Scikit-fda

What's Changed
* Remove useless requirement files. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/584
* Add standard deviation as a function by pcuestas in https://github.com/GAA-UAM/scikit-fda/pull/566
* Change example from Basemap to Cartopy. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/586
* Feature/concurrent regression by rafa9811 in https://github.com/GAA-UAM/scikit-fda/pull/531
* Functional PLS for dimensionality reduction and regression by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/548


**Full Changelog**: https://github.com/GAA-UAM/scikit-fda/compare/0.9...0.9.1

What's Changed
* Document conda installation. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/511
* Deprecate 3 as the default number of components in FPCA by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/510
* Add an example showing how to create new bases for scikit-fda. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/517
* New example for creating interpolation/extrapolation methods. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/518
* FPCA Regression by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/466
* Add CSV loading example to the tutorial. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/520
* Update THANKS.txt by jltorrecilla in https://github.com/GAA-UAM/scikit-fda/pull/523
* Fix inner product integrate by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/522
* Simplification example make_gaussian_process by jltorrecilla in https://github.com/GAA-UAM/scikit-fda/pull/526
* Fix code coverage. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/532
* Add missing data imputation via interpolation by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/533
* Make CustomBasis documentation accesible by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/534
* SRSF formula doc fix by ego-thales in https://github.com/GAA-UAM/scikit-fda/pull/542
* Speed up the calculation of the penalization matrix for FDataGrid by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/519
* Change type of axis in FData's mean method to accept zero. by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/546
* Covariance function as tensor product by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/505
* Polish fpca regression example by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/552
* Fix IndexError in FPCAPlot by Quentin62 in https://github.com/GAA-UAM/scikit-fda/pull/554
* ddof parameter in fdatacov by pcuestas in https://github.com/GAA-UAM/scikit-fda/pull/556
* Improve list of contributors by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/557
* `FDataGrid.restrict` option `with_bounds` by ego-thales in https://github.com/GAA-UAM/scikit-fda/pull/561
* Deleted forgotten `__doc__` bits by eliegoudout in https://github.com/GAA-UAM/scikit-fda/pull/565
* Add a version switcher for the docs in the web. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/571
* Update citation and See also in DTMClassifier class by E105D104U125 in https://github.com/GAA-UAM/scikit-fda/pull/573
* Change `ddof` argument to `correction` in var and cov functions by pcuestas in https://github.com/GAA-UAM/scikit-fda/pull/578
* BSplineBasis initialization incorrect error message by pcuestas in https://github.com/GAA-UAM/scikit-fda/pull/577
* Smoothing in several dimensions by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/436
* Set `correction=0` by default in cov and var functions by pcuestas in https://github.com/GAA-UAM/scikit-fda/pull/582

New Contributors
* jltorrecilla made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/523
* ego-thales made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/542
* Quentin62 made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/554
* pcuestas made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/556
* allcontributors made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/564
* eliegoudout made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/565
* E105D104U125 made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/573

**Full Changelog**: https://github.com/GAA-UAM/scikit-fda/compare/0.8.1...0.9

What's Changed
* Fix packaging.
* Fix FPCA grid implementation with regularization by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/485
* Hotfix: Correct the order of the parameters for the FPCA in Mahalanobis by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/506


**Full Changelog**: https://github.com/GAA-UAM/scikit-fda/compare/0.8...0.8.1

What's Changed
* Local averages construction by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/418
* Kernel Regression and Hat Matrix by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/417
* Implement unary minus for FData by jiduque in https://github.com/GAA-UAM/scikit-fda/pull/425
* Remove alpha parameter of Magnitude-Shape plot and outlier detector. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/424
* Add deprecated classes and modules for Kernel Smoothing. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/423
* Update _fourier.py by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/431
* Change example of per class transformer by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/422
* LLR for non orthonormal basis by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/430
* Occupation measure construction by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/396
* Fix HatMatrix documentation by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/432
* Add "solver" and "max_iter" parameters to class LogisticRegression by dSerna4 in https://github.com/GAA-UAM/scikit-fda/pull/435
* Number of up crossings construction by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/419
* Fixing a typo on Predictors sklearn vs skfda by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/437
* Organization of preprocessing module by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/439
* Paremeterized Functional QDA by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/427
* Style fixes on classification example by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/444
* Update classification rst by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/445
* Fix docstrings for read the docs style by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/446
* Comment fix by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/447
* Add rst by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/449
* Mahalanobis by pedrorponga in https://github.com/GAA-UAM/scikit-fda/pull/397
* Function transformers by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/442
* Integration with binder. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/450
* Add `return_X_y` parameter for UCR datasets. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/453
* fix examples by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/451
* Adding a comparison table to the example by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/452
* Feature Construction Moments by alvaro-castillo in https://github.com/GAA-UAM/scikit-fda/pull/438
* Add MCO dataset. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/455
* Add NOx dataset. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/456
* Move tests inside package. by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/459
* Ignore the entire .vscode folder by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/463
* Improve k_neighbors example by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/462
* Feature/refactor neighbors by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/465
* Speed up evaluation of FDataGrid by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/474
* Documentation fixes, weights deprecation and linter warnings by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/467
* Update plot_kernel_smoothing.py by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/473
* Support for dataframes by rafa9811 in https://github.com/GAA-UAM/scikit-fda/pull/390
* Error sphinx windows by pedrog99 in https://github.com/GAA-UAM/scikit-fda/pull/477
* Fix wrong variable name in fpca by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/478
* Score functions for FData by ElenaPetrunina in https://github.com/GAA-UAM/scikit-fda/pull/429
* Make weights parameter private by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/483
* Change quadrature in fpca test by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/489
* Issue/classifier classes/test by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/481
* Issue/classifier_classes/kneighbours by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/491
* Issue/classifier classes/centroid by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/492
* Issue/classifier_classes/ddc by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/493
* Issue/classifier classes/qda by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/494
* Feature/rename basis by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/490
* Issue/classifier_classes/logreg by m5signorini in https://github.com/GAA-UAM/scikit-fda/pull/496
* Changed Gramian matrix to Gram matrix for better consistency. Issue 501. by Saumya-ranjan in https://github.com/GAA-UAM/scikit-fda/pull/502
* Custom Basis by Ddelval in https://github.com/GAA-UAM/scikit-fda/pull/495
* Move metadata to pyproject.toml by vnmabus in https://github.com/GAA-UAM/scikit-fda/pull/503

New Contributors
* jiduque made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/425
* Ddelval made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/463
* rafa9811 made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/390
* pedrog99 made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/477
* m5signorini made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/481
* Saumya-ranjan made their first contribution in https://github.com/GAA-UAM/scikit-fda/pull/502

**Full Changelog**: https://github.com/GAA-UAM/scikit-fda/compare/0.7.1...0.8

Fix license in Zenodo citation file.

- `TikhonovRegularization` renamed to `L2Regularization`. The old name is deprecated. See 409 for details.
- Add the option for `MagnitudeShapePlot` to plot the inlier ellipse.
- Additional bug fixes.