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一起学Python第106天:Matplotlib 绘图线

  • 2026-06-29 23:41:52
一起学Python第106天:Matplotlib 绘图线
欢迎来到第106天!今天我们在前两天学习的基础上,深入探讨 Matplotlib 的绘图线(Line) 样式控制。线条是折线图的灵魂,掌握线条的样式、颜色和宽度,能让你的图表从"能用"变成"好看"。

一、线条类型(linestyle)

线条类型通过 linestyle 参数(简写 ls)控制。

五种基本线型

基础示例

import matplotlib.pyplot as pltimport numpy as npypoints = np.array([621310])# 点虚线plt.plot(ypoints, linestyle='dotted')# 或简写:plt.plot(ypoints, ls=':')plt.show()
# 点划线plt.plot(ypoints, ls='-.')plt.show()

二、线条颜色(color)

线条颜色通过 color 参数(简写 c)控制。

预设颜色标记

自定义颜色

ypoints = np.array([621310])plt.plot(ypoints, c='#d09a1bff', linewidth=3, label='hex')plt.plot(ypoints + 0.5, c='SeaGreen', linewidth=3, label='SeaGreen')plt.plot(ypoints + 1, c=(0.50.20.8), linewidth=3, label='RGB')plt.legend()plt.show()

三、线条宽度(linewidth)

线条宽度通过 linewidth 参数(简写 lw)控制,值为浮点数。

ypoints = np.array([621310])# 超粗线条plt.plot(ypoints, linewidth=12.5)plt.show()

四、综合实战:线条样式大全

示例 1:四种线型对比

import matplotlib.pyplot as pltimport matplotlib.font_manager as fmimport numpy as npimport os# ================= 字体设置(确保中文正常显示) =================# 优先查找本地上传的 simhei.ttf,如果没有则查找 Linux 系统的文泉驿字体font_path = "simhei.ttf"if not os.path.exists(font_path):    font_path = "/usr/share/fonts/truetype/wqy/wqy-zenhei.ttc"# 加载字体属性prop = fm.FontProperties(fname=font_path)# 解决坐标轴负号 '-' 显示为方块的问题plt.rcParams['axes.unicode_minus'] = False # ================================================================x = np.linspace(01050)y = np.sin(x)fig, ax = plt.subplots(figsize=(106))# 四种线型(参照最佳实践:增加了颜色区分,让图表更清晰)ax.plot(x, y, '-',  label='实线 (-)', linewidth=2, color='#1f77b4')ax.plot(x, y + 0.5':',  label='点虚线 (:)', linewidth=2, color='#ff7f0e')ax.plot(x, y + 1.0'--', label='破折线 (--)', linewidth=2, color='#2ca02c')ax.plot(x, y + 1.5'-.', label='点划线 (-.)', linewidth=2, color='#d62728')# 设置标题和坐标轴(参照最佳实践:加粗标题、添加坐标轴标签、绑定字体)ax.set_title('线条类型对比', fontsize=16, fontweight='bold', fontproperties=prop)ax.set_xlabel('X 轴数值', fontsize=12, fontproperties=prop)ax.set_ylabel('Y 轴数值', fontsize=12, fontproperties=prop)# 设置图例(绑定字体)ax.legend(loc='upper right', prop=prop, fontsize=11)# 添加网格线(参照最佳实践:增加网格,提升可读性)ax.grid(True, alpha=0.3, linestyle='--')# 设置 Y 轴范围(稍微调大上限,防止最上面的线贴到图表边缘)ax.set_ylim(-1.53.5# 调整布局,防止标签被裁剪(参照最佳实践)plt.tight_layout()plt.show()

