diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000..8e75bca
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,261 @@
+### Changelog
+
+All notable changes to this project will be documented in this file. Dates are displayed in UTC.
+
+Generated by [`auto-changelog`](https://github.com/CookPete/auto-changelog).
+
+#### [v0.2.4](https://github.com/barahona-research-group/PyGenStability/compare/v1.9...v0.2.4)
+
+- Feat: data clustering workflow [`#94`](https://github.com/barahona-research-group/PyGenStability/pull/94)
+- Update README.md [`#93`](https://github.com/barahona-research-group/PyGenStability/pull/93)
+- Feat: Update installation in readme [`#92`](https://github.com/barahona-research-group/PyGenStability/pull/92)
+- Fix: Remove weird characters and fix no louvain [`#91`](https://github.com/barahona-research-group/PyGenStability/pull/91)
+- Feat: Make some deps optional [`#90`](https://github.com/barahona-research-group/PyGenStability/pull/90)
+- Fix: Make dtypes consistent at float64 [`#89`](https://github.com/barahona-research-group/PyGenStability/pull/89)
+- Small improvements [`#85`](https://github.com/barahona-research-group/PyGenStability/pull/85)
+- Update README.md [`#84`](https://github.com/barahona-research-group/PyGenStability/pull/84)
+- Add matrix plot [`#83`](https://github.com/barahona-research-group/PyGenStability/pull/83)
+- Try to fix instabilities [`#82`](https://github.com/barahona-research-group/PyGenStability/pull/82)
+- Add ref to arxiv paper [`#80`](https://github.com/barahona-research-group/PyGenStability/pull/80)
+- Add readme in long_description [`#79`](https://github.com/barahona-research-group/PyGenStability/pull/79)
+- Fixed indices in formula [`#78`](https://github.com/barahona-research-group/PyGenStability/pull/78)
+- fixed doc for linearized constructor [`#77`](https://github.com/barahona-research-group/PyGenStability/pull/77)
+- Signed combinatorial constructor [`#75`](https://github.com/barahona-research-group/PyGenStability/pull/75)
+- Update benchmark and better numpy multi-threading handling [`#76`](https://github.com/barahona-research-group/PyGenStability/pull/76)
+- Update cli [`#74`](https://github.com/barahona-research-group/PyGenStability/pull/74)
+- Improve doc [`#73`](https://github.com/barahona-research-group/PyGenStability/pull/73)
+- Improve doc [`#72`](https://github.com/barahona-research-group/PyGenStability/pull/72)
+- Improve doc [`#71`](https://github.com/barahona-research-group/PyGenStability/pull/71)
+- Implementation of linearized_directed constructor [`#70`](https://github.com/barahona-research-group/PyGenStability/pull/70)
+- Compute matrix exponential via spectral decomposition [`#68`](https://github.com/barahona-research-group/PyGenStability/pull/68)
+- Improve documentation [`#67`](https://github.com/barahona-research-group/PyGenStability/pull/67)
+- Improve examples [`#65`](https://github.com/barahona-research-group/PyGenStability/pull/65)
+- Fix CI [`#64`](https://github.com/barahona-research-group/PyGenStability/pull/64)
+- Add more examples [`#60`](https://github.com/barahona-research-group/PyGenStability/pull/60)
+- New scale selection algorithm [`#63`](https://github.com/barahona-research-group/PyGenStability/pull/63)
+- Add leiden solver [`#43`](https://github.com/barahona-research-group/PyGenStability/pull/43)
+- Add example notebooks to doc [`#61`](https://github.com/barahona-research-group/PyGenStability/pull/61)
+- Increase coverage to 100 [`#59`](https://github.com/barahona-research-group/PyGenStability/pull/59)
