Engagement Score

import matplotlib.pyplot as plt
import numpy as np

COLORS = {'box': '#6366F1', 'median': '#FFFFFF', 'background': '#FFFFFF', 'text': '#1E293B', 'text_muted': '#64748B', 'grid': '#F1F5F9'}

np.random.seed(42)
data = [np.clip(np.random.normal(m, 15, 50), 0, 100) for m in [45, 55, 60, 65, 70, 72]]

fig, ax = plt.subplots(figsize=(10, 6), dpi=100)
ax.set_facecolor(COLORS['background'])
fig.patch.set_facecolor(COLORS['background'])

bp = ax.boxplot(data, widths=0.5, patch_artist=True, showfliers=False,
                medianprops=dict(color=COLORS['median'], linewidth=2),
                boxprops=dict(facecolor=COLORS['box'], edgecolor='white'),
                whiskerprops=dict(color=COLORS['box']), capprops=dict(color=COLORS['box']))

ax.set_xticklabels(['Week 1', 'Week 2', 'Week 3', 'Week 4', 'Week 5', 'Week 6'])
ax.spines['top'].set_visible(False)
ax.spines['right'].set_visible(False)
ax.spines['left'].set_color(COLORS['grid'])
ax.spines['bottom'].set_color(COLORS['grid'])
ax.yaxis.grid(True, color=COLORS['grid'], linewidth=1, zorder=0)
ax.set_axisbelow(True)
ax.tick_params(axis='both', colors=COLORS['text_muted'], labelsize=9, length=0, pad=8)
ax.set_ylabel('Engagement Score', fontsize=10, color=COLORS['text'], labelpad=10)

plt.tight_layout()
plt.show()