* feat: implement DWT-MLEAD for aeon

* fix: docs for dwt-mlead

* fix: add missing commas in dwt-mlead example code

…ct` (#1524)

* testing

* base class registry

* remove examples

* skip new base

* test fix

* deprecation version

* convert multirocket to 32 bit

* convert everything to 32 bit

* branch remove

* remove duplicate

* deprecate DateTime

* Revert "deprecate DateTime"

This reverts commit 98b29e6.

* add check_y

* add y=None arg to transform

* add y=None arg to transform

* unexclude mock forecaster

* remove exclusion

* remove unnecessary ExponentTransform import

* exclude deprecated

* exclude deprecated

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* deprecate DateTime

* Revert "deprecate DateTime"

This reverts commit 98b29e6.

* remove probabilistic performance metrics

* remove base class from registry

* remove base class from registry

* remove tags

Co-authored-by: futuer <barryszd@outlook.com>

* update CONTRIBUTORS.md

* update .all-contributorsrc

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* feat: implement window utils for anomaly detection

* feat: implement window utils for anomaly detection

* feat: add tests for window functions

* fix: all implementations of reverse windowing must produce the same results

* fix: prevent CI numba caching to be collected by pytest

- the failing CI caching utility drastically slows down the startup of pytest and is imported multiple times

* fix: example doctests

* feat: add axis parameter

* chore: first see also then examples section in docs

…1564)

* testing data changes

* examples revert

* fourier features

* Revert "fourier features"

This reverts commit 567c5e1.

* init

* move to legacy

* example data update

* testing data

* imports

* examples

* testing update

* multiindex

* multiindex fixes

* multiindex returns

* test

* test

* docs, tests and fixes

* comments

* last bits

* removed njit test exclusions

* put HC2 exclusion back

* remove np.argsort from numba

* remove np.argsort from numba

* remove HC2 exclusion

* re exclude HC2

* remove debug line

* feat: implement window utils for anomaly detection

* feat: implement window utils for anomaly detection

* feat: add tests for window functions

* fix: all implementations of reverse windowing must produce the same results

* fix: prevent CI numba caching to be collected by pytest

- the failing CI caching utility drastically slows down the startup of pytest and is imported multiple times

* fix: example doctests

* feat: implement kmeans AD

* feat: tests and docs

* feat: update all-contributorsrc

* fix: sliding window usage

* chore: remove pytest exclusion

* feat: add capability table to KMeans documentation

#1589)

* testing data changes

* examples revert

* fourier features

* Revert "fourier features"

This reverts commit 567c5e1.

* init

* move to legacy

* example data update

* testing data

* imports

* examples

* testing update

* multiindex

* multiindex fixes

* multiindex returns

* test

* test

* docs, tests and fixes

* comments

* last bits

* refactor testing folder

* imports

* delete

* new estimators

This implements four Euclidean lower bounding distances - two for SFA and two for SAX:

dft_sfa_mindist: compare dft to sfa words
paa_sax_mindist: compare paa to sax words
sax_mindst: compare two sax words
sfa_mindst: compare two sfa words
These can be used for indexing.

Further changes:

The PR adds a test case, too.
It fixes two bugs in PAA/SAX for z-normalization with 0 std (dividing my 0) and for segments of size 0.

…fix) (#1648)

* deprecate DateTime

* Revert "deprecate DateTime"

This reverts commit 98b29e6.

* remove use_multivariate

* remove deprecated

* remove deprecated

* remove deprecated

* remove deprecated

* squeeze in fit and predict

* revert use of estimator_type

* revert use of estimator_type

* remove use of saved

…el interactions (#1601)

* labeller

* maintenance

* intentional pre-commit issues

* Automatic `pre-commit` fixes

* username

* fixes

* fixes

* swap labels

---------

Co-authored-by: MatthewMiddlehurst <MatthewMiddlehurst@users.noreply.github.com>

* feat: improve anomaly detector documentation and fix some numpydoc warnings

* chore: forgot to add the new doc configuration

* feat: add TimeEval data loader

* feat: add single problem loaders and corresponding datasets; tests

* doc: add documentation for data loaders

* feat: improve docs

* fix: return docstrings of data loaders

* feat: remove tsad_data folder and pull index-file just on demand

* fix: use smaller daphnet dataset

* fix: automatically create local_data folder

* fix: example notebook

* remove unnecessary ExponentTransform import

* remove exceptions.py

* remove annotations.py

* remove exceptions docs