How to create line + ribbon plot with seaborn.objects?

Question

I would like to create a line + ribbon plot similar to these ones created with ggplot2 using geom_line + geom_ribbon:

For that, I would like to use the new seaborn.objects interface, but even though the Plot function does accept ymin and ymax, I don’t know how to use them effectively. I’m trying out several combinations of .add(so.Line()).add(so.Area()) but getting various errors or not the result I want.

Sample data:

import numpy as np
import polars as pl

pl.DataFrame({"value": np.random.randn(10), "std": 0.2 * np.abs(np.random.randn(10))})

Example output using matplotlib Axes.fill_between:

Asked By: astrojuanlu

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Source

Answer 1

You want seaborn.objects.Band:

import numpy as np
import pandas as pd
import seaborn.objects as so

df = pd.DataFrame({"value": np.random.randn(10), "std": 0.2 * np.abs(np.random.randn(10))})

(
    so.Plot(
        x=df.index,
        y=df["value"],
        ymin=df.eval("value - std"),
        ymax=df.eval("value + std")
    )
    .add(so.Line())
    .add(so.Band())
)

Answered By: mwaskom

How to create line + ribbon plot with seaborn.objects?

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