将对象转换为在 pandas 中浮动并替换 $ 符号

Question

我是 Pandas 的新手，我正在做一个项目，其中有一列如下所示：

AverageTotalPayments
    64.38
    55.75
    21.90
     ETC

我正在尝试从中获取成本因素，成本可能高于 7000。首先，此列是一个对象。因此，我知道我可能无法将它与数字进行比较。我的代码如下所示：

import pandas as pd 
health_data = pd.read_csv("inpatientCharges.csv")

state = input("What is your state: ")
issue = input("What is your issue: ")
#This line of code will create a new dataframe based on the two letter state code
state_data = health_data[(health_data.ProviderState == state)]
#With the new data set I search it for the injury the person has.
issue_data=state_data[state_data.DRGDefinition.str.contains(issue.upper())]
#I then make it replace the $ sign with a '' so I have a number. I also believe at this point my code may be starting to break down. 
issue_data = issue_data['AverageTotalPayments'].str.replace('$', '')
#Since the previous line took out the $ I convert it from an object to a float
issue_data = issue_data[['AverageTotalPayments']].astype(float)
#I attempt to print out the values. 
cost = issue_data[(issue_data.AverageTotalPayments >= 10000)]
print(cost)

当我运行这段代码时，我只是简单地取回了 nan。不完全是我想要的。任何错误的帮助都会很棒！提前谢谢你。

Answer 1

考虑 pd.Series s

s

0    64.38
1    55.75
2    21.90
Name: AverageTotalPayments, dtype: object

这将获取浮点值

pd.to_numeric(s.str.replace('$', ''), 'ignore')

0    7064.38
1    7455.75
2    6921.90
Name: AverageTotalPayments, dtype: float64

过滤器s

s[pd.to_numeric(s.str.replace('$', ''), 'ignore') > 7000]

0    64.38
1    55.75
Name: AverageTotalPayments, dtype: object

Answer 2

试试这个：

In [83]: df
Out[83]:
  AverageTotalPayments
0             64.38
1             55.75
2             21.90
3                  aaa

In [84]: df.AverageTotalPayments.str.extract(r'.*?(\d+\.*\d*)', expand=False).astype(float) > 7000
Out[84]:
0     True
1     True
2    False
3    False
Name: AverageTotalPayments, dtype: bool

In [85]: df[df.AverageTotalPayments.str.extract(r'.*?(\d+\.*\d*)', expand=False).astype(float) > 7000]
Out[85]:
  AverageTotalPayments
0             64.38
1             55.75

将对象转换为在 pandas 中浮动并替换 $ 符号

converting an object to float in pandas along with replacing a $ sign

python

pandas

data-science