+- Improve doc [`#58`](https://github.com/barahona-research-group/PyGenStability/pull/58)
+- Update documentation [`#57`](https://github.com/barahona-research-group/PyGenStability/pull/57)
+- Improve scale selection [`#52`](https://github.com/barahona-research-group/PyGenStability/pull/52)
+- Improve example [`#55`](https://github.com/barahona-research-group/PyGenStability/pull/55)
+- Add benchmarking capability [`#54`](https://github.com/barahona-research-group/PyGenStability/pull/54)
+- Improve coverage [`#53`](https://github.com/barahona-research-group/PyGenStability/pull/53)
+- Preloop for constructors [`#51`](https://github.com/barahona-research-group/PyGenStability/pull/51)
+- changed order of postprocessing and ttprime [`#49`](https://github.com/barahona-research-group/PyGenStability/pull/49)
+- fix example duplicate code [`#47`](https://github.com/barahona-research-group/PyGenStability/pull/47)
+- multiscale example [`#45`](https://github.com/barahona-research-group/PyGenStability/pull/45)
+- add codecov [`#44`](https://github.com/barahona-research-group/PyGenStability/pull/44)
+- improve ttprime [`#42`](https://github.com/barahona-research-group/PyGenStability/pull/42)
+- fix ci [`#39`](https://github.com/barahona-research-group/PyGenStability/pull/39)
+- add tests [`#38`](https://github.com/barahona-research-group/PyGenStability/pull/38)
+- Example notebooks + some cleaning [`#34`](https://github.com/barahona-research-group/PyGenStability/pull/34)
+- select scales function and plotting [`#25`](https://github.com/barahona-research-group/PyGenStability/pull/25)
+- Update notebooks and rename time to scale (#56) [`403e461`](https://github.com/barahona-research-group/PyGenStability/commit/403e461fb95ff6cdb8e5577236df4a9ecb8ac190)
+- fix [`fb77583`](https://github.com/barahona-research-group/PyGenStability/commit/fb775836eefe40cff6f478723cfa4c37ef2d2dd8)
+- clean example folder [`7f7fe47`](https://github.com/barahona-research-group/PyGenStability/commit/7f7fe47e5a04ebc0e26263a3c35df8e20f144c7c)
+
+#### [v1.9](https://github.com/barahona-research-group/PyGenStability/compare/v1.8...v1.9)
+
+> 15 February 2021
+
+- bump version [`e41e2ed`](https://github.com/barahona-research-group/PyGenStability/commit/e41e2ed157d691b3db8e0a7db7166836f36f75d9)
+
+#### [v1.8](https://github.com/barahona-research-group/PyGenStability/compare/v1.7...v1.8)
+
+> 15 February 2021
+
+- small corrections [`#32`](https://github.com/barahona-research-group/PyGenStability/pull/32)
+- docstring update [`cebf105`](https://github.com/barahona-research-group/PyGenStability/commit/cebf105ce79ed6b753128ac3de8b24b39463ed9d)
+- example cleanup [`5cc3c76`](https://github.com/barahona-research-group/PyGenStability/commit/5cc3c76e8de8fa768f3696a8bc182aa70c2664d2)
+
+#### [v1.7](https://github.com/barahona-research-group/PyGenStability/compare/v1.6.5...v1.7)
+
+> 11 February 2021
+
+#### [v1.6.5](https://github.com/barahona-research-group/PyGenStability/compare/v1.6.4...v1.6.5)
+
+> 11 February 2021
+
+- Update python-publish.yml [`91032a0`](https://github.com/barahona-research-group/PyGenStability/commit/91032a04047031f6acb5c12734b429407e48feeb)
+
+#### [v1.6.4](https://github.com/barahona-research-group/PyGenStability/compare/v1.6.3...v1.6.4)
+
+> 11 February 2021
+
+- Update python-publish.yml [`8966563`](https://github.com/barahona-research-group/PyGenStability/commit/8966563cc2403881f7ff082b6ae38f6180668e82)
+
+#### [v1.6.3](https://github.com/barahona-research-group/PyGenStability/compare/v1.6.2...v1.6.3)
+
+> 11 February 2021
+
