一用就报错？90%的人栽在数据格式上，别让Bug毁了你半天成果)
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 = r'F:\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 = r'F:\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 = r'F:\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', skiprows=0)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'], errors='coerce') df['B'] = pd.to_numeric(df['B'], errors='coerce')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, errors='coerce')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('%', '', regex=False) df['A'] = pd.to_numeric(df['A'], errors='coerce')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 label。ShAre.rEaD.MnSte.CoM/Article/details/355932.sHtML
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