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Copy file name to clipboardExpand all lines: doc/python/webgl-vs-svg.md
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thumbnail: thumbnail/webgl.jpg
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---
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## WebGL
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`plotly` figures are rendered by web browsers, which broadly speaking have two families of capabilities for rendering graphics:
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See https://plotly.com/python/reference/scattergl/ for more information and chart attribute options!
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## Pandas and NumPy for Improved Performance
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## NumPy and NumPy Convertible Arrays for Improved Performance
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Improve the performance of generating Plotly figures that use a large number of data points by using NumPy arrays and other objects that can be converted to NumPy arrays, such as Pandas Series and Index objects.
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Improve the performance of generating Plotly figures that use a large number of data points by using NumPy arrays and other objects that Plotly can convert to NumPy arrays, such as Pandas Series and Index objects.
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Plotly.py uses Plotly.js for rendering, which supports typed arrays. In Plotly.py, NumPy array and NumPy-convertible arrays are base64 encoded before being passed to Plotly.js for rendering.
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