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ennemi: easy nearest neighbor estimation of mutual information. Mutual information (MI) can be used to find non-linear correlations between variables, and this Python 3 package is designed to fit into your data analysis workflow. This is a minor release that contains only small but significant "quality-of-life" changes. It also drops support for older NumPy and SciPy versions. There is no difference in the algorithms compared to 1.1.0. The documentation for this release is available at https://polsys.github.io/ennemi. This release requires at least Python 3.7 NumPy 1.19 SciPy 1.5 (Optional: pandas 1.0.0) Changes since 1.1.1 Added estimate_corr and pairwise_corr methods. These methods are aliases to estimate_mi and pairwise_mi with parameter normalize=True. Python 3.7 is still supported in this version, contrary to 1.1.1 release notes. However, the minimum NumPy and SciPy versions have increased. Installation This package is available on PyPI. To install/update it, execute pip install --upgrade ennemi on your Python installation. Contributing Your feedback is very valuable! If you encounter any problems, please file an issue. Code contributions are welcomed as well.
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citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |