1.csv的文件,名称是”销售额“
2.问题相关代码
import matplotlib.pyplot as plt
import pandas as pd
from sklearn.linear_model import LinearRegression
data = pd.read_csv("./销售额.csv")
x = data['活动推广费']
y = data['销售额']
x = x.values.reshape(-1,1)
y = y.values.reshape(-1,1)
model = LinearRegression()
model.fit(x,y)
predict_y = model.predict(x)
predictions = {}
predictions['intercept'] = model.intercept_
predictions['coefficient'] = model.coef_
predictions['predict_value'] = predict_y
plt.scatter(x,y,color = 'blue')
plt.plot(x,predict_y,color = 'red',linewidth = 4)
plt.title('预测销售额')
plt.xlabel('活动推广费')
plt.ylabel('销售额')
plt.show()
3.运行结果及报错内容
Traceback (most recent call last):
File "C:\Users\Administrator\Desktop\一元线性回归\一元线性回归.py", line 5, in <module>
data = pd.read_csv("./销售额.csv")
File "E:\Python安装\安装路径\lib\site-packages\pandas\util\_decorators.py", line 311, in wrapper
return func(*args, **kwargs)
File "E:\Python安装\安装路径\lib\site-packages\pandas\io\parsers\readers.py", line 586, in read_csv
return _read(filepath_or_buffer, kwds)
File "E:\Python安装\安装路径\lib\site-packages\pandas\io\parsers\readers.py", line 482, in _read
parser = TextFileReader(filepath_or_buffer, **kwds)
File "E:\Python安装\安装路径\lib\site-packages\pandas\io\parsers\readers.py", line 811, in __init__
self._engine = self._make_engine(self.engine)
File "E:\Python安装\安装路径\lib\site-packages\pandas\io\parsers\readers.py", line 1040, in _make_engine
return mapping[engine](self.f, **self.options) # type: ignore[call-arg]
File "E:\Python安装\安装路径\lib\site-packages\pandas\io\parsers\c_parser_wrapper.py", line 69, in __init__
self._reader = parsers.TextReader(self.handles.handle, **kwds)
File "pandas\_libs\parsers.pyx", line 542, in pandas._libs.parsers.TextReader.__cinit__
File "pandas\_libs\parsers.pyx", line 642, in pandas._libs.parsers.TextReader._get_header
File "pandas\_libs\parsers.pyx", line 843, in pandas._libs.parsers.TextReader._tokenize_rows
File "pandas\_libs\parsers.pyx", line 1917, in pandas._libs.parsers.raise_parser_error
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xd0 in position 0: invalid continuation byte
4.我想要达到的结果:出一个一元线性回归图
你看看你的csv是什么编码格式,要读取的时候要设置一下,具体可以参考
https://blog.csdn.net/chentianting/article/details/114087348