0.1.1
* [135:](https://github.com/pysal/spopt/issues/135) High level description of spopt needed for meta release change log
* [137:](https://github.com/pysal/spopt/pull/137) Fixing import structure
* [118:](https://github.com/pysal/spopt/issues/118) availability on conda-forge
* [134:](https://github.com/pysal/spopt/issues/134) spopt is now on conda-forge
* [136:](https://github.com/pysal/spopt/pull/136) bump v0.1.0
* [69:](https://github.com/pysal/spopt/issues/69) Installing for Google Collab
* [119:](https://github.com/pysal/spopt/issues/119) manual release on PYPI
* [132:](https://github.com/pysal/spopt/issues/132) pulp omitted from requirements
* [133:](https://github.com/pysal/spopt/pull/133) pulp to reqs
* [128:](https://github.com/pysal/spopt/issues/128) spopt sub-sub modules not included on PyPI?
* [131:](https://github.com/pysal/spopt/pull/131) Include all packages.
* [129:](https://github.com/pysal/spopt/pull/129) add __token__ user to pypi step
* [126:](https://github.com/pysal/spopt/issues/126) revert to old pysal-styles.ccs
* [127:](https://github.com/pysal/spopt/pull/127) Revert pysal-styles.ccs, etc.
* [125:](https://github.com/pysal/spopt/pull/125) Narrative for notebook and handling a single attribute.
* [124:](https://github.com/pysal/spopt/pull/124) update docs & README
* [115:](https://github.com/pysal/spopt/issues/115) Add Zenodo DOI
* [116:](https://github.com/pysal/spopt/issues/116) pre-releases for workflow testing, etc.
* [123:](https://github.com/pysal/spopt/pull/123) Add Zenodo DOI and citation
* [122:](https://github.com/pysal/spopt/pull/122) update changelog notebook
* [121:](https://github.com/pysal/spopt/issues/121) fix changelog notebook
* [120:](https://github.com/pysal/spopt/pull/120) bump version to v0.0.2
* [117:](https://github.com/pysal/spopt/pull/117) bump initial version down to 0.0.1
* [113:](https://github.com/pysal/spopt/issues/113) extra reqs for binder environment + binder badge
* [114:](https://github.com/pysal/spopt/pull/114) Update notebook env
* [111:](https://github.com/pysal/spopt/pull/111) Polish up and minor docs/reqs fixes
* [110:](https://github.com/pysal/spopt/issues/110) various tasks for package admin/cleanup
* [109:](https://github.com/pysal/spopt/pull/109) Update sphinxcontrib-bibtex requirement from <2.0.0 to <3.0.0
* [107:](https://github.com/pysal/spopt/issues/107) update formatting on Installation
* [108:](https://github.com/pysal/spopt/pull/108) Update installation.rst
* [106:](https://github.com/pysal/spopt/issues/106) corrections for README
* [102:](https://github.com/pysal/spopt/issues/102) README is incomplete
* [105:](https://github.com/pysal/spopt/pull/105) change python version in installation.rst
* [104:](https://github.com/pysal/spopt/pull/104) add docs badge to README.md
* [103:](https://github.com/pysal/spopt/pull/103) yml-->yaml
* [99:](https://github.com/pysal/spopt/pull/99) updated docs handling
* [51:](https://github.com/pysal/spopt/issues/51) Funding information in README.md
* [56:](https://github.com/pysal/spopt/issues/56) adding Support info.
* [98:](https://github.com/pysal/spopt/pull/98) Adding support information.
* [100:](https://github.com/pysal/spopt/pull/100) add images for funding
* [97:](https://github.com/pysal/spopt/pull/97) remove ortools
* [39:](https://github.com/pysal/spopt/issues/39) Implementation
* [33:](https://github.com/pysal/spopt/issues/33) inventory models for consideration
* [37:](https://github.com/pysal/spopt/issues/37) identify models for implementation in region
* [40:](https://github.com/pysal/spopt/issues/40) Release Polishing
* [54:](https://github.com/pysal/spopt/issues/54) consider moving spenc to spopt
* [73:](https://github.com/pysal/spopt/pull/73) attempt 3.9 testing
* [95:](https://github.com/pysal/spopt/pull/95) update for 39
* [96:](https://github.com/pysal/spopt/issues/96) Why was `ci/` changed to `.ci/`?
* [89:](https://github.com/pysal/spopt/issues/89) replace deleted logos
* [90:](https://github.com/pysal/spopt/pull/90) Add back images that were deleted
* [92:](https://github.com/pysal/spopt/pull/92) revise pictures
* [94:](https://github.com/pysal/spopt/pull/94) handle deprecation of discretize in skl.
* [93:](https://github.com/pysal/spopt/pull/93) Add spenc as a lib rather than using via an import
* [91:](https://github.com/pysal/spopt/pull/91) Environment for development.
* [64:](https://github.com/pysal/spopt/pull/64) change < to ==
* [66:](https://github.com/pysal/spopt/pull/66) add ward and test_ward
* [83:](https://github.com/pysal/spopt/pull/83) update .rst files
* [88:](https://github.com/pysal/spopt/pull/88) add description of models
* [86:](https://github.com/pysal/spopt/pull/86) update docs and docscr
* [87:](https://github.com/pysal/spopt/pull/87) Update GitHub Actions
* [76:](https://github.com/pysal/spopt/issues/76) Python error (Ubuntu): Segmentation fault (core dumped)
* [85:](https://github.com/pysal/spopt/pull/85) update methods and notebooks
* [75:](https://github.com/pysal/spopt/pull/75) add azp into spopt
* [84:](https://github.com/pysal/spopt/pull/84) Exclude failing 3.8 on ubuntu due to seg falt.
* [79:](https://github.com/pysal/spopt/issues/79) An issue about "module 'spopt' has no attribute 'version'"
* [81:](https://github.com/pysal/spopt/issues/81) migrate spenc code
* [80:](https://github.com/pysal/spopt/issues/80) add spenc to requirements.txt
* [68:](https://github.com/pysal/spopt/issues/68) rename master branch to main branch
* [74:](https://github.com/pysal/spopt/pull/74) Updating links from `master` branch to `main` branch
* [60:](https://github.com/pysal/spopt/issues/60) Issue with PuLP for Python 3.8 on conda-forge
* [72:](https://github.com/pysal/spopt/issues/72) Request inclusion for GitHub Discussions.
* [71:](https://github.com/pysal/spopt/pull/71) attempt 3.9 testing
* [70:](https://github.com/pysal/spopt/issues/70) Issues caused by GitHub Actions: Deprecating set-env and add-path commands
* [67:](https://github.com/pysal/spopt/pull/67) add spenc and test_spenc
* [65:](https://github.com/pysal/spopt/pull/65) skater
* [62:](https://github.com/pysal/spopt/pull/62) removing python-mip language from REAMDE
* [63:](https://github.com/pysal/spopt/issues/63) an error with the maxp code
* [59:](https://github.com/pysal/spopt/pull/59) adding .github/dependabot.yml
* [58:](https://github.com/pysal/spopt/pull/58) Setup correction
* [55:](https://github.com/pysal/spopt/pull/55) Updating README.md & adding CONTRIBUTING.md


