How to adjust xlim, increase the distance between each graph and set a title for the 'ridge plot' from seaborn

Question

I would like to do following based on the seaborn ‘ridge plot’ example (https://seaborn.pydata.org/examples/kde_ridgeplot.html):

Adjust xlim, in order to create more distance between the error title, e.g. "Error2 – abc…" and the graph itself
Increase the distance between each graph
Set a title for the whole plot

I tried it with sns.plt.xlim(-10, 3), which leads to an error.
And here is my whole code:

import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
sns.set(style="white", rc={"axes.facecolor": (0, 0, 0, 0)})


errorNames = ['Error 1 - abc.....',
              'Error 2 - abc.....',
              'Error 3 - abc.....',
              'Error 4 - abc.....',
              'Error 5 - abc.....',
              'Error 6 - abc.....',
              'Error 7 - abc.....',
              'Error 8 - abc.....',
              'Error 9 - abc.....',
              'Error 10 - abc.....',
              'Error 11 - abc.....',
              'Error 12 - abc.....',
              'Error 13 - abc.....']


# Create the data
rs = np.random.RandomState(1979)
x = rs.randn(650)
#g = np.tile(list("ABCDEFGHIJKLM"), 50)
g = np.tile(list(errorNames), 50)

df = pd.DataFrame(dict(x=x, g=g))
#m = df.g.map(ord)
#df["x"] += m

# Initialize the FacetGrid object
pal = sns.cubehelix_palette(10, rot=-.25, light=.7)
g = sns.FacetGrid(df, row="g", hue="g", aspect=15, height=.5, palette=pal)

# Draw the densities in a few steps
g.map(sns.kdeplot, "x", clip_on=False, shade=True, alpha=1, lw=1.5, bw=.2)
g.map(sns.kdeplot, "x", clip_on=False, color="w", lw=2, bw=.2)
g.map(plt.axhline, y=0, lw=2, clip_on=False)


# sns.plt.xlim(-10, 3)


# Define and use a simple function to label the plot in axes coordinates
def label(x, color, label):
    ax = plt.gca()
    ax.text(0, .2, label, fontweight="bold", color=color,
            ha="left", va="center", transform=ax.transAxes)


g.map(label, "x")

# Set the subplots to overlap 
# Erst hier wird geplotted
g.fig.subplots_adjust(hspace=-.25)


# Remove axes details that don't play well with overlap
g.set_titles("")
g.set(yticks=[])
g.despine(bottom=True, left=True)

Asked By: Luk-StackOverflow

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Source

Answer 1

For 1) you can change the x limits in the same call to g.set when you remove the yticks:

g.set(yticks=[], xlim=[-5, 3])

For 2) you can just adjust the hspace value in subplots_adjust

For 3) you can create a suptitle for the figure:

g.fig.suptitle("Some title")

This gives something like:

Answered By: DavidG

Answer 2

Following is one way to address all the three points:

g.set(xlim=(-4, 3)) sets the x-limits
ax.text(0, .25,...) A higher offset of 0.25 instead of 0.2 correctly positions the error names.
plt.suptitle('Main title') puts a main title on the top of the figure.

g.set(xlim=(-4, 3))

def label(x, color, label):
    ax = plt.gca()
    ax.text(0, .25, label, fontweight="bold", color=color,
            ha="left", va="center", transform=ax.transAxes)

g.map(label, "x")
g.fig.subplots_adjust(hspace=-.25)

# Remove axes details that don't play well with overlap
g.set_titles("")
g.set(yticks=[])
g.despine(bottom=True, left=True)
plt.suptitle('Main title')

Answered By: Sheldore

How to adjust xlim, increase the distance between each graph and set a title for the 'ridge plot' from seaborn

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