Social Media Engagement by Post Type

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

np.random.seed(210)
BG_COLOR = '#ffffff'
TEXT_COLOR = '#1f2937'
COLORS = ['#F5276C', '#4927F5', '#F5B027', '#27F5B0']

types = ['Image', 'Video', 'Carousel', 'Story']
data = pd.DataFrame({
    'Engagement': np.concatenate([
        np.random.lognormal(1.5, 0.6, 100),
        np.random.lognormal(2.0, 0.7, 90),
        np.random.lognormal(1.8, 0.5, 85),
        np.random.lognormal(2.2, 0.8, 75)
    ]),
    'Type': ['Image']*100 + ['Video']*90 + ['Carousel']*85 + ['Story']*75
})

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

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

ax.set_xlabel('Engagement Rate (%)', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_ylabel('Post Type', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_title('Social Media Engagement by Format', 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()