<a name="pysal"></a>
pysal
* [1217:](https://github.com/pysal/pysal/pull/1217) add spopt description in changelog
* [1215:](https://github.com/pysal/pysal/pull/1215) 2.4.0rc2
* [1214:](https://github.com/pysal/pysal/pull/1214) 2.4.0rc2
* [1211:](https://github.com/pysal/pysal/issues/1211) AttributeError: module 'pysal' has no attribute 'common'
* [1213:](https://github.com/pysal/pysal/pull/1213) Update changelog instructions
* [1212:](https://github.com/pysal/pysal/pull/1212) 2.4.0rc1
* [1169:](https://github.com/pysal/pysal/issues/1169) Import problem in Google Colab
* [1137:](https://github.com/pysal/pysal/issues/1137) conda install does not install plus requirements
* [1139:](https://github.com/pysal/pysal/issues/1139) Raise warnings on use, not import
* [1133:](https://github.com/pysal/pysal/issues/1133) AttributeError: module 'pysal' has no attribute 'open' -- Python3 on Fedora
* [1092:](https://github.com/pysal/pysal/issues/1092) integrate/incorporate geodacenter/spatial_access
* [1179:](https://github.com/pysal/pysal/issues/1179) Migrate CI to GHA and pytest
* [1186:](https://github.com/pysal/pysal/issues/1186) draft rc1 release notes
* [1154:](https://github.com/pysal/pysal/issues/1154) multiplatform testing
* [1208:](https://github.com/pysal/pysal/issues/1208) spopt now on conda-forge
* [1209:](https://github.com/pysal/pysal/pull/1209) Update changelog building and grab spopt from conda-forge not pip
* [1210:](https://github.com/pysal/pysal/issues/1210) wrong link to access in v2.3.0 Release Notes
* [1207:](https://github.com/pysal/pysal/pull/1207) removing codecov action & streamlining CI
* [1205:](https://github.com/pysal/pysal/issues/1205) remove codecov
* [1206:](https://github.com/pysal/pysal/pull/1206) Update README for spopt and new project homepage
* [1202:](https://github.com/pysal/pysal/issues/1202) Update tooling to handle `master` or `main` branches in ecosystem
* [1204:](https://github.com/pysal/pysal/pull/1204) 2.4.0
* [1203:](https://github.com/pysal/pysal/pull/1203) updating urllib3 to 1.26 minimum
* [1201:](https://github.com/pysal/pysal/issues/1201) Python 3.7 pip install has an error
* [1200:](https://github.com/pysal/pysal/issues/1200) ModuleNotFoundError: No module named 'pysal.model.mgwr.gwr'
* [1185:](https://github.com/pysal/pysal/issues/1185) dependency conflicts on 3.8
* [1060:](https://github.com/pysal/pysal/pull/1060) Handling coincident points
* [678:](https://github.com/pysal/pysal/pull/678) W stitch
* [1146:](https://github.com/pysal/pysal/pull/1146) Improved documentation...
* [1196:](https://github.com/pysal/pysal/issues/1196) GM_Lag
* [1195:](https://github.com/pysal/pysal/issues/1195) splot [seaborn failure](https://gitter.im/pysal/pysal?at=5efee884d65a3b0292c5e72b)
* [1193:](https://github.com/pysal/pysal/issues/1193) Image missing from readme on pypi
* [1194:](https://github.com/pysal/pysal/pull/1194) updating image link in README.md
* [1192:](https://github.com/pysal/pysal/pull/1192) DOCS: 2.3.0
* [1191:](https://github.com/pysal/pysal/pull/1191) 2.3.0
* [1189:](https://github.com/pysal/pysal/pull/1189) Subpackages

