Stumpy

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* bugfixes
- Raise TypeError for non np.float64 input arrays
- Fixed NumbaPerformanceWarning backwards compatibility
* features
- Converted all dtypes to np.float64/np.int64
- Added explicit NJIT function signatures
- Added Python 3.9 support
- Added core._idx_to_mp convenience function
- Added Nan/Inf support for motifs and matches functions
* tasks
- Removed "in-tree" build flag for pip
- Added pypi stats query for bigquery
- Set explicit sphinx version for RTD
- Fixed typos
- Replaced direct installation via setup.py
- Added numpydoc
- Removed ipywidgets from requirements
- Removed Azure Pipelines from CI
- Used official OSI name in the license metadata, added license name in classifiers section
- Added Github Citation BIB format
- Fixed broken tutorial links
* documentation
- Fixed multi-dimensional matrix profile description
- Added clear warning in discord section of MSTUMP tutorial
- Added API examples to all docstrings
- Updated docstrings to use numpy.ndarray
- Added interactive threshold example for STIMP
- Updated matplotlib style sheet to use URL for all tutorials

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* bugfixes
- Fixed cutoff parameter not being used in motifs.py
* features
- Unified motif discovery and pattern matching tools
* tasks
- Added binder link to tutorial
* documentation
- Updated pattern matching tutorial
- Added Pearson correlation notebook
- Fixed missing sphinx docstring for Python class

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* tasks
Bumped version

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* bugfixes
- Fixed scenarios where n_chunks == 0 in _get_array_ranges and fixed empty input array edge case
* features
- Added `normalize` to `core.mass`
- Added motif discovery (`stumpy.motifs` and `stumpy.match`)
- Added snippets for identifying regimes (`stumpy.snippets`)
- Added pan matrix profile (`stumpy.stimp`, `stumpy.stimped`, `stumpy.gpu_stimp`)
- Added `excl_zone` parameter to config.py (`config.STUMPY_EXCL_ZONE_DENOM`)
* tasks
- Aggregate or Refactor Dask Unit Tests
- Added script for testing latest Numba release candidate
- Converted bash scripts to [[ ... ]] construct
- Updated Python class declaration
- Updated to RTD to PyData Sphinx Theme
- Updated conda installation environment
- Refactored test files and added check to ensure that naive implementations always come ahead of tests
* documentation
- Corrected binder badges to point to "main"
- Updated tutorial to discover motif/discord indices
- Added missing docstrings and fixed minor typos
- Added missing logo file and favicon to _static directory
- Updated source installation instructions
- Added instructions for Apple M1 chip
- Updated Contributor guide
- Added include/discords tutorial example to subspace
- Added bonus content on interpreting the columns of a matrix profile
- Added syntax highlighting to tutorials
- Replaced matplotlib params with style file
- Added Annotation Vectors Tutorial
- Added Binder links to top of tutorials
- Added introduction to Snippets Tutorial

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* bugfixes
- Fixed chunk size for `scrump` and `scraamp` when time series are short
* features
- Added `maamp` and `maamped` functions
- Added `scraamp` function
- Added a new `core.non_normalized` decorator that re-routes normalized functions to non-normalized functions
- All z-normalized functions now accept a `normalize` parameter
* tasks
- Renamed `main` branch
- Removed Azure pipelines badge
- Refactored `subspace`
- Refactored non-normalized functions
- Added non-normalized support to `floss`
* documentation
- Updated README with `if __name__ == "__main__"` for Dask and Jupyter notebooks
- Removed all `aamp` references as `normalize=False` should be used instead
- Fixed function docstrings and typos in API docs

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* bugfixes
- None
* features
- Added the NEP 29 policy
* tasks
- Added CI for minimum version dependencies
* documentation
- Updated README to conver NEP 29