What's Changed

• Stop using git-flow by @jorenham in https://github.com/jorenham/Lmo/pull/291
• Bump katex to 0.16.11 by @jorenham in https://github.com/jorenham/Lmo/pull/293
• Update mkdocs-related deps by @jorenham in https://github.com/jorenham/Lmo/pull/294
• BibTex for references by @jorenham in https://github.com/jorenham/Lmo/pull/295
• Repo-review by @jorenham in https://github.com/jorenham/Lmo/pull/296
• Jupyter notebook examples in the docs by @jorenham in https://github.com/jorenham/Lmo/pull/297
• Refactor lmo.distributions as a submodule by @jorenham in https://github.com/jorenham/Lmo/pull/298
• Refactor lmo.inference as a submodule by @jorenham in https://github.com/jorenham/Lmo/pull/300
• Significantly improved reference docs by @jorenham in https://github.com/jorenham/Lmo/pull/301
• Add a visual L-moment intro notebook by @jorenham in https://github.com/jorenham/Lmo/pull/302
• Refactor lmo.theoretical as a submodule by @jorenham in https://github.com/jorenham/Lmo/pull/303
• Exact L-moments of several distributions by @jorenham in https://github.com/jorenham/Lmo/pull/307
• Bump scientific-python/repo-review from 0.11.1 to 0.11.2 in the actions group by @dependabot in https://github.com/jorenham/Lmo/pull/305
• Update some development dependencies by @jorenham in https://github.com/jorenham/Lmo/pull/308

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.14.1...v0.14.2

What's Changed

• codespell 2.3.0, ruff 0.4.10, pyright 1.1.368, and more by @jorenham in https://github.com/jorenham/Lmo/pull/252
• Fix and clean the tox config by @jorenham in https://github.com/jorenham/Lmo/pull/253
• Fix tox config by @jorenham in https://github.com/jorenham/Lmo/pull/254
• Official support for Python 3.13 by @jorenham in https://github.com/jorenham/Lmo/pull/255
• bump pyright to 1.1.369 by @jorenham in https://github.com/jorenham/Lmo/pull/257
• bump ruff to 0.6.1 by @jorenham in https://github.com/jorenham/Lmo/pull/280
• update development dependencies by @jorenham in https://github.com/jorenham/Lmo/pull/282
• Increase min dep versions according to SPEC-0 and NEP-29 by @jorenham in https://github.com/jorenham/Lmo/pull/283
• Better typechecking with basedpyright by @jorenham in https://github.com/jorenham/Lmo/pull/284
• optype 0.6 🎉 by @jorenham in https://github.com/jorenham/Lmo/pull/285
• CI poetry cache fix by @jorenham in https://github.com/jorenham/Lmo/pull/286
• workaround basedpyright --verifytypes errors by @jorenham in https://github.com/jorenham/Lmo/pull/287
• optype 0.6.1 & numpy 2.1.0 by @jorenham in https://github.com/jorenham/Lmo/pull/288

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.14.0...v0.14.1

Breaking changes

• typing_extensions>=4.5 is now a required dependency on python<3.13
• Caching is now done automatically by default, i.f.f. r + sum(trim) <= 24, and the trim is integral. For the previous default behavior, pass cache=False.
• The rowvar parameter for the L-comoment sample estimators is now automatically determined by default. Previously, the default was rowvar=True.
• The deprecated lmo.distributions.l_rv_nonparametric has been removed (as planned). Use lmo.distributions.l_poly instead.

Fixes

• Fixed several caching issues in lmo.l_weights. The consequence is that, all sample estimators will now be faster, more precise, and can handle larger orders.
• The type annotations and the (undocumented) lmo.typing module, have been fully reworked. This fixes many typing issues. Runtime behavior shouldn't be affected (in theory).
• Several documentation inconsistencies have been corrected.

Added

• l_kurt and l_cokurt aliases for L-(co)kurtosis.
• Type-tests to validate correct @overload and generic behavior of relevant lmo.l_* estimators.
• More & better hypothesis tests, specifically for lmo.l_weights.