+- Update python-publish.yml [`87e1d57`](https://github.com/barahona-research-group/PyGenStability/commit/87e1d578da36cb12db69647240b869ff0d1439ba)
+
+#### [v1.6.2](https://github.com/barahona-research-group/PyGenStability/compare/v1.6.1...v1.6.2)
+
+> 11 February 2021
+
+- Update python-publish.yml [`3d51ef2`](https://github.com/barahona-research-group/PyGenStability/commit/3d51ef2fa566d48ffdf98a207856f5231b4266b6)
+
+#### [v1.6.1](https://github.com/barahona-research-group/PyGenStability/compare/v1.6...v1.6.1)
+
+> 11 February 2021
+
+- update pypi [`0e51ac5`](https://github.com/barahona-research-group/PyGenStability/commit/0e51ac59efcbe0c007f0aafa037fd79173cdb46c)
+
+#### [v1.6](https://github.com/barahona-research-group/PyGenStability/compare/v1.5...v1.6)
+
+> 11 February 2021
+
+- use class in constructors  [`#29`](https://github.com/barahona-research-group/PyGenStability/pull/29)
+- fixed quality indices [`#24`](https://github.com/barahona-research-group/PyGenStability/pull/24)
+- added licence [`294c76f`](https://github.com/barahona-research-group/PyGenStability/commit/294c76f7a4b438d13b5ab9cb9b0df474ebe4d10c)
+- constructor [`50305e7`](https://github.com/barahona-research-group/PyGenStability/commit/50305e78836a84aea9d6f9fec08114e52539bed3)
+- initial doc commit [`78dafd0`](https://github.com/barahona-research-group/PyGenStability/commit/78dafd0c73d324431d0a7a9a216d19b096659cae)
+
+#### [v1.5](https://github.com/barahona-research-group/PyGenStability/compare/v1.4...v1.5)
+
+> 30 January 2021
+
+- Update python-publish.yml [`dc5446a`](https://github.com/barahona-research-group/PyGenStability/commit/dc5446a63da5c15bf125f549a7ebaee09b8216fe)
+
+#### [v1.4](https://github.com/barahona-research-group/PyGenStability/compare/v1.3...v1.4)
+
+> 30 January 2021
+
+- Update python-publish.yml [`3601d4f`](https://github.com/barahona-research-group/PyGenStability/commit/3601d4f0fe713550e9be2622ca1289c013ba6934)
+
+#### [v1.3](https://github.com/barahona-research-group/PyGenStability/compare/v1.2...v1.3)
+
+> 30 January 2021
+
+- Update python-publish.yml [`2d00ddb`](https://github.com/barahona-research-group/PyGenStability/commit/2d00ddb46f458714724bbc03a888a06feee7ec3b)
+
+#### [v1.2](https://github.com/barahona-research-group/PyGenStability/compare/v1.1...v1.2)
+
+> 30 January 2021
+
+- Update python-publish.yml [`c6aa885`](https://github.com/barahona-research-group/PyGenStability/commit/c6aa88530f5859aa299046ad9947a3677bdf92ed)
+
+### [v1.1](https://github.com/barahona-research-group/PyGenStability/compare/v0.2.4...v1.1)
+
+> 30 January 2021
+
+#### [v0.2.4](https://github.com/barahona-research-group/PyGenStability/compare/v0.2.3...v0.2.4)
+
+> 5 May 2023
+
+- Fix setup.py [`0b158bc`](https://github.com/barahona-research-group/PyGenStability/commit/0b158bcd026472edc488addddab002b1276fd278)
+
+#### [v0.2.3](https://github.com/barahona-research-group/PyGenStability/compare/v0.2.2...v0.2.3)
+
+> 28 April 2023
+
+- Try to fix instabilities [`#82`](https://github.com/barahona-research-group/PyGenStability/pull/82)
+- Add ref to arxiv paper [`#80`](https://github.com/barahona-research-group/PyGenStability/pull/80)
+- bump version [`4ee1f3f`](https://github.com/barahona-research-group/PyGenStability/commit/4ee1f3f60f7583e127038fbab0e2cf8f2fa29d8b)
+- fix pypi [`66a573e`](https://github.com/barahona-research-group/PyGenStability/commit/66a573eb07e67633127bfd77f37fe9bff2904a7a)
+
+#### [v0.2.2](https://github.com/barahona-research-group/PyGenStability/compare/v0.2.1...v0.2.2)
+
+> 8 March 2023
+
+- Add readme in long_description [`#79`](https://github.com/barahona-research-group/PyGenStability/pull/79)