示例 2:不同颜色与宽度组合

import matplotlib.pyplot as pltimport matplotlib.font_manager as fmimport numpy as npimport os# ================= 字体设置(确保中文正常显示) =================# 优先查找本地上传的 simhei.ttf,如果没有则查找 Linux 系统的文泉驿字体font_path = "simhei.ttf"if not os.path.exists(font_path):    font_path = "/usr/share/fonts/truetype/wqy/wqy-zenhei.ttc"# 加载字体属性prop = fm.FontProperties(fname=font_path)# 解决坐标轴负号 '-' 显示为方块的问题plt.rcParams['axes.unicode_minus'] = False # ================================================================x = np.arange(5)y1 = [1020153025]y2 = [1218222528]y3 = [815202230]plt.figure(figsize=(106))# 绘制线条(参照最佳实践:为少量数据点增加 marker 标记,提升可读性)plt.plot(x, y1, 'r-o', linewidth=1, label='细红线 (lw=1)', markersize=6)plt.plot(x, y2, 'g--s', linewidth=3, label='中粗绿线 (lw=3)', markersize=8)plt.plot(x, y3, 'b-^', linewidth=5, label='粗蓝线 (lw=5)', markersize=10)# 设置标题和坐标轴(参照最佳实践:加粗标题、绑定字体)plt.title('线条宽度与颜色组合', fontsize=16, fontweight='bold', fontproperties=prop)plt.xlabel('X 轴', fontsize=12, fontproperties=prop)plt.ylabel('Y 轴', fontsize=12, fontproperties=prop)# 设置图例(绑定字体,调整位置避免遮挡数据)plt.legend(loc='upper left', prop=prop, fontsize=11)# 添加网格线(参照最佳实践)plt.grid(True, alpha=0.3, linestyle='--')# 调整布局,防止标签被裁剪(参照最佳实践)plt.tight_layout()plt.show()

示例 3:完整美化折线图

import matplotlib.pyplot as pltimport matplotlib.font_manager as fmimport numpy as npimport os# ================= 字体设置(确保中文 100% 正常显示) =================font_path = "simhei.ttf"if not os.path.exists(font_path):    font_path = "/usr/share/fonts/truetype/wqy/wqy-zenhei.ttc"prop = fm.FontProperties(fname=font_path)plt.rcParams['axes.unicode_minus'] = False # ================================================================months = ['1月''2月''3月''4月''5月''6月']sales = [120135148162155178]plt.figure(figsize=(106))# 绘制线条:保留了你优秀的高级设计(空心圆、自定义蓝)plt.plot(months, sales,          color='#2E86AB',               linestyle='-',                  linewidth=2.5,                 marker='o',                     markersize=10,                   markerfacecolor='white'         markeredgecolor='#2E86AB'         markeredgewidth=2)      # 在数据点上方显示数值(微调:增加了 fontweight='bold' 让数字更醒目)for i, v in enumerate(sales):    plt.text(i, v + 4f'{v}万', ha='center', fontsize=11, color='#333'             fontproperties=prop, fontweight='bold')# 设置标题和坐标轴(绑定字体)plt.title('2026年上半年销售额趋势', fontsize=18, fontweight='bold', pad=20, fontproperties=prop)plt.xlabel('月份', fontsize=13, fontproperties=prop)plt.ylabel('销售额(万元)', fontsize=13, fontproperties=prop)plt.ylim(100200)plt.grid(True, alpha=0.3, linestyle='--')# 移除上方和右方边框(保留你的极简设计)ax = plt.gca()ax.spines['top'].set_visible(False)ax.spines['right'].set_visible(False)# 优化 X 轴刻度,确保月份文字完美居中plt.xticks(range(len(months)), months, fontproperties=prop, fontsize=12)plt.tight_layout()plt.show()

