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用Python做科研级画图——统一风格:rcParams一键设置

  • 2026-02-26 06:07:17
用Python做科研级画图——统一风格:rcParams一键设置

大家好,我是你们的小帅学长。

你有没有遇到一个很现实的问题,你自己看每一张图都“没问题”,但把 10 张图放到论文里,突然就像“十个人画的”。

这张字体大、那张字体小;

这张线宽粗、那张线宽细;

这张刻度朝外、那张朝内;

图例风格不一致、网格透明度不一致;

保存分辨率忽高忽低……

这种“风格不统一”不是审美问题,是科研表达的可靠性问题

因为审稿人/导师看到的不只是结果,还会从视觉一致性判断你是否规范、是否严谨。

所以这篇我们做一件非常“体系化”的事:

用 rcParams 把你常用的出图风格一次性固定下来:字体、字号、线宽、刻度、图例、保存参数……以后画任何图都自动套用。

01.rcParams 是什么?为什么它能让你效率爆炸?

你可以把 rcParams 理解成:Matplotlib 的默认配置表

你每次写的这些重复代码:

plt.figure(figsize=(...))plt.xlabel(..., fontsize=...)plt.ylabel(..., fontsize=...)plt.grid(alpha=...)plt.savefig(..., dpi=..., bbox_inches="tight")

其实很多都可以通过 rcParams 固化成默认值。你只要设置一次,后面所有图都自动统一,省掉大量重复劳动,更关键的是:统一输出风格

02.统一风格你要统一什么?

我建议你至少统一这 7 件事:

1、字体(中英混排)

2、字号层级(标题/轴标签/刻度)

3、线宽、marker 大小

4、坐标轴粗细、刻度方向、刻度长度

5、图例样式(是否带边框、字体大小)

6、网格透明度(可选)

7、保存参数(dpi、格式、裁切)

03.一键风格模板

这套“科研常用风格模板”,你复制就能用。

import osimport matplotlib as mplimport matplotlib.pyplot as pltfrom matplotlib import font_manager as fmdef set_pub_style():"""  统一风格(rcParams):   -英文/数字:Times New Roman-中文:宋体 SimSun    -公式:Times New Roman   """ win_fonts= r"C:\Windows\Fonts"    candidates= [      os.path.join(win_fonts,"times.ttf"),    os.path.join(win_fonts,"timesbd.ttf"),        os.path.join(win_fonts,"timesi.ttf"),       os.path.join(win_fonts,"simsun.ttc"),    ]   for p in candidates:        if os.path.exists(p):            try:                fm.fontManager.addfont(p)            except Exception:                passmpl.rcParams.update({        #==字体==       "font.family": ["Times New Roman""SimSun"],#数学公式字体统一        "mathtext.fontset""custom",        "mathtext.rm""Times New Roman",        "mathtext.it""Times New Roman:italic",       "mathtext.bf""Times New Roman:bold",#负号        "axes.unicode_minus"False,#==图尺寸与分辨率==        "figure.figsize": (64),        "figure.dpi"100,                  "savefig.dpi"300,             "savefig.bbox""tight",        "savefig.pad_inches":0.05#==字号体系==        "font.size"12,        "axes.titlesize"14,        "axes.labelsize"12,        "xtick.labelsize"11,       "ytick.labelsize"11,        "legend.fontsize":11,#==线条与标记==        "lines.linewidth":2.0,        "lines.markersize":6,#==坐标轴与刻度==        "axes.linewidth":1.2,       "xtick.direction""out",        "ytick.direction""out",        "xtick.major.size"5,       "ytick.major.size"5,        "xtick.major.width"1.1,        "ytick.major.width":1.1,    })set_pub_style()

04.用法示范:你只管画,风格自动套用

你会发现:以后你根本不用每张图都设置字号、线宽、dpi、grid等,默认就全部统一。

import numpy as npimport matplotlib.pyplot as pltx = np.linspace(010200)y = np.sin(x)fig, ax = plt.subplots()ax.plot(x, y, label="Observation / 观测值")ax.set_title("统一风格示例:标题中英混排")ax.set_xlabel("Time (day) / 时间(天)")ax.set_ylabel("Tₛ (K) / 温度")ax.legend()fig.savefig("style_demo.jpg")plt.close(fig)

注意:这里我没有写 dpi、bbox、pad,因为 rcParams 已经统一设置了。

05.常见坑:为什么设置了 rcParams 还是没生效?

三个高频原因:

一是你在设置 rcParams 之前已经创建了 Figure/Axes → 注意:rcParams 要在画图之前设置(脚本开头最稳)。

二是你的代码里手动写了 fontsize=...、linewidth=... → 注意:手动参数会覆盖默认值(这是正常的)。

三是字体没有被 Matplotlib 识别(出现方框/警告) → 注意用我上面的 addfont + 删除 ~/.matplotlib/fontlist-*.json 重建缓存最稳。

科研画图真正的效率来自“统一”。用 rcParams 把字体、字号、线宽、刻度、保存参数一次性固化,你以后画的每一张图都会更快、更稳、更像同一套论文图。

下一篇我会接着把“统一风格”这条线往前推一步,聊一个更影响观感、也更容易踩坑的问题:《配色与色带:连续/离散怎么选》。

——期待你的关注——

往期内容:
用Python做科研级画图——文本系统:标题/注释/公式/中英混排
用Python做科研级画图——保存高清图:dpi/尺寸/裁切/矢量

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  1. CONNECT:[ UseTime:0.000407s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000791s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000303s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000260s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000644s ]
  6. SELECT * FROM `set` [ RunTime:0.000257s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000665s ]
  8. SELECT * FROM `article` WHERE `id` = 476415 LIMIT 1 [ RunTime:0.001732s ]
  9. UPDATE `article` SET `lasttime` = 1772253794 WHERE `id` = 476415 [ RunTime:0.002932s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000735s ]
  11. SELECT * FROM `article` WHERE `id` < 476415 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000541s ]
  12. SELECT * FROM `article` WHERE `id` > 476415 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.011313s ]
  13. SELECT * FROM `article` WHERE `id` < 476415 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.024795s ]
  14. SELECT * FROM `article` WHERE `id` < 476415 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.016063s ]
  15. SELECT * FROM `article` WHERE `id` < 476415 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.001561s ]
0.132917s