<a name="contributors"></a>
Contributors

Many thanks to all of the following individuals who contributed to this release:


- Andrew Annex
- Dani Arribas-Bel
- Eli Knaap
- James Gaboardi
- Jamie Saxon
- Jeffcsauer
- Jkoschinsky
- Knaaptime
- Levi John Wolf
- Martin Fleischmann
- Mragank Shekhar
- Omar
- Pabloestradac
- Pedro Amaral
- Rwei5
- Serge Rey
- Stefanie Lumnitz
- Taylor Oshan
- Vidal Anguiano Jr
- Wei Kang
- Xin Feng
- Ziqi Li

1.1.0

* pysal/core/FileIO.py, pysal/core/IOHandlers/pyDbfIO.py: Added missing value support to FileIO. Warnings will be issued when missing values are found and the value will be set to pysal.MISSINGVALUE, currently None, but the user can change it as needed.

* pysal/spreg/: Added Spatial Regression module, spreg, and tests. Added non-spatial diagnostic tests for OLS regression.

* pysal/core/IOHandlers/gwt.py: Fixing bottle neck in gwt reader, adding support for GeoDa Style ID's and DBF id_order.

* pysal/cg/standalone.py: adding, distance_matrix, full distance matrix calculation using sparse matrices

* pysal/core/util: Moved "converters" into core.util, allows them to be used independently of FileIO.

* pysal/weights/Distance.py: Adding work around for bug in scipy spatial, see pysal issue 126

* pysal/weights/user.py: Added build_lattice_shapefile in weights.user, which writes an ncol by nrow grid to a shapefile.

* pysal/weights/Distance.py: fixed coincident point problem in knnW and made sure it returns k neighbors
* pysal/spatial_dynamics/interaction.py: Added a suite of spatio-temporal interaction tests including the Knox, Mantel, and Jacquez tests.

* pysal/weights/util.py: Added lat2SW, allows to create a sparse W matrix for a regular lattice.

* pysal/tests/tests.py: - new 1.1 integration testing scheme.

* pysal/esda/interaction.py: added standardized Mantel test and improved readability.

* pysal/spatial_dynamics/directional.py: - adding directional LISA analytics

* pysal/esda/mapclassify.py: Natural_Breaks will lower k for data with fewer than k unique values, prints warning.

* pysal/region/randomregion.py: improvements to spatially constrained random region algorithm

* pysal/esda/smoothing.py: Adding choynowski probabilities and SMR to smoothing.py

* doc/source/developers/release.txt: - updating release cycle - release management

v<1.0.0>, 2010-07-31 -- Initial release.



Changes

1.0.7

We closed a total of 10 issues (enhancements and bug fixes) through 5 pull requests, since our last release on 2019-07-22.

