Commute Time by Transportation Mode

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

np.random.seed(217)
BG_COLOR = '#ffffff'
TEXT_COLOR = '#1f2937'
COLORS = ['#27D3F5', '#6CF527', '#F54927', '#5314E6']

modes = ['Bike', 'Transit', 'Car', 'Walk']
data = pd.DataFrame({
    'Time': np.concatenate([
        np.random.normal(22, 6, 70),
        np.random.normal(35, 12, 100),
        np.random.normal(30, 15, 120),
        np.random.normal(18, 5, 50)
    ]),
    'Mode': ['Bike']*70 + ['Transit']*100 + ['Car']*120 + ['Walk']*50
})

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

pt.RainCloud(x='Mode', 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('Commute Time (minutes)', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_ylabel('Transportation Mode', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_title('Commute Time by Mode', fontsize=14, color=TEXT_COLOR, fontweight='bold', pad=15)

ax.tick_params(colors='#374151', labelsize=10)
for spine in ax.spines.values():
    spine.set_color('#e5e7eb')

plt.tight_layout()
plt.show()