الميزات الرئيسية لـ pyviz/hvplot هي: Visualization.
تشمل البدائل مفتوحة المصدر لـ pyviz/hvplot: astrofrog/mpl-scatter-density. bokeh/bokeh — Bokeh is a Python data visualization library and interactive plotting framework used to create high-performance… districtdatalabs/yellowbrick — Yellowbrick is a machine learning visualization library and model diagnostic tool designed to analyze feature… fastplotlib/fastplotlib — Next-gen fast plotting library running on WGPU using the pygfx rendering engine. flekschas/jupyter-scatter. astrofrog/fast-histogram.
Bokeh is a Python data visualization library and interactive plotting framework used to create high-performance graphics and data dashboards that render in web browsers. It serves as a tool for generating standalone HTML documents, embedded components for digital notebooks, and full-stack web applications powered by a Python backend. The project distinguishes itself through its ability to handle large or streaming datasets while maintaining smooth interactivity. It enables linked brushing across multiple views, allowing data selected in one plot to automatically highlight corresponding data i
Yellowbrick is a machine learning visualization library and model diagnostic tool designed to analyze feature importance, target distributions, and model error metrics. It serves as a visual toolkit for diagnosing underfitting and overfitting through the use of validation and learning curves. The project provides specialized suites for evaluating predictive models and unsupervised learning. It enables the determination of optimal cluster counts via elbow methods and silhouette coefficients, and assesses classifier and regressor quality through ROC curves, confusion matrices, and residual plot