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.13.2...v0.14.0

Release highlights

• Support numpy 2
• Fix incorrect location fitting for asymmetric distributions in l_fit()
• Improved numerical stability for large L-moment orders or trim-lengths
• Adopt SPEC-0
• Improved documentation

What's Changed

• Bump mkdocs from 1.5.3 to 1.6.0 by @dependabot in https://github.com/jorenham/Lmo/pull/201
• Bump ipython from 8.23.0 to 8.24.0 by @dependabot in https://github.com/jorenham/Lmo/pull/202
• Bump hypothesis from 6.100.1 to 6.100.2 by @dependabot in https://github.com/jorenham/Lmo/pull/203
• Bump ruff from 0.4.1 to 0.4.2 by @dependabot in https://github.com/jorenham/Lmo/pull/204
• Bump mkdocs-material from 9.5.18 to 9.5.20 by @dependabot in https://github.com/jorenham/Lmo/pull/205
• pyright 1.1.361 and other updates by @jorenham in https://github.com/jorenham/Lmo/pull/206
• update development dependencies by @jorenham in https://github.com/jorenham/Lmo/pull/212
• Numpy 2 support by @jorenham in https://github.com/jorenham/Lmo/pull/213
• Adopt SPEC-0 as versioning policy for numpy, scipy and pandas by @jorenham in https://github.com/jorenham/Lmo/pull/214
• bump pyright to 1.1.363 by @jorenham in https://github.com/jorenham/Lmo/pull/217
• Cleaner & faster doctests by @jorenham in https://github.com/jorenham/Lmo/pull/218
• Fix incorrect location fitting of asymmetric distributions by @jorenham in https://github.com/jorenham/Lmo/pull/219
• v0.13.2 by @jorenham in https://github.com/jorenham/Lmo/pull/220

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.13.1...v0.13.2

What's Changed

• Bump mkdocs-material from 9.5.9 to 9.5.10 by @dependabot in https://github.com/jorenham/Lmo/pull/163
• Bump hypothesis from 6.98.8 to 6.98.12 by @dependabot in https://github.com/jorenham/Lmo/pull/168
• Bump pandas from 2.2.0 to 2.2.1 by @dependabot in https://github.com/jorenham/Lmo/pull/167
• Bump pytest from 8.0.1 to 8.0.2 by @dependabot in https://github.com/jorenham/Lmo/pull/166
• Bump typing-extensions from 4.9.0 to 4.10.0 by @dependabot in https://github.com/jorenham/Lmo/pull/165
• Bump ipython from 8.21.0 to 8.22.1 by @dependabot in https://github.com/jorenham/Lmo/pull/164
• Stricter Ruff & Pyright config by @jorenham in https://github.com/jorenham/Lmo/pull/169
• Update dev dependencies by @jorenham in https://github.com/jorenham/Lmo/pull/181
• Loosen dependency restrictions by @jorenham in https://github.com/jorenham/Lmo/pull/189
• Pre-commit & Improved contributing.md by @jorenham in https://github.com/jorenham/Lmo/pull/193
• Use markdownlint by @jorenham in https://github.com/jorenham/Lmo/pull/194
• bump pyright to 1.1.358 by @jorenham in https://github.com/jorenham/Lmo/pull/195
• Bump Pyright to 1.1.359 and Ruff to 0.4.1 by @jorenham in https://github.com/jorenham/Lmo/pull/199
• Documentation fixes & improved KaTeX equation rendering by @jorenham in https://github.com/jorenham/Lmo/pull/200

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.13.0...v0.13.1

What's Changed

• Bump mkdocs-material from 9.5.3 to 9.5.4 by @dependabot in https://github.com/jorenham/Lmo/pull/147
• Bump hypothesis from 6.93.0 to 6.93.1 by @dependabot in https://github.com/jorenham/Lmo/pull/146
• Bump pyright from 1.1.345 to 1.1.346 by @dependabot in https://github.com/jorenham/Lmo/pull/145
• Bump scipy from 1.11.4 to 1.12.0 by @dependabot in https://github.com/jorenham/Lmo/pull/149
• Bump hypothesis from 6.93.1 to 6.96.2 by @dependabot in https://github.com/jorenham/Lmo/pull/148
• Bump ruff from 0.1.13 to 0.1.14 by @dependabot in https://github.com/jorenham/Lmo/pull/151
• Bump ipykernel from 6.28.0 to 6.29.0 by @dependabot in https://github.com/jorenham/Lmo/pull/152
• Require numpy>=1.23, folllowing NEP 29 by @jorenham in https://github.com/jorenham/Lmo/pull/153
• Fix failing tests with pandas>=2.2 by @jorenham in https://github.com/jorenham/Lmo/pull/154

