The `hue` parameter in Seaborn.relplot() skips an integer when given numerical data?

问题

The hue parameter skips one integer.

d = {'column1':[1,2,3,4,5], 'column2':[2,4,5,2,3], 'cluster':[0,1,2,3,4]}

df = pd.DataFrame(data=d)

sns.relplot(x='column2', y='column1', hue='cluster', data=df)

Python 2.7 Seaborn 0.9.0 Ubuntu 16.04 LTS

回答1:

"Full" legend

If the hue is in numeric format, seaborn will assume that it represents some continuous quantity and will decide to display what it thinks is a representative sample along the color dimension.

You can circumvent this by using legend="full".

import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd

df = pd.DataFrame({'column1':[1,2,3,4,5], 'column2':[2,4,5,2,3], 'cluster':[0,1,2,3,4]})
sns.relplot(x='column2', y='column1', hue='cluster', data=df, legend="full")
plt.show()

Categoricals

An alternative is to make sure the values are treated categorical Unfortunately, even if you plug in the numbers as strings, they will be converted to numbers falling back to the same mechanism described above. This may be seen as a bug.

However, one choice you have is to use real categories, like e.g. single letters.

'cluster':list("ABCDE")

works fine,

import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd

d = {'column1':[1,2,3,4,5], 'column2':[2,4,5,2,3], 'cluster':list("ABCDE")}

df = pd.DataFrame(data=d)

sns.relplot(x='column2', y='column1', hue='cluster', data=df)

plt.show()

Strings with customized palette

An alternative to the above is to use numbers converted to strings, and then make sure to use a custom palette with as many colors as there are unique hues.

import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd

d = {'column1':[1,2,3,4,5], 'column2':[2,4,5,2,3], 'cluster':[1,2,3,4,5]}

df = pd.DataFrame(data=d)
df["cluster"] = df["cluster"].astype(str)

sns.relplot(x='column2', y='column1', hue='cluster', data=df, 
            palette=["b", "g", "r", "indigo", "k"])

plt.show()

来源：https://stackoverflow.com/questions/51525284/the-hue-parameter-in-seaborn-relplot-skips-an-integer-when-given-numerical-d

标签

python

pandas

seaborn