一、为什么选择 matplotlib 与 seaborn？

在 Python 的数据可视化领域，matplotlib 是最底层、最强控制力的图形库，而 seaborn 在此基础上封装出更高级的 API 与美观的默认样式。

推荐组合使用：matplotlib 控布局，seaborn 出美图

二、安装与环境准备

pip install matplotlib seaborn pandas

✅ pandas 用于数据处理和 DataFrame 管理，适配 seaborn

三、数据准备：以产品销量为例

我们使用一组模拟数据：

import pandas as pd

data = {
    "日期": pd.date_range("2025-06-01", periods=10),
    "产品A": [23, 45, 67, 34, 45, 56, 78, 67, 89, 90],
    "产品B": [12, 23, 33, 21, 22, 30, 44, 50, 60, 61]
}
df = pd.DataFrame(data)

📊 原始数据示例：

四、绘制基础折线图（产品趋势）

使用 matplotlib

import matplotlib.pyplot as plt

plt.figure(figsize=(10, 6))
plt.plot(df["日期"], df["产品A"], label="产品A")
plt.plot(df["日期"], df["产品B"], label="产品B")
plt.title("产品销量趋势")
plt.xlabel("日期")
plt.ylabel("销量")
plt.xticks(rotation=45)
plt.legend()
plt.tight_layout()
plt.show()

📈 效果图：

五、使用 seaborn 美化折线图

import seaborn as sns

df_melt = df.melt(id_vars=["日期"], var_name="产品", value_name="销量")

plt.figure(figsize=(10, 6))
sns.lineplot(data=df_melt, x="日期", y="销量", hue="产品", marker="o")
plt.title("产品销量对比折线图")
plt.xticks(rotation=45)
plt.tight_layout()
plt.show()

📷 seaborn 更易看：

六、绘制柱状图（总销量对比）

df_total = df[["产品A", "产品B"]].sum().reset_index()
df_total.columns = ["产品", "总销量"]

sns.barplot(data=df_total, x="产品", y="总销量", palette="Blues_d")
plt.title("各产品总销量柱状图")
plt.show()

📊 效果图示意：

| 产品A | ██████████████
| 产品B | ███████████

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