示例 4:只画线不画标记 vs 只画标记不画线

import matplotlib.pyplot as pltimport matplotlib.font_manager as fmimport numpy as npimport os# ================= 字体设置(确保中文 100% 正常显示) =================# 优先查找本地上传的 simhei.ttf,如果没有则查找 Linux 系统的文泉驿字体font_path = "simhei.ttf"if not os.path.exists(font_path):    font_path = "/usr/share/fonts/truetype/wqy/wqy-zenhei.ttc"# 加载字体属性prop = fm.FontProperties(fname=font_path)# 解决坐标轴负号 '-' 显示为方块的问题plt.rcParams['axes.unicode_minus'] = False # ================================================================x = np.arange(5)y = [1025153020]fig, (ax1, ax2) = plt.subplots(12, figsize=(125))# ================= 左图:只画线,不画标记 =================ax1.plot(x, y, 'b-', linewidth=3)ax1.set_title('只画线(无标记)', fontsize=14, fontweight='bold', fontproperties=prop)ax1.set_xlabel('X 轴', fontsize=12, fontproperties=prop)ax1.set_ylabel('Y 轴', fontsize=12, fontproperties=prop)ax1.grid(True, alpha=0.3, linestyle='--')ax1.set_ylim(035)  # 微调 Y 轴范围,防止线条贴到顶部边缘# ================= 右图:只画标记,不画线 =================ax2.plot(x, y, 'ro', markersize=15, linestyle='None')ax2.set_title('只画标记(无线)', fontsize=14, fontweight='bold', fontproperties=prop)ax2.set_xlabel('X 轴', fontsize=12, fontproperties=prop)ax2.set_ylabel('Y 轴', fontsize=12, fontproperties=prop)ax2.grid(True, alpha=0.3, linestyle='--')ax2.set_ylim(035)  # 微调 Y 轴范围,防止大标记点被顶部边缘裁切# 调整布局,防止标签被裁剪plt.tight_layout()plt.show()

五、fmt 参数速查:一行代码搞定

还记得第105天的 fmt 参数吗?格式为 [标记][线条][颜色]

ypoints = np.array([621310])# o: 圆形标记, -: 实线, r: 红色plt.plot(ypoints, 'o-r')# s: 方形标记, --: 破折线, g: 绿色plt.plot(ypoints, 's--g')# ^: 上三角, :. 点虚线, b: 蓝色plt.plot(ypoints, '^:b')

六、常用参数速查表

七、今日练习

  1. 基础练习:绘制一条折线图,使用破折线(--)、红色、线宽3

  2. 进阶练习:在同一张图中绘制3条线,分别使用实线、点虚线、点划线,颜色各不相同

  3. 挑战练习:绘制一条"隐形线"(只显示标记不显示线条),标记使用自定义颜色填充和边框

八、总结

今天我们学习了 Matplotlib 的绘图线样式:

  • ✅ 线条类型:实线、点虚线、破折线、点划线、无线

  • ✅ 线条颜色:预设颜色、十六进制、颜色名称、RGB元组

  • ✅ 线条宽度:浮点数控制粗细

  • ✅ 组合技巧:线型+颜色+宽度+标记的综合运用

  • ✅ fmt 速记[标记][线条][颜色] 一行搞定

关键记忆点ls 控制线型,c 控制颜色,lw 控制宽度,三者配合 marker 相关参数,可以画出专业级图表。
🎯 今日金句代码是画笔,数据是颜料,而线条的粗细虚实,决定了你的图表是涂鸦还是艺术。

明天见!📈✨

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  1. CONNECT:[ UseTime:0.001138s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001654s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000753s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000714s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001365s ]
  6. SELECT * FROM `set` [ RunTime:0.000606s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001546s ]
  8. SELECT * FROM `article` WHERE `id` = 501415 LIMIT 1 [ RunTime:0.015238s ]
  9. UPDATE `article` SET `lasttime` = 1783026522 WHERE `id` = 501415 [ RunTime:0.036837s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000439s ]
  11. SELECT * FROM `article` WHERE `id` < 501415 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000645s ]
  12. SELECT * FROM `article` WHERE `id` > 501415 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000859s ]
  13. SELECT * FROM `article` WHERE `id` < 501415 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.002352s ]
  14. SELECT * FROM `article` WHERE `id` < 501415 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000872s ]
  15. SELECT * FROM `article` WHERE `id` < 501415 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.000786s ]
0.230980s