* current status as method

* format

* Update version.txt

* Implement different convolution modes (#454)

* Add PR template

* Update pull_request_template.md

* Fix issues in index example

* Update .pre-commit-config.yaml

* Update .pre-commit-config.yaml

* move from other PR

* put legend on side

* Optimisation in customer_lifetime_value when discount_rate == 0 (#468)

* Optimisation in customer_lifetime_value when discount_rate == 0

cf #467

* Update utils.py

* Update README.md

* add support for pre-commit-ci

* add isort

* modify autosummary templates

* Rename `clv_summary` to `rfm_summary` and extend functionality (#479)

* clv_summary adapted into rfm_summary

* added clv_summary with warning

* moved dataset from testing folder

* Update version.txt

* improve ruff

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.11 → v0.1.14](astral-sh/ruff-pre-commit@v0.1.11...v0.1.14)
- [github.com/pre-commit/pre-commit-hooks: v3.2.0 → v4.5.0](pre-commit/pre-commit-hooks@v3.2.0...v4.5.0)

* resolve conflict

* Add baselined saturation (#498)

* add baselined saturation with test and plots

* refactor docs

* add the reparam

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* verify parametrization is equivalent under change of baseline

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add a note for setting x0

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* make it clear how r_ref is calculated

* fix typo

* fix docstrings

* improve test by making sure transform is gives identical saturation and cac0

* add comment in the docstring

* add blank line in the code-block

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Swap Before and After convolution modes as per #489 (#501)

* Add support for string mode args

* Swap before and after and make mode explicit

* Use Union due Python 3.9

* Style

* resolve conflict

* add dim_name arg

* add seed to tests and test methods

* add slice as type hint

* use slice in docstring

* defaults to mean for each channel

* add non-negative check

* ax as last arg

* change weeks -> time

* parameterize quantiles

* separate out and add to docs

* rerun the baseline images

* mock the prior

* add new images from latest env

* migrate to toml instead of ci/cd

* test only is axes

* remove the images

---------

Co-authored-by: Juan Orduz <[email protected]>
Co-authored-by: Abdalaziz Rashid <[email protected]>
Co-authored-by: Ricardo Vieira <[email protected]>
Co-authored-by: Ricardo Vieira <[email protected]>
Co-authored-by: vincent-grosbois <[email protected]>
Co-authored-by: juanitorduz <[email protected]>
Co-authored-by: Oriol (ProDesk) <[email protected]>
Co-authored-by: Colt Allen <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Maxim Kochurov <[email protected]>

* other nuts sampler init

* clean directories

* fix toctree

* add nutpie

* gpu comment

* feedback

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.0 → v0.3.2](astral-sh/ruff-pre-commit@v0.3.0...v0.3.2)
- [github.com/pre-commit/mirrors-mypy: v1.8.0 → v1.9.0](pre-commit/mirrors-mypy@v1.8.0...v1.9.0)
- [github.com/nbQA-dev/nbQA: 1.8.3 → 1.8.4](nbQA-dev/nbQA@1.8.3...1.8.4)

Co-authored-by: Colt Allen <[email protected]>

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.2 → v0.3.3](astral-sh/ruff-pre-commit@v0.3.2...v0.3.3)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Moving michaelis menten function to transformers module

As requested on issue #532

* Modifying sigmoid saturation

* Updating the docstring

* update function

* pre-commit

* small update

* Update

* Small changes

* changes

* Adjusting deprecation

* Solving error

* extra correction

* Small change

* correcting plot

* Modifying plot

* update

* correcting latex

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.3 → v0.3.4](astral-sh/ruff-pre-commit@v0.3.3...v0.3.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

updates:
- [github.com/nbQA-dev/nbQA: 1.8.4 → 1.8.5](nbQA-dev/nbQA@1.8.4...1.8.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* add scaling into lift test method

* test scaling methods

* test change of MMM likelihood

* link up beta_channel parameters

* change name to sigma

* reorganize and edit

* closes #406

* address the feedback in docstrings

* add more to docstring

* format the docstring

* be verbose for future devs

* be explicit for the column max values

* incorporate the feedback

* hide cells and add to intro

* add conclusion

* switch to header 2

* run notebook through

* move the types together

* separate model estimated from empirical

* fix typos

* drop python 3.9

* try python 3.12

* undo try python 3.12

* improve nb

* rm warnings and add link to lifetimes quickstart

* address comments

* feedback part 3

* remove warnings manually

* add more info to the notebook

* hide plots code

* fix plot y labels

* fix plot outputs and remove model build

* improve final note probability plots

* address comments

* use quickstart dataset

* feedback part 3

* remowe warnings manually

* feedback part 4

* improve mmm docs init

* add more code examples to docstrings

* minor improvemeents

* typo

* better phrasing

* add thomas suggestion

* move fixtures to conftest

* docstrings and moved set_model_fit to conftest

* fixed pandas quickstart warnings

* revert to MockModel and add ParetoNBD support

* quickstart edit for issue 609

* notebook edit