Pyllars

Latest version: v1.0.5

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0.2.5

Added
- Utilities for working with the [Computing in Cardiology Challenge 2012
dataset](https://physionet.org/challenge/2012/)
- Minor extensions and fixes for `AutoSklearnWrapper`
- Helper for drawing rectangles in matplotlib
- Multiclass AUC calculation from [Hand and Till, 2001], [Provost and Domingos, 2000]
- Multicolumn label encoder helper
- Utility to add MCAR, MAR and NMAR missing values to a data matrix
- Simple kNN implementation which is robust against missing values

Updated
- Confusion matrix plotting utility to work on axes objects and to be more
configurable

- `fastparquet` imports are now immediately before their use. This is related
to [Issue 4](https://github.com/bmmalone/pymisc-utils/issues/4)

Deprecated
- `automl_utils`. The functionality is now available in the
[`automl-utils` package](https://github.com/bmmalone/automl-utils).

0.2.4

Added
- Helper to collect sklearn classification metrics
- Classification helpers to `automl_utils`
- Utilities for working with the mimic dataset
- Helpers for working with [`ASlibScenario`s](https://github.com/mlindauer/ASlibScenario)
- Helper for listing subdirectories in `utils`
- Brief description of all modules to the readme

Updated
- `AutoSklearnWrapper` to clearly used autosklearn only during training;
otherwise, it behaves as a normal ensemble.

Removed
- `external_sparse_pickle_list`
- `visualize-roc`

Fixed
- Parquet reader to handle (ignore) multi-indexes

Deprecated
- All classes in `column_selector`

0.2.3

Added
- Helper to remove negative values from an np.array

Updated
- Support for parquet files in `pandas_utils`

0.2.2

Added
- A helper for controlling dask clusters

0.2.1

Added
- A helper `shell_utils.download_file` to download external files and save them
to a local location.

Updated
- Various pandas utilities to "deprecated" status

Removed
- Deprecated shell interaction utilities from `misc.utils`
- Unused pandas utilities

Fixed
- Missing logger for `pandas_utils`. See
[Issue 1](https://github.com/bmmalone/pymisc-utils/issues/1) for more
details.

0.2.0

This is a new version which moves the project from Bitbucket to GitHub.
Additionally, the bioinformatics utilities (`bio_utils`) have been completely
removed. They will be added to a new
[`pybio-utils`](https://github.com/bmmalone/pybio-utils) repository.

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