+
+#### [v0.2.1](https://github.com/barahona-research-group/PyGenStability/compare/v0.2.0...v0.2.1)
+
+> 8 March 2023
+
+- fix release [`8ab25cd`](https://github.com/barahona-research-group/PyGenStability/commit/8ab25cd2452cf065e635bfa6f08108deced9f66b)
+
+#### [v0.2.0](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.6...v0.2.0)
+
+> 8 March 2023
+
+- Fixed indices in formula [`#78`](https://github.com/barahona-research-group/PyGenStability/pull/78)
+- fixed doc for linearized constructor [`#77`](https://github.com/barahona-research-group/PyGenStability/pull/77)
+- Signed combinatorial constructor [`#75`](https://github.com/barahona-research-group/PyGenStability/pull/75)
+- Update benchmark and better numpy multi-threading handling [`#76`](https://github.com/barahona-research-group/PyGenStability/pull/76)
+- Update cli [`#74`](https://github.com/barahona-research-group/PyGenStability/pull/74)
+- Improve doc [`#73`](https://github.com/barahona-research-group/PyGenStability/pull/73)
+- Improve doc [`#72`](https://github.com/barahona-research-group/PyGenStability/pull/72)
+- Improve doc [`#71`](https://github.com/barahona-research-group/PyGenStability/pull/71)
+- Implementation of linearized_directed constructor [`#70`](https://github.com/barahona-research-group/PyGenStability/pull/70)
+- Compute matrix exponential via spectral decomposition [`#68`](https://github.com/barahona-research-group/PyGenStability/pull/68)
+- Improve documentation [`#67`](https://github.com/barahona-research-group/PyGenStability/pull/67)
+- Improve examples [`#65`](https://github.com/barahona-research-group/PyGenStability/pull/65)
+- Fix CI [`#64`](https://github.com/barahona-research-group/PyGenStability/pull/64)
+- Add more examples [`#60`](https://github.com/barahona-research-group/PyGenStability/pull/60)
+- New scale selection algorithm [`#63`](https://github.com/barahona-research-group/PyGenStability/pull/63)
+- Add leiden solver [`#43`](https://github.com/barahona-research-group/PyGenStability/pull/43)
+- Add example notebooks to doc [`#61`](https://github.com/barahona-research-group/PyGenStability/pull/61)
+- fix [`fb77583`](https://github.com/barahona-research-group/PyGenStability/commit/fb775836eefe40cff6f478723cfa4c37ef2d2dd8)
+- improved hypergraph example [`cd182d4`](https://github.com/barahona-research-group/PyGenStability/commit/cd182d49568508a3e3e5db940c8f84920a1726f1)
+- fix [`1320e1e`](https://github.com/barahona-research-group/PyGenStability/commit/1320e1e3c41c06368974966674fc885048ff257d)
+
+#### [v0.1.6](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.5...v0.1.6)
+
+> 21 October 2022
+
+- fix wheel building [`aeea2a6`](https://github.com/barahona-research-group/PyGenStability/commit/aeea2a614563861b72086410ff2c98795cff786c)
+
+#### [v0.1.5](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.4...v0.1.5)
+
+> 21 October 2022
+
+#### [v0.1.4](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.3...v0.1.4)
+
+> 21 October 2022
+
+- fix wheel building [`eaa8954`](https://github.com/barahona-research-group/PyGenStability/commit/eaa895462133e60a067e194f2399e40555e84e3a)
+
+#### [v0.1.3](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.2...v0.1.3)
+
+> 21 October 2022
+
+- fix wheel building [`160362e`](https://github.com/barahona-research-group/PyGenStability/commit/160362e673c9f97b5a71a2d66b4367f4856396d1)
+
+#### [v0.1.2](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.1...v0.1.2)
+
+> 21 October 2022
+