Issues Closed
- update travis (25)
- addressing pysal/pysal1145 (24)
- bump version for release (23)
- update log (22)
- Updates (21)

Pull Requests
- update travis (25)
- addressing pysal/pysal1145 (24)
- bump version for release (23)
- update log (22)
- Updates (21)

The following individuals contributed to this release:

- Taylor Oshan
- James Gaboardi

1.0.2

* [157:](https://github.com/pysal/spopt/pull/157) Bump conda-incubator/setup-miniconda from 2 to 2.1.1
* [155:](https://github.com/pysal/spopt/pull/155) Bump codecov/codecov-action from 1 to 1.5.0
* [154:](https://github.com/pysal/spopt/pull/154) Bump actions/cache from 2 to 2.1.5
* [152:](https://github.com/pysal/spopt/pull/152) Update docs for random region
* [147:](https://github.com/pysal/spopt/issues/147) Support for RandomRegions?
* [150:](https://github.com/pysal/spopt/issues/150) Add support for randomregions
* [151:](https://github.com/pysal/spopt/pull/151) Adding random regions
* [149:](https://github.com/pysal/spopt/pull/149) test
* [148:](https://github.com/pysal/spopt/pull/148) update region-k-means notebook
* [146:](https://github.com/pysal/spopt/pull/146) revise ward in notebooks
* [145:](https://github.com/pysal/spopt/pull/145) revised notebook for azp
* [144:](https://github.com/pysal/spopt/pull/144) Bump actions/cache from v2 to v2.1.4
* [143:](https://github.com/pysal/spopt/pull/143) update dev docs link
* [142:](https://github.com/pysal/spopt/pull/142) revise skater in notebooks
* [140:](https://github.com/pysal/spopt/issues/140) Tutorials link in readme leads to a 404 error
* [141:](https://github.com/pysal/spopt/pull/141) update tutorials link in README
* [138:](https://github.com/pysal/spopt/issues/138) fresh cut release?
* [139:](https://github.com/pysal/spopt/pull/139) bump version 0.1.0 -> 0.1.1


<a name="pysal"></a>
pysal
* [1199:](https://github.com/pysal/pysal/issues/1199) Bump access version in meta release
* [1223:](https://github.com/pysal/pysal/issues/1223) Spatial Weights issue, Points geometry not allowed
* [1220:](https://github.com/pysal/pysal/issues/1220) Could not load shared object file: llvmlite.dll
* [1218:](https://github.com/pysal/pysal/pull/1218) 2.4.0

<a name="contributors"></a>
Contributors

Many thanks to all of the following individuals who contributed to this release:


- Arfon Smith
- Dani Arribas-Bel
- Eli Knaap
- Elliott Sales De Andrade
- James Gaboardi
- Jeffcsauer
- Jkoschinsky
- Justin Pihony
- Leo Morales
- Levi John Wolf
- Martin Fleischmann
- Mgeeeek
- Pedro Amaral
- Pedro Camargo
- Serge Rey
- Stefanie Lumnitz
- Tlouf
- Xin Feng

0.1.2

* [177:](https://github.com/pysal/spopt/pull/177) update notebook links in conf
* [176:](https://github.com/pysal/spopt/pull/176) add trigger to doc_build action
* [175:](https://github.com/pysal/spopt/pull/175) update reg-k-means.ipynb
* [174:](https://github.com/pysal/spopt/pull/174) update release_and_publish.yml
* [169:](https://github.com/pysal/spopt/pull/169) Increase test cases & coverage
* [112:](https://github.com/pysal/spopt/issues/112) Improve testing suite
* [171:](https://github.com/pysal/spopt/pull/171) Classify repo as Python
* [168:](https://github.com/pysal/spopt/pull/168) maintenance for CI
* [167:](https://github.com/pysal/spopt/issues/167) Streamline CI with micromamba
* [166:](https://github.com/pysal/spopt/pull/166) Update reference DOIs and add PySAL GA reference
* [165:](https://github.com/pysal/spopt/pull/165) remove draft PDF action
* [164:](https://github.com/pysal/spopt/issues/164) remove draft_pdf action
* [163:](https://github.com/pysal/spopt/pull/163) Fixes documentation
* [162:](https://github.com/pysal/spopt/issues/162) Import clauses in documentation are wrong throughout the examples
* [161:](https://github.com/pysal/spopt/pull/161) correct paper indent & add JOSS badge
* [160:](https://github.com/pysal/spopt/pull/160) Bump actions/upload-artifact from 1 to 2.2.3
* [159:](https://github.com/pysal/spopt/pull/159) Add paper
* [158:](https://github.com/pysal/spopt/pull/158) include the paper in the git-based repository together with the software

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