{"repo":"predict-idlab/plotly-resampler","free":true,"listed":false,"github":"https://github.com/predict-idlab/plotly-resampler","clone":"git clone https://github.com/predict-idlab/plotly-resampler.git","description":"Visualize large time series data with plotly.py","language":"Python","stars":1207,"topics":["visualization","time-series","plotly","data-science","python","plotly-dash","data-visualization","data-analysis"],"license":"MIT","category":"analytics","readme_excerpt":"plotly resampler : visualize large sequential data by adding resampling functionality to Plotly figures plotly-resampler improves the scalability of Plotly for visualizing large time series datasets. Specifically, our library dynamically aggregates time-series data respective to the current graph view , ensuring efficient and responsive updates during user interactions like panning or zooming via callbacks. This core aggregation functionality is achieved by utilizing by time-series data point selection algorithms , for which plotly-resampler leverages the highly optimized implementations available in tsdownsample. Our default data aggregation method is MinMaxLTTB (and selects 1000 data points for plotting). For a deeper understanding of this method, you can consult to the algorithm's dedicated MinMaxLTTB repository and the associated research paper. In this Plotly-Resampler demo over 110,000,000 data points are visualized! 🛠️ Installation pip pip install plotly-resampler --- ---- 👀 What is the difference between plotly-resampler figures and plain plotly figures? plotly-resampler can be thought of as wrapper around plain plotly figures which adds visualization scalability to line-charts by dynamically aggregating the data w.r.t. the front-end view. plotly-resampler thus adds dynamic aggregation functionality to plain plotly figures. ❗ Important to know : show always generates a static HTML view of the figure, prohibiting dynamic aggregation. To have dynamic aggregation: Use ","default_branch":null,"files":null,"tree":[],"storefront":"/r/predict-idlab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/predict-idlab/plotly-resampler/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}