写了好些与绘图等跟多类型有关联的科研作图系列内容, 像是散点图、有柱状图、箱线图以及热图这些, 在后台以及评论区域里, 常常会遭遇到具备重复性的一些问题。许多情形下, 并非是代码思路存在着问题, 而是环境、数据格式、字体设置或者包版本方面出现了问题。将这篇文章做科研作图常见报错的汇总, 尽可能依照“报错表现、原因与解决办法”去梳理, 以方便往后能直接进行查找。适用场景主要包括若是你平常主要将其用于, 制作论文配图, 绘制统计图, 进行结果展示, 那么这一篇应该会相对比较常用。1. 找不到文件最常见的报错之一就是: No such file or例如file_path rF:\知乎\基础绘图\data.xlsx df pd.read_excel(file_path)平常出现的缘由是, 文件所放置的路径被写错, 文件的名称被写错, 其中包括后缀名写错, 就像实际上是 .xls, 而在代码里面却写成了 .xlsx, 还有文件根本就不在这个文件夹当中。解决办法先去确认一下, 路径以及文件名是不是完全一样的, 特别要留意, 中文路径对不对, 斜杠写得正确不正确, 文件扩展名正不正确, 建议优先采用原始字符串。file_path rF:\知乎\基础绘图\data.xlsx也可以先判断文件是否存在import os print(os.path.exists(file_path))如果输出是 False说明路径有问题。2. : named xxx not found比如说, 如果图表里明明清清楚楚、实实在在列着名为“散点图”, 可系统偏偏就是找不到它。会常常出现的原因是, Excel工作表的名字写得不对, 表名之中存在空格, Excel内的真正名称与代码之间并不一样。解决办法:先把所有工作表名称打印出来import pandas as pd file_path rF:\知乎\基础绘图\data.xlsx xls pd.ExcelFile(file_path) print(xls.sheet_names)然后复制正确的工作表名称再写进代码df pd.read_excel(file_path, sheet_name散点图)3. 列名不存在类如: 冒号加单引号“A”冒号加单引号, 冒号加单引号“处理1”冒号加单引号。情况一, Excel列名与代码所写内容存在差异, 情况二, 列名之中含有空格, 情况三, 表头读取出现错误, 情况四, 读取时越过了错误的行数, 这些均为常见原因。解决办法:先查看实际列名print(df.columns)如果发现列名里有空格可以先统一处理df.columns df.columns.str.strip()倘若Excel的首行并非那种正规的表头, 那就需要去进行调整, 或者去变动参数。例如df pd.read_excel(file_path, sheet_name箱线图, skiprows0)若依旧出现报错情况, 那么就着重去检查, Excel 的第一行究竟是不是变量名。4. 缺少库例如: No named : No named : No named 常见原因:对应的包没有安装。解决办法根据报错安装相应的包pip install seaborn pip install openpyxl pip install statsmodels如果你用的是 也可以conda install seaborn conda install openpyxl conda install statsmodels其中比较常见的是5. : 例如: 原因: 在读取 .xlsx 文件时通常需要 支持。解决办法直接安装pip install openpyxl安装后重新运行即可。6. 中文显示成方框或者中文乱码此类问题并非必然直接出现报错情况, 不过在科研过程中绘制图形这件事情里面是极为常见的。图形能够被绘制成功呈现出来, 然而中文标题、坐标轴上面所标注的标签以及图例却呈现出显示不正常的状况。普遍存在的缘由是, 未曾进行中文字体的设置, 现在所使用的这台电脑不存在与之相应的字体, 并且默认的字体对中文并不具备支持的能力。解决办法:常用设置如下import matplotlib.pyplot as plt plt.rcParams[font.family] [Times New Roman, SimSun] plt.rcParams[axes.unicode_minus] False如果 不行也可以试试plt.rcParams[font.sans-serif] [SimHei] plt.rcParams[axes.unicode_minus] False这里顺便解释一下7. 负号显示异常有时候图画出来了但坐标轴上的负号不正常。解决办法:加上这一句plt.rcParams[axes.unicode_minus] False常见原因有字符串, 还有空格, 以及括号格式的数字掺和进了数据里, 致使整列变成了非纯数值型。像是在Excel里, 有那种看上去好似数字的情况, 然而实际上呢, 是这样的: 0.56, 还有 (0.43), 再就是NA, 并且还有空字符串。解决办法先检查数据类型print(df.dtypes)必要时把数据转成数值型df[A] pd.to_numeric(df[A], errorscoerce) df[B] pd.to_numeric(df[B], errorscoerce)如果是热图这类整块矩阵数据可以统一处理df.iloc[:, 1:] df.iloc[:, 1:].apply(pd.to_numeric, errorscoerce)遇见无法进行转换的值, 就会变成 NaN, 而这就是 “” 的意思。9. : could not to float和上一个问题很类似本质上也是数据格式不规范。常出现的原因是, 列里面混杂着文字, 数字带有单位, 存在括号、星号、空格这类符号, 该情况有其具备的原因。例如12.5%、3.6 mg、(0.45)、0.12**解决办法先把非数字字符清理掉再转数值。比如df[A] df[A].astype(str).str.replace(%, , regexFalse) df[A] pd.to_numeric(df[A], errorscoerce)10. X, 和, Y, 必须, 是, 相同, 的, 尺寸。例如画散点图时plt.scatter(x, y)出现错误: , 即x以及y必须是相同的大小。原因x 和 y 的长度不一致。解决办法先看长度print(len(x), len(y))要是存在不一致的情况, 一般而言, 就是: 某一列存在空值, 在数据读取的时候遗漏掉了某些行, 经由手动切片致使长度不一样, 能够先统一将缺失值去除掉:df df[[A, B]].dropna() x df[A] y df[B]11. “不”, “和”它一起“被发现”, “去放置在里面”。例如ax.legend()报出警告但不一定停止运行。原因你调用了图例但前面绘图对象没有设置 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