Scoringrules

> [!IMPORTANT]
> We advise all users using `v0.7.0` to upgrade to this release as it comes with critical bug fixes.

What's Changed
* Add quantile score by frazane in https://github.com/frazane/scoringrules/pull/78
* Preserve autograd history in `torch` backend by frazane in https://github.com/frazane/scoringrules/pull/79
* Refactor interval scores and improve testing by frazane in https://github.com/frazane/scoringrules/pull/82
* Bugfix for numba CRPS estimators check by frazane in https://github.com/frazane/scoringrules/pull/85


**Full Changelog**: https://github.com/frazane/scoringrules/compare/v0.7.0...v0.7.1

This release adds several new scores. Big thanks to sallen12 !

What's Changed
* Add log score for laplace distributions by sallen12 in https://github.com/frazane/scoringrules/pull/63
* Add log scores for beta, exponential and two-piece distributions by sallen12 in https://github.com/frazane/scoringrules/pull/64
* Add log score for negative binomial distribution by sallen12 in https://github.com/frazane/scoringrules/pull/65
* Add log score for gev and gpd distributions by sallen12 in https://github.com/frazane/scoringrules/pull/66
* Add crps and log score for mixture of normal distributions by sallen12 in https://github.com/frazane/scoringrules/pull/73
* Add log score for ensemble forecasts by sallen12 in https://github.com/frazane/scoringrules/pull/74
* Add Gaussian kernel score for ensemble forecasts by sallen12 in https://github.com/frazane/scoringrules/pull/70
* Add ranked probability score by sallen12 in https://github.com/frazane/scoringrules/pull/71
* Add the log score and ranked logarithmic score by sallen12 in https://github.com/frazane/scoringrules/pull/72
* Add censored and conditional likelihood scores by sallen12 in https://github.com/frazane/scoringrules/pull/76
* Add weighted versions of the Gaussian kernel score by sallen12 in https://github.com/frazane/scoringrules/pull/77


**Full Changelog**: https://github.com/frazane/scoringrules/compare/v0.6.1...v0.7.0

Fixed missing imports.

**Full Changelog**: https://github.com/frazane/scoringrules/compare/v0.6.0...v0.6.1

This release focuses on the implementation of closed forms of the CRPS for several new distributions.

What's Changed
* Brier score: Correct order of arguments in pass-through to core score function by simon-hirsch in https://github.com/frazane/scoringrules/pull/31
* improved examples in crps docs by nicholasloveday in https://github.com/frazane/scoringrules/pull/33
* Add CRPS for beta distribution by frazane in https://github.com/frazane/scoringrules/pull/37
* Add CRPS for the exponentialM distribution by frazane in https://github.com/frazane/scoringrules/pull/39
* Add CRPS for binomial distribution by frazane in https://github.com/frazane/scoringrules/pull/38
* Add CRPS for the gamma distribution by frazane in https://github.com/frazane/scoringrules/pull/40
* Add CRPS for GEV distribution by frazane in https://github.com/frazane/scoringrules/pull/42
* Add CRPS for generalized pareto distribution by frazane in https://github.com/frazane/scoringrules/pull/43
* Add CRPS for the hypergeometric distribution by frazane in https://github.com/frazane/scoringrules/pull/44
* Add CRPS for the Laplace distribution by frazane in https://github.com/frazane/scoringrules/pull/45
* Add CRPS for the log-Laplace distribution by frazane in https://github.com/frazane/scoringrules/pull/46
* Add CRPS for the loglogistic distribution by frazane in https://github.com/frazane/scoringrules/pull/47
* Add CRPS for the generalised truncated and censored normal distribution by sallen12 in https://github.com/frazane/scoringrules/pull/49
* Add CRPS for the uniform distribution by sallen12 in https://github.com/frazane/scoringrules/pull/50
* Add CRPS for the generalised truncated and censored logistic distribution by sallen12 in https://github.com/frazane/scoringrules/pull/48
* Add CRPS for the Poisson distribution by sallen12 in https://github.com/frazane/scoringrules/pull/51
* Add CRPS for Student's t distribution by sallen12 in https://github.com/frazane/scoringrules/pull/52
* Add CRPS for the generalised truncated and censored t distribution by sallen12 in https://github.com/frazane/scoringrules/pull/53
* Use `uv` package management tool by frazane in https://github.com/frazane/scoringrules/pull/54
* Add CRPS for two piece exponential distribution by sallen12 in https://github.com/frazane/scoringrules/pull/57
* Update CI workflow by frazane in https://github.com/frazane/scoringrules/pull/58
* Fix coverage report upload to codecov by frazane in https://github.com/frazane/scoringrules/pull/59
* Add CRPS for the negative binomial distribution by sallen12 in https://github.com/frazane/scoringrules/pull/55
* add crps for twopiece normal distribution by sallen12 in https://github.com/frazane/scoringrules/pull/56
* Add log scores for some parametric distributions by sallen12 in https://github.com/frazane/scoringrules/pull/61
* Add log score for the truncated logistic, normal and t distributions by sallen12 in https://github.com/frazane/scoringrules/pull/62
* Wrap `numba` imports in try-except blocks by frazane in https://github.com/frazane/scoringrules/pull/69

New Contributors
* nicholasloveday made their first contribution in https://github.com/frazane/scoringrules/pull/33

**Full Changelog**: https://github.com/frazane/scoringrules/compare/v0.5.3...v0.6.0

Added support for python 3.12

This minor release adds another parametric form of the CRPS and a new type of scoring rule: the interval-based Winkler score. Additionally, we start to widen the scope of the library by introducing the first graphical verification tool, the reliability diagram. In the future, we plan to add other graphical tools to diagnose calibration as they are important to complement scoring rules.

New features
- Closed-form CRPS for the exponential distribution in 27 by sallen12 and frazane
- CORP reliability diagram in 23 by frazane
- Interval/Winkler Score in 24 by simon-hirsch