Home vs Away Game Attendance

import numpy as np
import matplotlib.pyplot as plt
from scipy.stats import gaussian_kde

np.random.seed(1981)
BG_COLOR = '#0a0a0f'
TEXT_COLOR = 'white'

home = np.random.normal(42000, 8000, 500)
away = np.random.normal(28000, 10000, 500)
home = home[(home > 10000) & (home < 70000)]
away = away[(away > 5000) & (away < 60000)]

fig, ax = plt.subplots(figsize=(12, 7), facecolor=BG_COLOR)
ax.set_facecolor(BG_COLOR)

x = np.linspace(5000, 70000, 400)

kde_h = gaussian_kde(home)
y_h = kde_h(x)
ax.fill_between(x, y_h, alpha=0.3, color='#F5B027')
ax.plot(x, y_h, color='#F5B027', linewidth=4, alpha=0.3)
ax.plot(x, y_h, color='#F5B027', linewidth=2, label='Home Games')

kde_a = gaussian_kde(away)
y_a = kde_a(x) * -1
ax.fill_between(x, y_a, alpha=0.3, color='#27D3F5')
ax.plot(x, y_a, color='#27D3F5', linewidth=4, alpha=0.3)
ax.plot(x, y_a, color='#27D3F5', linewidth=2, label='Away Games')

ax.axhline(0, color='#333', linewidth=1.5)

med_h = np.median(home)
med_a = np.median(away)
ax.axvline(med_h, color='#F5B027', linestyle='--', linewidth=1.5, alpha=0.7)
ax.axvline(med_a, color='#27D3F5', linestyle='--', linewidth=1.5, alpha=0.7)

home_advantage = (med_h - med_a) / med_a * 100
stats_text = 'Home Advantage:\n+%.0f%% avg attendance\n+%.0fK fans' % (home_advantage, (med_h - med_a)/1000)
ax.text(0.02, 0.98, stats_text.replace('\n', chr(10)), transform=ax.transAxes, fontsize=10,
        color=TEXT_COLOR, verticalalignment='top', fontfamily='monospace',
        bbox=dict(boxstyle='round,pad=0.5', facecolor='#1a1a2e', edgecolor='#333', alpha=0.9))

ax.set_xlabel('Attendance', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_ylabel('Density', fontsize=12, color=TEXT_COLOR, fontweight='500')
ax.set_title('Stadium Attendance: Home vs Away Games', fontsize=14, 
             color=TEXT_COLOR, fontweight='bold', pad=15)

ax.tick_params(colors='#888', labelsize=10)
ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: '%.0fK' % (x/1000)))
for spine in ax.spines.values():
    spine.set_color('#333')

ax.legend(loc='upper right', facecolor='#1a1a2e', edgecolor='#333', 
          labelcolor=TEXT_COLOR, fontsize=10)
ax.set_xlim(5000, 70000)
plt.tight_layout()
plt.show()