I was looking to visualise a categorical variable as marker style in seaborn stripplot, but it does not seem to be possible easily. Is there an easy way to do this. For example, I'm trying to run this code
tips = sns.load_dataset("tips")
sns.stripplot(x="day", y="total_bill", hue="time", style="sex", jitter=True, data=tips)
which fails. An alternative is to use relplot which does provide the option but has no way to insert jitter
which makes the visualisation less nice.
sns.relplot(x="day", y="total_bill", hue="time", data=tips, style="sex")
works providing this
Is there any way of doing this using stripplot/catplot/swarmplot?
With sns.relplot
you could iterate through all the subplots:
g = sns.relplot(x="day", y="total_bill", hue="time", data=tips, style="sex")
for ax in g.axes.flat:
for points in ax.collections:
vertices = points.get_offsets().data
if len(vertices) > 0:
vertices[:, 0] = np.random.uniform(-0.3, 0.3, vertices.shape[0])
points.set_offsets(vertices)
xticks = ax.get_xticks()
ax.set_xlim(xticks[0] - 0.5, xticks[-1] 0.5) # the limits need to be moved to show all the jittered dots
plt.show()