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.12.1...v0.13.0

What's Changed

• Fix TypeError in some scipy.stats distributions by @jorenham in https://github.com/jorenham/Lmo/pull/143

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.12.0...v0.12.1

What's Changed

• Bump hypothesis from 6.92.0 to 6.92.1 by @dependabot in https://github.com/jorenham/Lmo/pull/121
• Bump pyright from 1.1.340 to 1.1.341 by @dependabot in https://github.com/jorenham/Lmo/pull/120
• Bump pandas-stubs from 2.1.1.230928 to 2.1.4.231218 by @dependabot in https://github.com/jorenham/Lmo/pull/125
• Bump ruff from 0.1.8 to 0.1.9 by @dependabot in https://github.com/jorenham/Lmo/pull/126
• Bump mkdocs-material from 9.5.2 to 9.5.3 by @dependabot in https://github.com/jorenham/Lmo/pull/127
• Bump pyright from 1.1.341 to 1.1.342 by @dependabot in https://github.com/jorenham/Lmo/pull/128
• Bump ipython from 8.18.1 to 8.19.0 by @dependabot in https://github.com/jorenham/Lmo/pull/129
• Fully nonparametric l_poly polynomial quantile distribution by @jorenham in https://github.com/jorenham/Lmo/pull/130
• Fix constants.theta_m_bar by @jorenham in https://github.com/jorenham/Lmo/pull/131
• Enabled additional ruff rules by @jorenham in https://github.com/jorenham/Lmo/pull/132
• Faster math rendering with KaTeX by @jorenham in https://github.com/jorenham/Lmo/pull/133
• [BREAKING] Reworked diagnostic.l_ratio_bounds by @jorenham in https://github.com/jorenham/Lmo/pull/134
• Fix overlapping @typing.overload by @jorenham in https://github.com/jorenham/Lmo/pull/135
• Bump pytest from 7.4.3 to 7.4.4 by @dependabot in https://github.com/jorenham/Lmo/pull/136
• Improved and extended tables with distribution L-moments by @jorenham in https://github.com/jorenham/Lmo/pull/137

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.11.3...v0.12.0

What's Changed

• Entropy of the Wakeby distribution by @jorenham in https://github.com/jorenham/Lmo/pull/115
• Bump mkdocs-material from 9.5.1 to 9.5.2 by @dependabot in https://github.com/jorenham/Lmo/pull/116
• Bump hypothesis from 6.91.1 to 6.92.0 by @dependabot in https://github.com/jorenham/Lmo/pull/117
• Bump typing-extensions from 4.8.0 to 4.9.0 by @dependabot in https://github.com/jorenham/Lmo/pull/118
• Generalized Lambda distribution implementation: distributions.genlambda by @jorenham in https://github.com/jorenham/Lmo/pull/119

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.11.2...v0.11.3

What's Changed

• Overview of (trimmed) L-moments of some distributions by @jorenham in https://github.com/jorenham/Lmo/pull/84
• Burr III general L-moments by @jorenham in https://github.com/jorenham/Lmo/pull/91
• Theoretical trimmed L-moments GEV distribution by @jorenham in https://github.com/jorenham/Lmo/pull/92
• Pareto type IV general trimmed L-moments by @jorenham in https://github.com/jorenham/Lmo/pull/96
• fix formatting issues in .md, .yaml, and .css by @jorenham in https://github.com/jorenham/Lmo/pull/98
• Generalized Pareto Distribution (GPD) general trimmed L-moments by @jorenham in https://github.com/jorenham/Lmo/pull/101
• Added pyright to tox by @wolph in https://github.com/jorenham/Lmo/pull/102
• General L-moments of the Generalized logistic distribution by @jorenham in https://github.com/jorenham/Lmo/pull/104
• Replaced boxcox transforms with Tsallis' q-exp and q-log by @jorenham in https://github.com/jorenham/Lmo/pull/105
• General L-moments of the (discrete) Bernoulli distribution by @jorenham in https://github.com/jorenham/Lmo/pull/106
• Merged Pareto IV and Burr XII distributions by @jorenham in https://github.com/jorenham/Lmo/pull/107
• General L-moments of the Gompertz distribution by @jorenham in https://github.com/jorenham/Lmo/pull/110
• New lmo.constants and lmo.special namespaces by @jorenham in https://github.com/jorenham/Lmo/pull/111
• Kumaraswamy's distribution implementation by @jorenham in https://github.com/jorenham/Lmo/pull/112
• Bump pyright from 1.1.337 to 1.1.338 by @dependabot in https://github.com/jorenham/Lmo/pull/113
• Wakeby distribution implementation by @jorenham in https://github.com/jorenham/Lmo/pull/114

