piwheels

pyhard

Analyze, explore and visualize instance hardness within datasets

Installation

In a virtualenv (see these instructions if you need to create one):

pip3 install pyhard

Dependencies

• imbalanced-learn
• matplotlib
• scipy
• param
• deprecation
• typer
• plotting
• plotly
• holoviews
• bokeh
• numpy
• ncafs
• joblib
• packaging
• requests
• pyyaml
• panel
• scikit-learn
• hyperopt
• pandas
• shapely
• pyispace

Releases

Version	Released	Bookworm Python 3.11	Trixie Python 3.13	Files
2.2.4	2024-10-18
pyhard-2.2.4-py3-none-any.whl (3 MB)
2.2.3	2024-10-16
pyhard-2.2.3-py3-none-any.whl (3 MB)
2.2.2	2023-10-26
pyhard-2.2.2-py3-none-any.whl (3 MB)
2.2.1	2023-07-09
pyhard-2.2.1-py3-none-any.whl (3 MB)
2.2.0	2023-07-07
pyhard-2.2.0-py3-none-any.whl (3 MB)
2.1.8	2023-07-04
pyhard-2.1.8-py3-none-any.whl (3 MB)
2.1.7	2023-07-04
pyhard-2.1.7-py3-none-any.whl (3 MB)
2.1.6	2023-06-10
pyhard-2.1.6-py3-none-any.whl (3 MB)
2.1.5	2023-04-29
pyhard-2.1.5-py3-none-any.whl (3 MB)
2.1.4	2023-04-19
pyhard-2.1.4-py3-none-any.whl (3 MB)
2.1.3	2023-03-11
pyhard-2.1.3-py3-none-any.whl (3 MB)
2.1.2	2022-12-06
pyhard-2.1.2-py3-none-any.whl (3 MB)
2.1.1	2022-10-22
pyhard-2.1.1-py3-none-any.whl (3 MB)
2.1.0	2022-09-09
pyhard-2.1.0-py3-none-any.whl (3 MB)
2.0.3	2022-07-03
pyhard-2.0.3-py3-none-any.whl (3 MB)
2.0.2	2022-05-08
pyhard-2.0.2-py3-none-any.whl (3 MB)
2.0.1	2022-05-03
pyhard-2.0.1-py3-none-any.whl (3 MB)
2.0.0	2022-05-03
pyhard-2.0.0-py3-none-any.whl (3 MB)
1.9.3	2021-11-14
pyhard-1.9.3-py3-none-any.whl (2 MB)
1.9.2	2021-10-17
pyhard-1.9.2-py3-none-any.whl (2 MB)
1.9.1	2021-10-13
pyhard-1.9.1-py3-none-any.whl (2 MB)
1.9.0	2021-10-11
pyhard-1.9.0-py3-none-any.whl (2 MB)
1.8.6	2021-08-21
pyhard-1.8.6-py3-none-any.whl (2 MB)
1.8.5	2021-04-28
pyhard-1.8.5-py3-none-any.whl (2 MB)
1.8.4	2021-04-28
pyhard-1.8.4-py3-none-any.whl (2 MB)
1.8.3	2021-04-20
pyhard-1.8.3-py3-none-any.whl (2 MB)
1.8.2	2021-03-21
pyhard-1.8.2-py3-none-any.whl (2 MB)
1.8.1	2021-03-11
pyhard-1.8.1-py3-none-any.whl (2 MB)
1.8.0	2021-03-11
pyhard-1.8.0-py3-none-any.whl (2 MB)
1.7.3	2021-02-24
pyhard-1.7.3-py3-none-any.whl (2 MB)
1.7.2	2021-02-15
pyhard-1.7.2-py3-none-any.whl (2 MB)
1.7.1	2021-02-02
pyhard-1.7.1-py3-none-any.whl (2 MB)
1.7 yanked	2021-02-02
pyhard-1.7-py3-none-any.whl (2 MB)
1.6	2021-02-01
pyhard-1.6-py3-none-any.whl (2 MB)
1.5	2021-01-29
pyhard-1.5-py3-none-any.whl (2 MB)
1.4	2021-01-29
pyhard-1.4-py3-none-any.whl (2 MB)
1.3	2021-01-28
pyhard-1.3-py3-none-any.whl (2 MB)
1.2	2021-01-22
pyhard-1.2-py3-none-any.whl (49 KB)
1.1	2021-01-14
pyhard-1.1-py3-none-any.whl (48 KB)
0.3	2021-01-14
0.2	2021-01-14
pyhard-0.2-py3-none-any.whl (9 KB)

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