Created
July 26, 2022 03:45
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from scipy.stats import sem | |
# Import Data | |
data_mean = data.groupby('Hour')["Rented Bike Count"].mean() | |
data_se = data.groupby('Hour')["Rented Bike Count"].apply(sem).mul(1.96) | |
# Plot | |
plt.figure(figsize=(16,10), dpi= 80) | |
plt.ylabel("# Hours", fontsize=16) | |
x = data_mean.index | |
plt.plot(x, data_mean, color="white", lw=2) | |
plt.fill_between(x, data_mean - data_se, data_mean + data_se, color="#3F5D7D") | |
# Decorations | |
# Lighten borders | |
plt.gca().spines["top"].set_alpha(0) | |
plt.gca().spines["bottom"].set_alpha(1) | |
plt.gca().spines["right"].set_alpha(0) | |
plt.gca().spines["left"].set_alpha(1) | |
plt.xticks(x[::2], [str(d) for d in x[::2]] , fontsize=12) | |
plt.title("User Orders by Hour of Day (95% confidence)", fontsize=22) | |
plt.xlabel("Hour of Day") | |
s, e = plt.gca().get_xlim() | |
plt.xlim(s, e) | |
# Draw Horizontal Tick lines | |
for y in range(8, 20, 2): | |
plt.hlines(y, xmin=s, xmax=e, colors='black', alpha=0.5, linestyles="--", lw=0.5) | |
plt.show() |
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