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.11.1...v0.11.2

Bugfix release

What's Changed

• Ruff 0.1.4 upgrade and config finetuning by @jorenham in https://github.com/jorenham/Lmo/pull/68
• Prevent IntegerOverflow on windows: prefer np.int64 over np.int_ by @jorenham in https://github.com/jorenham/Lmo/pull/69
• Consistent tie-breaking in concomitants with lexical ordering by @jorenham in https://github.com/jorenham/Lmo/pull/72
• Fix incorrect trimming of extreme values, including inf by @jorenham in https://github.com/jorenham/Lmo/pull/73
• Add missing @overloads for L-moment aliases by @jorenham in https://github.com/jorenham/Lmo/pull/75
• Added type annotations for passing (symmetric) trim as scalar by @jorenham in https://github.com/jorenham/Lmo/pull/77

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.11.0...v0.11.1

What's Changed

• Bump matplotlib from 3.7.2 to 3.8.0 by @dependabot in https://github.com/jorenham/Lmo/pull/32
• Bump typing-extensions from 4.7.1 to 4.8.0 by @dependabot in https://github.com/jorenham/Lmo/pull/33
• Bump pyright from 1.1.326 to 1.1.327 by @dependabot in https://github.com/jorenham/Lmo/pull/34
• Bump ruff from 0.0.288 to 0.0.290 by @dependabot in https://github.com/jorenham/Lmo/pull/36
• Bump hypothesis from 6.84.3 to 6.86.2 by @dependabot in https://github.com/jorenham/Lmo/pull/37
• Fixed typos by @jorenham in https://github.com/jorenham/Lmo/pull/46
• Fixed the L-coratio definitions in the documentation by @jorenham in https://github.com/jorenham/Lmo/pull/47
• Generalized Method of L-Moments (L-GMM) by @jorenham in https://github.com/jorenham/Lmo/pull/53
• Additional Ruff rules by @jorenham in https://github.com/jorenham/Lmo/pull/54
• Added the lmo.contrib namespace by @jorenham in https://github.com/jorenham/Lmo/pull/55
• Prepare for Numpy 2.0 python API removals by @jorenham in https://github.com/jorenham/Lmo/pull/56
• Optional Pandas integration by @jorenham in https://github.com/jorenham/Lmo/pull/57
• Changed default sorting method from 'stable' to None, i.e. 'quicksort' (which actually is introsort) by @jorenham in https://github.com/jorenham/Lmo/pull/59

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.10.1...v0.11.0

What's Changed

• Bump matplotlib from 3.7.2 to 3.8.0 by @dependabot in https://github.com/jorenham/Lmo/pull/32
• Bump typing-extensions from 4.7.1 to 4.8.0 by @dependabot in https://github.com/jorenham/Lmo/pull/33
• Bump pyright from 1.1.326 to 1.1.327 by @dependabot in https://github.com/jorenham/Lmo/pull/34
• Bump ruff from 0.0.288 to 0.0.290 by @dependabot in https://github.com/jorenham/Lmo/pull/36
• Bump hypothesis from 6.84.3 to 6.86.2 by @dependabot in https://github.com/jorenham/Lmo/pull/37
• fixed typos by @jorenham in https://github.com/jorenham/Lmo/pull/46
• Fixed the L-coratio definitions in the documentation by @jorenham in https://github.com/jorenham/Lmo/pull/47

