我有一个 .json 文件,其中每一行都是一个对象。例如,前两行是:
{"review_id":"x7mDIiDB3jEiPGPHOmDzyw","user_id":"msQe1u7Z_XuqjGoqhB0J5g","business_id": ...}
{"review_id":"dDl8zu1vWPdKGihJrwQbpw","user_id":"msQe1u7Z_XuqjGoqhB0J5g","business_id": ...}
我尝试使用 ijson lib 进行处理,如下所示:
with open(filename, 'r') as f:
objects = ijson.items(f, 'columns.items')
columns = list(objects)
但是,我得到错误:
JSONError: Additional data
这似乎是由于多个对象导致我收到此类错误。
在 Jupyter 中分析此类 Json 文件的推荐方法是什么?
提前谢谢你
请您参考如下方法:
如果这是完整文件,则文件格式不正确。大括号之间必须有一个逗号,并且应该以方括号开头和结尾。像这样:[{...},{...}]。对于您的数据,它看起来像:
[{"review_id":"x7mDIiDB3jEiPGPHOmDzyw","user_id":"msQe1u7Z_XuqjGoqhB0J5g","business_id": ...},
{"review_id":"dDl8zu1vWPdKGihJrwQbpw","user_id":"msQe1u7Z_XuqjGoqhB0J5g","business_id": ...}]
下面是一些如何清理文件的代码:
lastline = None
with open("yourfile.json","r") as f:
lineList = f.readlines()
lastline=lineList[-1]
with open("yourfile.json","r") as f, open("cleanfile.json","w") as g:
for i,line in enumerate(f,0):
if i == 0:
line = "["+str(line)+","
g.write(line)
elif line == lastline:
g.write(line)
g.write("]")
else:
line = str(line)+","
g.write(line)
要正确读取 json 文件,您还可以考虑使用 pandas 库 ( https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_json.html)。
import pandas as pd
#get a pandas dataframe object from json file
df = pd.read_json("path/to/your/filename.json")
如果您不熟悉 pandas,这里是一个快速入门,如何使用数据框对象:
df.head() #gives you the first rows of the dataframe
df["review_id"] # gives you the column review_id as a vector
df.iloc[1,:] # gives you the complete row with index 1
df.iloc[1,2] # gives you the item in row with index 1 and column with index 2