+- fix wheel building [`5c65388`](https://github.com/barahona-research-group/PyGenStability/commit/5c6538823612f51c082c2c02eac16cdb19fc0256)
+
+#### [v0.1.1](https://github.com/barahona-research-group/PyGenStability/compare/v0.1.0...v0.1.1)
+
+> 21 October 2022
+
+- fix wheel building [`6ced7a5`](https://github.com/barahona-research-group/PyGenStability/commit/6ced7a5abace3de614c91afc3cff8f230be2b92d)
+- Added DOI to readme [`ce640a3`](https://github.com/barahona-research-group/PyGenStability/commit/ce640a3f68099dffb57f762df4265fc08b519236)
+
+#### v0.1.0
+
+> 13 October 2022
+
+- Increase coverage to 100 [`#59`](https://github.com/barahona-research-group/PyGenStability/pull/59)
+- Improve doc [`#58`](https://github.com/barahona-research-group/PyGenStability/pull/58)
+- Update documentation [`#57`](https://github.com/barahona-research-group/PyGenStability/pull/57)
+- Improve scale selection [`#52`](https://github.com/barahona-research-group/PyGenStability/pull/52)
+- Improve example [`#55`](https://github.com/barahona-research-group/PyGenStability/pull/55)
+- Add benchmarking capability [`#54`](https://github.com/barahona-research-group/PyGenStability/pull/54)
+- Improve coverage [`#53`](https://github.com/barahona-research-group/PyGenStability/pull/53)
+- Preloop for constructors [`#51`](https://github.com/barahona-research-group/PyGenStability/pull/51)
+- changed order of postprocessing and ttprime [`#49`](https://github.com/barahona-research-group/PyGenStability/pull/49)
+- fix example duplicate code [`#47`](https://github.com/barahona-research-group/PyGenStability/pull/47)
+- multiscale example [`#45`](https://github.com/barahona-research-group/PyGenStability/pull/45)
+- add codecov [`#44`](https://github.com/barahona-research-group/PyGenStability/pull/44)
+- improve ttprime [`#42`](https://github.com/barahona-research-group/PyGenStability/pull/42)
+- fix ci [`#39`](https://github.com/barahona-research-group/PyGenStability/pull/39)
+- add tests [`#38`](https://github.com/barahona-research-group/PyGenStability/pull/38)
+- Example notebooks + some cleaning [`#34`](https://github.com/barahona-research-group/PyGenStability/pull/34)
+- select scales function and plotting [`#25`](https://github.com/barahona-research-group/PyGenStability/pull/25)
+- small corrections [`#32`](https://github.com/barahona-research-group/PyGenStability/pull/32)
+- use class in constructors  [`#29`](https://github.com/barahona-research-group/PyGenStability/pull/29)
+- fixed quality indices [`#24`](https://github.com/barahona-research-group/PyGenStability/pull/24)
+- added directed constructor + MI -> VI [`#21`](https://github.com/barahona-research-group/PyGenStability/pull/21)
+- bybind11 cleanup [`#13`](https://github.com/barahona-research-group/PyGenStability/pull/13)
+- dropped params [`#12`](https://github.com/barahona-research-group/PyGenStability/pull/12)
+- Update notebooks and rename time to scale (#56) [`403e461`](https://github.com/barahona-research-group/PyGenStability/commit/403e461fb95ff6cdb8e5577236df4a9ecb8ac190)
+- clean example folder [`7f7fe47`](https://github.com/barahona-research-group/PyGenStability/commit/7f7fe47e5a04ebc0e26263a3c35df8e20f144c7c)
+- example notebook with directed graphs [`5334454`](https://github.com/barahona-research-group/PyGenStability/commit/53344543d3daf6811cfe14fad6d3be7b77bfbcad)
diff --git a/setup.py b/setup.py
index 7d3cd6a..94b2d02 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 from setuptools import find_namespace_packages
 from setuptools import setup
 
-__version__ = "0.2.3"
+__version__ = "0.2.4"
 
 ext_modules = [
     Pybind11Extension(