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.10.1...v0.10.2

What's Changed

• Theoretical L-comoments by @jorenham in https://github.com/jorenham/Lmo/pull/30
• Bump actions/checkout from 3 to 4 by @dependabot in https://github.com/jorenham/Lmo/pull/31

New Contributors

• @dependabot made their first contribution in https://github.com/jorenham/Lmo/pull/31

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.10.0...v0.10.1

What's Changed

• Added more linting, fixed many code style issues and a few typos by @wolph in https://github.com/jorenham/Lmo/pull/13
• L-moment covariance matrix from CDF by @jorenham in https://github.com/jorenham/Lmo/pull/14
• L-stats covariance matrix from CDF by @jorenham in https://github.com/jorenham/Lmo/pull/15
• Calculate theoretical L-* from scipy.stats.rv_continuous distributions by @jorenham in https://github.com/jorenham/Lmo/pull/16
• Python 3.12 support by @jorenham in https://github.com/jorenham/Lmo/pull/17
• Tighter bounds on the (absolute) L-moment and L-ratio by @jorenham in https://github.com/jorenham/Lmo/pull/18
• Improved L-stats API by @jorenham in https://github.com/jorenham/Lmo/pull/19
• Goodness-of-fit testing of any distribution, using L-moments or L-stats by @jorenham in https://github.com/jorenham/Lmo/pull/20
• Standardized optional scipy.integrate.quad options in lmo.theoretical by @jorenham in https://github.com/jorenham/Lmo/pull/21
• Theoretical influence functions & robustness measures by @jorenham in https://github.com/jorenham/Lmo/pull/22
• lmo.theoretical: Discrete distributions, numerical accuracy improvements, and cleaner code by @jorenham in https://github.com/jorenham/Lmo/pull/25
• Add theoretical L-* methods to all scipy.stats univariate distributions by @jorenham in https://github.com/jorenham/Lmo/pull/26
• Method of L-moments (LMM) by @jorenham in https://github.com/jorenham/Lmo/pull/27
• Empirical influence functions by @jorenham in https://github.com/jorenham/Lmo/pull/28
• Allow passing trim=t as alias for trim=(t, t) by @jorenham in https://github.com/jorenham/Lmo/pull/29

New Contributors

• @wolph made their first contribution in https://github.com/jorenham/Lmo/pull/13

Full Changelog: https://github.com/jorenham/Lmo/compare/v0.9.0...v0.10.0

What's Changed

• Non-parameteric continuous distribution from L-moments by @jorenham in https://github.com/jorenham/lmo/pull/12, see lmo.l_rv.

Full Changelog: https://github.com/jorenham/lmo/compare/v0.8.0...v0.9.0

• A novel generalization of trimmed L-moments and L-comoments: Fractional trimming 🎉 . Trim lengths can now be any positive float. (#11)
• New convenience methods: lmo.l_stats, lmo.l_costats, and lmo.theoretical.l_(ratio|stats)_from_(cdf|ppf)
• New low-level lmo.ostats module, for internally used (fractional) order-statistics calculations.
• Improved function typing with typing.overload .
• Improved parameter typing by annotating **kwargs with TypedDict.
• Many documentation improvements.
• Reduced test flakyness, removed redundant tests, and added some new ones.
• Made the internal low-level _pwm module public, by renaming it to pwm_beta.
• BREAKING: most dtype and axis kwargs are now keyword-only arguments.

Full Changelog: https://github.com/jorenham/lmo/compare/v0.7.0...v0.8.0

• Improved README.md [#1, #2]
• Theoretical L-moments from univariate continuous distributions, using either a CDF of PPF [#6]
• Improved numerical stability of sample L-(co)moments with several orders of magnitude
• General documentation improvements
• Improved code style, by enforcing a stricter ruff ruleset
• [BREAKING] Bumped minimum numpy version to 1.22
• [BREAKING] Bumped minimum scipy version to 1.9

Full Changelog: https://github.com/jorenham/lmo/compare/v0.6.1...v0.7.0

Bugfix release: fix cache=True if r is larger than what's cached

Full Changelog: https://github.com/jorenham/lmo/compare/v0.6.0...v0.6.1

• Optional cache=True kwarg to speed up consecutive L-moment calculations

Full Changelog: https://github.com/jorenham/lmo/compare/v0.5.3...v0.6.0