Marathon Finish Times by Experience Level

import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
import ptitprince as pt

np.random.seed(111)
BG_COLOR = '#0a0a0f'
TEXT_COLOR = 'white'
COLORS = ['#F5276C', '#F5B027', '#6CF527']

levels = ['Beginner', 'Intermediate', 'Elite']
data = pd.DataFrame({
    'Time': np.concatenate([
        np.random.normal(280, 40, 150),
        np.random.normal(220, 30, 120),
        np.random.normal(160, 15, 60)
    ]),
    'Level': ['Beginner']*150 + ['Intermediate']*120 + ['Elite']*60
})

fig, ax = plt.subplots(figsize=(10, 6), facecolor=BG_COLOR)
ax.set_facecolor(BG_COLOR)

pt.RainCloud(x='Level', y='Time', data=data, palette=COLORS,
             bw=.2, width_viol=.6, ax=ax, orient='h', alpha=.65,
             dodge=True, pointplot=False, move=.2)

ax.set_xlabel('Finish Time (minutes)', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_ylabel('Experience Level', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_title('Marathon Times by Experience', fontsize=14, color=TEXT_COLOR, fontweight='bold', pad=15)

ax.tick_params(colors='#888', labelsize=10)
for spine in ax.spines.values():
    spine.set_color('#333')

plt.tight_layout()
plt.show()