Social Media App Ratings

import matplotlib.pyplot as plt
import numpy as np

np.random.seed(42)

apps = ['Instagram', 'TikTok', 'Snapchat', 'Twitter/X', 'Threads']
ios_rating = np.array([4.7, 4.8, 4.5, 4.2, 4.0])
android_rating = np.array([4.5, 4.6, 4.3, 4.0, 3.8])
ios_err = np.array([0.1, 0.08, 0.12, 0.15, 0.18])
android_err = np.array([0.12, 0.1, 0.14, 0.18, 0.22])

fig, ax = plt.subplots(figsize=(10, 6), facecolor='#ffffff')
ax.set_facecolor('#ffffff')

x = np.arange(len(apps))
width = 0.35

bars1 = ax.bar(x - width/2, ios_rating, width, yerr=ios_err,
               label='iOS App Store', color='#276CF5', edgecolor='white',
               linewidth=2, capsize=5, error_kw={'ecolor': '#1f2937', 'elinewidth': 1.5})
bars2 = ax.bar(x + width/2, android_rating, width, yerr=android_err,
               label='Google Play', color='#6CF527', edgecolor='white',
               linewidth=2, capsize=5, error_kw={'ecolor': '#1f2937', 'elinewidth': 1.5})

ax.axhline(y=4.5, color='#F5B027', linestyle='--', linewidth=2, 
           label='Excellent (4.5+)', alpha=0.8)

ax.set_xlabel('App', fontsize=12, color='#374151', fontweight='600')
ax.set_ylabel('Rating', fontsize=12, color='#374151', fontweight='600')
ax.set_title('Social Media App Ratings Comparison', fontsize=15, 
             color='#1f2937', fontweight='bold', pad=20)

ax.set_xticks(x)
ax.set_xticklabels(apps, fontsize=11)
ax.legend(facecolor='#ffffff', edgecolor='#e5e7eb', fontsize=10)
ax.tick_params(colors='#6b7280', labelsize=10)
ax.set_ylim(3.2, 5.2)
ax.grid(True, axis='y', alpha=0.4, color='#e5e7eb')
ax.spines['top'].set_visible(False)
ax.spines['right'].set_visible(False)
ax.spines['left'].set_color('#d1d5db')
ax.spines['bottom'].set_color('#d1d5db')

plt.tight_layout()
plt.show()